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 2.184 27.45 87836.234 0.982913234991207 0.0027879470294852773 0.3461758032139644 452.86053466796875 76073.01 0.9831662747008089 0.004468607171957535 0.42961566250438227 455.6477355957031 True 0 100 10.14 31.13 8083.8506 0.9733869991452377 0.04093317954430197 0.42647429423294103 17.38020133972168 5179.1313 0.9738807752432694 0.04366907198450229 0.5140660995025876 16.71335792541504 True 0 200 10.05 29.72 7592.918 0.9710289327451527 0.048073426256822184 -0.408650719874351 15.968741416931152 5005.7646 0.9715273847278626 0.04974473612042949 -0.48802756096007655 15.334399223327637 True 0 300 9.992 22.46 6477.508 0.965914899271374 0.04908058297123307 -0.43754764035050525 10.081319808959961 5001.445 0.9664429365523095 0.05122592677744381 -0.5265149686109911 9.644615173339844 True 0 400 10.59 22.97 5986.574 0.9667739635072038 0.04856776272632549 -0.3626594246148098 4.877083778381348 4908.357 0.9672763264389317 0.05021844077647388 -0.42657712404144954 4.820856094360352 True 0 500 9.932 23.91 5923.108 0.9643949912532696 0.053051357862938256 -0.43769363299320163 5.173994541168213 4791.745 0.9648264878891338 0.054128098483468876 -0.5127471083971674 5.081737041473389 True 0 600 10.48 23.3 7400.269 0.9743861972050045 0.027556154869633462 -0.1941367885485221 4.8467631340026855 6319.519 0.9747334583934347 0.027675980044929917 -0.2362444426639433 4.819947719573975 False 1 700 10.45 24.27 6333.1875 0.9687110086560834 0.03716099293626695 0.335729956786545 4.528775691986084 5123.4556 0.9692911183965451 0.03729491807686941 0.4152838880464437 4.422052383422852 False 1 800 10.23 22.57 6073.3154 0.9661219791485847 0.04361293218092077 0.36319805331117966 4.412097930908203 4956.7715 0.9669009586558727 0.042619262269622205 0.4489818810970013 4.265120506286621 False 1 900 9.565 26.63 7685.055 0.9727731685218298 0.03219177199913499 0.38025269009894963 4.2726616859436035 6463.1074 0.9732212539353848 0.032204564643494575 0.4689569583416331 4.068777561187744 False 1 1000 9.441 25.59 5828.694 0.9640671315542796 0.04943090451109655 0.36706597613291875 4.350569248199463 4820.1987 0.9646676939619059 0.048565220658453166 0.4592596039388654 4.168145656585693 True 1 1100 10.08 25.04 5147.9785 0.9548113312188504 0.0796831939266313 0.3742157249094695 4.170593738555908 4242.503 0.9556615641928321 0.07770953542524246 0.4650903460347163 3.90346097946167 True 1 1200 9.444 22.95 6804.133 0.9677118237904068 0.039206250154193 0.30341583920848864 5.065499305725098 5622.3105 0.967946357624569 0.03987022756817051 0.37516434645525526 4.854882717132568 False 1 1300 9.489 25.02 5202.39 0.9543945114345873 0.07336870709978349 0.37481102575163283 4.1778130531311035 4286.568 0.9548594611607667 0.07345346817554055 0.4655652647740253 3.9089248180389404 False 2 1400 10.25 22.47 5397.511 0.9591828243081693 0.0672541105605718 -0.4462530710953442 5.611827373504639 4311.4053 0.9598258452960109 0.06675840820224259 -0.5297419752060982 5.56697416305542 False 2 1500 9.256 24.86 5244.3813 0.9570878450543796 0.07041564681958756 -0.3900867919047465 4.991001605987549 4326.0327 0.957856245625189 0.0699114637031072 -0.45831103965864967 5.0227766036987305 False 2 1600 9.954 22.52 5216.8257 0.9586414773323877 0.06602594084707797 0.27521125261828383 4.591433525085449 4467.8203 0.9596274201068488 0.06405203380941883 0.368600121495456 4.438661575317383 False 2 1700 9.549 33.11 5149.6294 0.963171132730574 0.05446332917572256 -0.3880050258184478 6.515049934387207 4662.361 0.9641421745364526 0.05316019522481436 -0.4721295228697587 6.334232330322266 False 2 1800 9.666 22.35 4694.676 0.9525059359015624 0.08704976247708111 0.3014633105374723 4.465092658996582 4045.1794 0.9542295403665926 0.08321862997115904 0.39377659204692733 4.303242206573486 True 2 1900 9.912 31.52 4549.74 0.9497271399892533 0.09577253482626435 0.36907650676952514 4.482273578643799 3922.3257 0.9516344472020232 0.09086116253629309 0.46474273922460113 4.239755630493164 True 3 2000 9.879 22.45 4921.4443 0.9554411318209955 0.0890269875760769 0.4098013791153902 4.054115295410156 4175.7363 0.9566726222226234 0.08620130195289878 0.49351728907775766 3.7811717987060547 False 3 2100 9.395 28.24 5447.7456 0.9636636735604555 0.052830598374777785 -0.30053336067093434 4.988291263580322 4860.833 0.9643306194572328 0.05124952764066388 -0.3317877727426562 4.980972766876221 False 3 2200 9.618 22.51 4275.8926 0.952007378732849 0.09541965698338781 0.3036196676775244 4.534013748168945 4036.4736 0.9533223510190947 0.0923062661671681 0.41466949410136333 4.324612140655518 False 3 2300 9.58 24.62 4121.4844 0.9430808491745531 0.0987298660746506 0.3895629885886422 4.112846374511719 3746.5515 0.9445478256863747 0.09546282152864653 0.4827845394635041 3.756591320037842 True 3 2400 10.01 23.57 3959.725 0.941664872733651 0.10143560215464911 0.4030571264492262 4.47705078125 3638.0723 0.9438813981525114 0.09667589585541124 0.4922138239408239 4.009110450744629 True 3 2500 9.787 23.33 4463.253 0.9423767185567232 0.1028971688095478 0.3958983816729289 4.123412609100342 3699.0024 0.9439363745514798 0.09941160717672995 0.48290760366706376 3.8429040908813477 False 3 2600 9.655 23.32 4446.8813 0.9401682355582088 0.10460227715384138 0.395642393407469 4.026156425476074 3604.5205 0.9430269736645052 0.09779173203955581 0.4897997562728731 3.6600756645202637 True 4 2700 9.717 23.09 4359.1113 0.9514806915754337 0.09555839567151775 0.39075835192468245 4.104655742645264 3882.0684 0.9523755881187169 0.09284808620745053 0.48946547277196717 3.7799882888793945 False 4 2800 9.578 23.25 4077.4954 0.9400603639298336 0.10580035691736749 0.39126629544449437 4.07273530960083 3595.6003 0.9422137094786227 0.10034582179691229 0.49083786947507124 3.6440908908843994 True 4 2900 9.928 26.44 4155.2896 0.9523442384354944 0.08524904207626946 0.4191674309089327 4.029278755187988 4027.9773 0.9544602262072279 0.08058923659376929 0.5088968163882635 3.6424219608306885 False 4 3000 9.517 22.08 3871.607 0.935427185790656 0.11334873504141654 0.4197033504253026 3.9377214908599854 3409.574 0.938104109051288 0.1070702072154095 0.5062428931979747 3.5352022647857666 True 4 3100 9.724 23.36 3506.1462 0.9326891854100466 0.12057798227304357 0.42999254833921646 3.973923683166504 3480.6487 0.9357959626210186 0.11314624240092884 0.5184370296161777 3.5997073650360107 False 4 3200 9.481 21.97 3655.3308 0.9312640953912605 0.12115945003967689 0.4327768412959864 3.879962205886841 3404.604 0.9347448031351919 0.11273048096380456 0.5161411017718242 3.4978580474853516 True 5 3300 10.22 23.09 3514.3005 0.9293730057129455 0.12505004694929836 0.43437242132870485 3.8697845935821533 3287.3303 0.9327339692143852 0.11843761155869213 0.5182404571483393 3.4762520790100098 True 5 3400 9.746 24.9 3943.8074 0.9295614723676867 0.13087149188798444 0.4548880056061952 3.8052992820739746 3275.378 0.9334162074981451 0.12229729614806813 0.5312279189144625 3.4283273220062256 True 5 3500 10.08 22.66 4056.484 0.932031975053303 0.12726717634258214 0.44110285436494123 3.8870983123779297 3408.295 0.9358893318724179 0.1165279302372909 0.5265856872948337 3.5313942432403564 False 5 3600 9.521 26.62 3878.4106 0.9275723068597289 0.13441274178230175 0.4548899489888426 3.780036687850952 3274.271 0.932069439584321 0.12254674417715926 0.5332565123483672 3.4084744453430176 True 5 3700 10.01 22.21 3927.0269 0.9281596939639739 0.13572142790148126 0.45626432281359525 3.8701894283294678 3226.7026 0.9321936609126537 0.12610011241216135 0.5349117558037102 3.484143018722534 True 5 3800 9.95 29.91 3926.9148 0.9304489460127021 0.13598502951162236 0.45810096184114285 4.948309898376465 3321.2532 0.9348101489127598 0.12423284442472586 0.5325167818963777 4.588672161102295 False 5 3900 9.417 22.37 4184.276 0.9420041485483035 0.11024502354569647 0.4408965972246859 3.8726844787597656 3607.461 0.9436433680042348 0.10607230219396774 0.5177688572981252 3.5540904998779297 False 6 4000 9.374 24.36 3853.0134 0.9365626146383166 0.12088345094466772 0.4599475112643962 3.8047735691070557 3422.8008 0.9394142086441877 0.11347008084332225 0.5314409490346281 3.430624008178711 False 6 4100 9.63 21.96 3751.59 0.9385532126148036 0.12459535922659445 0.4384299973336643 3.9578440189361572 3493.562 0.9415780193120007 0.11506255310367375 0.5230701370025596 3.6163551807403564 False 6 4200 9.54 26.22 3491.176 0.9276330941318641 0.13038766732658005 0.444018400021983 3.824270248413086 3207.1602 0.9321323181346057 0.11921071298561176 0.5231339605097342 3.4327385425567627 True 6 4300 9.9 22.57 3516.6187 0.9232787117584164 0.1403472599133859 0.46177366738483144 3.8707244396209717 3142.387 0.9286622340797698 0.12835545045692257 0.5353459335918036 3.517591953277588 True 6 4400 9.9 22.54 3443.6943 0.9194778598314739 0.14666423611297197 0.47739718605037057 3.8529913425445557 3045.175 0.9242734864468534 0.13601019284357269 0.5461184977249808 3.5128867626190186 True 6 4500 9.614 21.44 4013.1433 0.9294591857982509 0.1340552745495596 0.47188626573698633 3.7104032039642334 3188.2642 0.9332221256756674 0.12219944985981726 0.5431908603428024 3.364058017730713 False 7 4600 9.236 23.49 4461.766 0.944057290453953 0.10370748811472641 0.4443874170618044 7.345674514770508 3970.5674 0.9461149866291001 0.09757562348133147 0.5216361426489963 6.9463982582092285 False 7 4700 9.501 22.24 3545.5024 0.9351310845424281 0.11436992866886342 0.3841822645662868 4.11570930480957 3567.6582 0.9382062340647568 0.10621652032341082 0.47634088334799496 3.7996530532836914 False 7 4800 8.991 22.92 3271.1692 0.9291256600943665 0.13038775651558204 0.4457481212695467 4.0435638427734375 3284.0435 0.9330681157976294 0.12093939561332044 0.5232020284413206 3.6958703994750977 False 7 4900 9.553 22.13 3441.0608 0.9398142125357452 0.1235472405241143 0.480331671011373 4.223309516906738 3478.8188 0.9425096872444808 0.11628319031391571 0.5473009525056672 3.9628405570983887 False 7 5000 9.325 22.68 3064.106 0.9221334205358551 0.1459907669235471 0.4711480540199784 3.711656332015991 3101.1177 0.9268211802312093 0.1345073728584932 0.5443242095910055 3.3487839698791504 False 7 5100 9.498 21.73 3135.454 0.9219905131924623 0.14057004361199982 0.4632489601870907 3.8321125507354736 3110.0557 0.9271323899851137 0.12873894325819396 0.5376360225325432 3.451552629470825 False 7 5200 9.526 22.19 3149.0664 0.9221109399229768 0.14310515850373287 0.4758968667335612 3.7866530418395996 3100.1228 0.9274592925778328 0.13089684893553066 0.5431337014825545 3.4446942806243896 False 8 5300 9.485 22.25 3749.842 0.9145229326229791 0.15994643672040726 0.4960452720767289 3.6444249153137207 2994.278 0.9217871210485031 0.14239956276658342 0.5623475351327265 3.3061745166778564 True 8 5400 9.987 22.22 3757.318 0.93077503613542 0.1367986538486532 0.4893199203897029 3.7130420207977295 3263.4155 0.9356089367685199 0.12475926717977286 0.5593637298791334 3.3763344287872314 False 8 5500 9.161 22.02 3457.3286 0.9356930261331212 0.14355992317603136 0.5046795066299711 3.6343910694122314 3375.2332 0.9403258058052476 0.1303313994056611 0.5708176857477212 3.305156946182251 False 8 5600 9.87 21.95 3157.3223 0.9203718511405861 0.15711169976792935 0.47939910827919086 3.735471725463867 3030.4397 0.9266523393926499 0.14133403111198836 0.5449572720714376 3.4098141193389893 False 8 5700 9.555 24.48 3380.1433 0.9359064891034635 0.12513546655116686 0.5011657437116656 3.9424211978912354 3382.9119 0.9412080819080263 0.1108451683099715 0.5526259947943621 3.769655227661133 False 8 5800 9.372 22.14 3613.5781 0.911386978761782 0.16083799363695658 0.5139261808352414 3.616039752960205 2936.183 0.9200635724284392 0.14017531576463008 0.5781001827112663 3.2581305503845215 True 8 5900 9.916 22.84 4107.913 0.9143113864891519 0.1553542742173646 0.5013927811003654 3.5688610076904297 2976.8372 0.9219305112250348 0.1372460855499118 0.5680764996365237 3.21535325050354 False 9 6000 9.431 21.93 3385.501 0.9294060861130882 0.1489901949674212 0.47384380843051455 3.791170597076416 3154.8066 0.9331896623221796 0.13653639010156307 0.5456226726545842 3.4649767875671387 False 9 6100 9.386 23.01 3336.8726 0.9157526930434139 0.16098745929825412 0.4764204313769335 3.7386581897735596 2986.9858 0.922650810010429 0.14264368794915258 0.5476635019750511 3.3940138816833496 False 9 6200 9.568 22.13 3252.8452 0.9144066132842079 0.15710342781246525 0.48579697346590184 3.6648569107055664 2992.7468 0.9227482454504297 0.13652532287861963 0.554529307023411 3.298189878463745 False 9 6300 9.371 23.6 3225.6042 0.9102636224548416 0.172068470443766 0.4945815856706394 3.615251302719116 2919.777 0.9190373188432593 0.15032966637786116 0.5626215383854793 3.2647762298583984 True 9 6400 9.978 22.27 3335.1362 0.9100565605054606 0.16525495722077652 0.4930741903100265 3.644895315170288 2922.824 0.9178895010950447 0.14727650478662163 0.5591704349762676 3.3197593688964844 False 9 6500 9.371 22.88 3639.3574 0.9370720555099317 0.14276695401845413 0.48713912761973804 4.443789482116699 3434.976 0.9407758793144065 0.13023410558177928 0.5592070398981629 4.127984046936035 False 10 6600 9.396 22.12 3299.6687 0.91362048056693 0.16212578452762957 0.49382214750967884 3.8785064220428467 3002.1257 0.9210921994120016 0.14418030261673687 0.5631847611697192 3.5294241905212402 False 10 6700 9.42 21.81 3062.4414 0.9215587546207248 0.16505384033507925 0.5031895417935458 3.945575475692749 3008.82 0.9279365034389472 0.1458098301446828 0.5702356060372674 3.6740853786468506 False 10 6800 9.527 21.93 3005.273 0.9171747538306283 0.1623221028904358 0.5095087285371763 3.5633444786071777 2992.7783 0.9255923261314817 0.1393668229949429 0.5735860648462895 3.2425105571746826 False 10 6900 9.397 22.24 3417.801 0.9190668461372322 0.1600339854240889 0.4619834188642726 3.8355162143707275 3068.9314 0.9268867970046852 0.1399869837762204 0.5422540708379733 3.473325252532959 False 10 7000 9.522 23.49 3211.87 0.92832798820454 0.15201957097486182 0.5249493173399087 3.6524500846862793 3169.3362 0.9334317126368007 0.13618754985208945 0.586149320267031 3.379406452178955 False 10 7100 9.519 22.3 3024.5618 0.9158916622358334 0.15647751247149644 0.5088280312026872 3.569333076477051 2963.208 0.9232779101487334 0.1374747950463024 0.5717201680035662 3.2237024307250977 False 10 7200 9.524 23.2 2939.4846 0.9073977213274046 0.17420889364913095 0.5266855509452469 3.458832025527954 2835.7915 0.9166938883175462 0.1520912985379874 0.58728077431659 3.1341121196746826 True 11 7300 9.884 22.05 2877.692 0.9039562747715909 0.17662869060950964 0.526056907696478 3.4778707027435303 2842.373 0.9145756482319702 0.15332750521501484 0.5853357657786299 3.1664113998413086 False 11 7400 9.49 23.69 5222.892 0.945649288994882 0.08081718152377243 0.23465022025350235 8.8580904006958 4896.051 0.9489678775924493 0.07372404223202428 0.31400076070481275 8.464353561401367 False 11 7500 9.547 22.32 3362.2598 0.9353342238769499 0.12490515861626472 0.06891170352616388 4.766378879547119 3580.1565 0.9414582397501198 0.1096222148710722 0.12295642300700509 4.6691694259643555 False 11 7600 8.888 22.42 2894.9375 0.9129681643742293 0.15913500075413672 0.42201287951746075 4.173306941986084 3026.6106 0.9228903777323637 0.13690582675711144 0.4932010132648174 4.000773906707764 False 11 7700 9.538 21.73 2800.1135 0.9077606470055427 0.1674613595241259 0.4695283067477804 3.898686170578003 2933.1501 0.9186854985272463 0.14397124833525385 0.5394989908625952 3.660099506378174 False 11 7800 9.534 22.41 3416.0454 0.9057360781394426 0.17102180771286904 0.4571366784325796 3.7980613708496094 2945.1682 0.9178454012713215 0.1439630749747956 0.528539162621516 3.478134870529175 False 12 7900 9.55 22.22 2843.0615 0.9035588301084158 0.17812180622020798 0.4870867858910953 3.789876937866211 2849.2434 0.9148418581908264 0.15144858236024664 0.5593442895665657 3.5061187744140625 False 12 8000 9.325 22.13 2626.0022 0.9055735157758601 0.176850695725597 0.508594407475272 3.566798686981201 2811.601 0.9170212998721421 0.15011586110071562 0.57623797574279 3.2326042652130127 True 12 8100 9.977 22.09 2859.908 0.9203952384192206 0.15984475281017643 0.5270624319196842 3.7388131618499756 3044.315 0.928439266521428 0.13846806347225418 0.5912083138623044 3.483982563018799 False 12 8200 9.341 22.14 2789.6165 0.9081520455717108 0.17155963129832064 0.49713556117904206 3.6309471130371094 2846.8098 0.9176985578710228 0.14964417647991052 0.5627771280520231 3.321206569671631 False 12 8300 9.599 21.94 2659.4094 0.90744639140324 0.1777289676837068 0.5053069426700482 3.5648088455200195 2853.4258 0.9175635026507172 0.15366849880888683 0.5697582705811772 3.2327983379364014 False 12 8400 9.59 22.4 2452.6472 0.9039501588637243 0.17792410834073902 0.5139075602609645 3.7495217323303223 2785.3162 0.9148211530486452 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