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 40.1 187.2 206600.48 0.9789440927645268 -0.006288692965467603 -0.26405746796213975 153.82545471191406 1655079.1 0.9796220638058882 -0.006537371318928128 -0.2501685743782314 153.912109375 True 0 100 57.56 257.5 43216.1 0.9581442835758424 0.05210801240625577 -0.43897838828992475 19.472013473510742 85723.01 0.9583233583845735 0.050725858850366325 -0.42667974256608976 19.62568473815918 True 0 200 66.8 166.9 42186.15 0.9718930196898701 0.025672915430181322 -0.46623102512105186 17.255037307739258 290532.12 0.9728927086193904 0.024248756336098208 -0.44649121109264417 17.379009246826172 False 0 300 72.53 163.1 25097.486 0.9541932888743361 0.07721990307194064 -0.4757544581762945 8.047091484069824 104417.17 0.9550069715998379 0.07387721947995299 -0.46151364494848096 8.197701454162598 False 0 400 66.72 167.8 56588.6 0.9676615880615935 0.028104417364643915 -0.24658951144240324 17.649324417114258 116689.96 0.9668693691514884 0.028751998983147672 -0.27858718496471746 17.821332931518555 False 0 500 46.3 363.1 31907.62 0.9697836714761288 0.029300629858927774 -0.46134521381575705 20.05952262878418 275971.34 0.9709676154970427 0.027185321543704174 -0.4633083959928351 20.091585159301758 False 0 600 62.33 167.0 22447.01 0.9548442186127206 0.06797592253867947 -0.4623339557930629 16.74376678466797 87895.67 0.955202437744895 0.06605099010131138 -0.46361034803166473 16.81092643737793 False 0 700 73.71 162.7 25233.504 0.9531299914957369 0.06814931844393303 -0.45420793617377747 9.135634422302246 98349.64 0.9536010827493683 0.06591831824114455 -0.45163956778462727 9.42778491973877 False 1 800 71.07 163.2 36223.168 0.9715967857933653 0.010428553136552249 0.4375465672447659 22.071765899658203 114795.95 0.9707397770932679 0.011485611789523202 0.43039015608538944 22.371477127075195 False 1 900 62.39 170.4 28813.242 0.970030331793137 0.015181631426752227 0.3693354463353155 17.320518493652344 104671.664 0.969291315250977 0.01586296897523432 0.3531539233817477 17.583332061767578 False 1 1000 73.89 161.9 21714.775 0.9577706546855383 0.053385021228757934 -0.45083922554428657 8.724207878112793 130809.516 0.9590570105305897 0.05073902130307706 -0.4518121868775706 8.964824676513672 False 1 1100 59.34 175.3 28078.941 0.9605167411150942 0.04541431028128341 -0.34398586174310136 15.107573509216309 86904.53 0.9600585811871971 0.04517516748871829 -0.3578608705444817 15.244901657104492 False 1 1200 52.67 217.8 34903.13 0.9650877545809702 0.036077327717660646 0.28415014913028985 15.056242942810059 95808.93 0.9644800650772061 0.036047520924791535 0.25111046390142433 15.308174133300781 False 1 1300 72.27 163.9 19843.809 0.9572929083349121 0.06334048320016045 0.029717510102131285 7.6223344802856445 93046.39 0.957711836285369 0.06183570133045111 0.0011451411515481565 7.851524353027344 False 1 1400 64.22 168.0 18456.84 0.9445476308556846 0.08979112534961703 -0.2915246335867987 5.959728240966797 77061.234 0.9457584745069455 0.08769492081584977 -0.30933646772279927 6.156639099121094 True 2 1500 58.41 174.1 21082.97 0.9610104712231902 0.06432776988441787 0.4254296766793491 15.902337074279785 99237.67 0.9613854202527237 0.06271630569499163 0.400223292121676 16.164201736450195 False 2 1600 68.41 165.4 18946.23 0.952515721382642 0.08155832210660455 -0.4788519206668215 7.237407207489014 99360.625 0.9536174006998056 0.07769414123276322 -0.47580690652041313 7.454486846923828 False 2 1700 73.27 161.0 27986.559 0.9563577871792223 0.057347426044898446 -0.5007853063204476 8.78735065460205 70547.53 0.9562088867261515 0.0555608712526056 -0.5099906485280968 8.947153091430664 True 2 1800 58.96 181.5 18522.377 0.9458124292434877 0.08809622888335378 -0.4992247466587475 10.016263961791992 89865.04 0.9479167154188404 0.08249310580582095 -0.49712305600785234 10.386552810668945 False 2 1900 64.7 167.7 21547.275 0.9445280203870194 0.08399200022331331 -0.26245342237162195 6.614025592803955 68135.91 0.9460762397042765 0.0782250228564505 -0.25944535190654955 6.779262065887451 True 2 2000 77.86 159.2 18457.643 0.9515795564795871 0.08594317736206951 -0.4808139059479074 9.376023292541504 96886.23 0.952743698964334 0.0816657600560974 -0.4788877770290304 9.5885009765625 False 2 2100 58.87 162.0 17507.92 0.9515534702426023 0.0705484723530442 -0.4505994744012196 9.367627143859863 118532.01 0.95372553802463 0.06531577128150574 -0.4545264661424286 9.716163635253906 False 2 2200 63.22 169.4 16221.91 0.9405965035297496 0.09128598037549726 -0.4764687309992006 8.021468162536621 62894.53 0.9430933581583166 0.08461397664734982 -0.4570019425632709 8.177835464477539 True 3 2300 75.01 159.4 15644.749 0.9370353514527883 0.10519553988603379 -0.08160332119087192 6.049166679382324 47643.582 0.9393629845334007 0.09785552672781873 -0.09008630819076482 6.24749755859375 True 3 2400 62.84 172.9 17659.469 0.9284788673904739 0.11689080176480986 0.23777854671494913 5.224272727966309 46741.34 0.9320173270530822 0.10804359154679391 0.22000362006379967 5.398431301116943 True 3 2500 64.42 170.0 16221.06 0.9307454477058412 0.10804894413909862 0.20142535904548886 5.30013370513916 36514.44 0.9334493864978185 0.10088244790493721 0.19661226270148938 5.449012756347656 True 3 2600 77.79 157.5 19093.076 0.9554654550957663 0.062245463212137524 0.20308285458689046 6.9663310050964355 116090.53 0.9573605958337921 0.0585388798076652 0.1742910229525263 7.202707290649414 False 3 2700 62.1 172.6 17999.164 0.9407117051499003 0.09193906797540988 -0.14492406346883976 6.40126895904541 44342.977 0.9422254025664176 0.08790063965329424 -0.16944041530503193 6.592038154602051 False 3 2800 64.53 170.9 17159.78 0.9416247773215626 0.10161569556795318 -0.4430532365045668 9.310649871826172 51665.01 0.9433065382628181 0.09618535190061535 -0.4569908739392526 9.550580024719238 False 3 2900 73.2 162.4 18971.516 0.9550535437868832 0.06981169387254964 0.057918446185816146 8.25125789642334 64894.566 0.9554827392352246 0.06694348255859414 0.07895110730048245 8.410689353942871 False 4 3000 62.92 168.3 17340.43 0.9441542388037102 0.09844684386663714 -0.4236322443691719 7.118865966796875 51557.88 0.9456924936618937 0.09351967600390343 -0.4260735775835539 7.339812278747559 False 4 3100 54.74 179.1 16984.89 0.9363124127725374 0.10509012610694796 -0.43546271572536505 7.658818244934082 34947.816 0.9385710449365254 0.09886210939674676 -0.4425922573442286 7.969727039337158 True 4 3200 65.57 167.1 17792.193 0.943333155003663 0.0803306345006287 -0.2900429995008188 6.329433441162109 48896.926 0.9460451444347551 0.07518371874593284 -0.32391913103965364 6.584292888641357 False 4 3300 76.68 158.5 18874.62 0.9418625312942636 0.08720424018029316 -0.33689281042960334 6.931495189666748 43026.277 0.9444248436060664 0.08189445708192299 -0.32986388712644554 7.157661437988281 False 4 3400 61.08 163.2 18681.486 0.940131593028688 0.09368245989903407 -0.05821041164418906 6.577155113220215 57615.81 0.9430159219772779 0.08635298245717304 -0.07354878444148931 6.771627902984619 False 4 3500 64.55 169.4 31637.703 0.956035313500363 0.06010016055753569 0.23382605638050663 7.368663311004639 67010.52 0.9563587101009139 0.057159096830788264 0.22698017374487778 7.560537338256836 False 4 3600 74.1 161.0 24817.033 0.9527945181941165 0.0619748442943981 0.3561740726840025 5.380220413208008 50266.27 0.9531295020538104 0.05881429801152748 0.3340508569288304 5.630192279815674 False 5 3700 63.29 168.0 18985.42 0.9309902797187539 0.11021416673307469 0.34559718328243016 4.874460697174072 44654.035 0.9345425007125524 0.10176427706633083 0.3382475110091993 5.036254405975342 False 5 3800 54.85 177.6 16856.053 0.9333413329886927 0.11237403560736935 0.23783307389753688 5.296749114990234 55523.867 0.9370772490307008 0.10403423461841893 0.24237982681729348 5.412339210510254 False 5 3900 67.49 164.5 22220.654 0.9545467030097712 0.06606704209431168 0.274640703193719 9.590332984924316 71062.1 0.9545528252651313 0.0638537652050944 0.23342781299432436 9.84626579284668 False 5 4000 74.33 161.3 17869.865 0.9544569969725483 0.07611354113418915 0.24965433715117435 9.167389869689941 87854.59 0.9554059709125665 0.07281290733818385 0.21652874411942905 9.4054536819458 False 5 4100 57.86 176.4 16207.85 0.9367072183669966 0.0970229211876832 -0.012122027617898821 5.637210369110107 57713.473 0.939600691192062 0.09109860508753613 -0.022668938316886128 5.809173583984375 False 5 4200 64.66 167.9 18298.193 0.9291726029495526 0.11003418124312532 0.2373968307505967 5.4443888664245605 34031.29 0.9318092691957394 0.10339684018903368 0.21356729148775921 5.651008605957031 True 5 4300 76.94 158.1 17560.2 0.9292040108747226 0.1172486972156058 0.37511158847897 5.868803024291992 36125.54 0.9327667107685087 0.10950073653117824 0.3664617560699792 6.09621000289917 False 5 4400 58.66 169.6 17221.764 0.9234395581811328 0.12467474423759396 0.4110786645409835 4.752941608428955 27869.584 0.927878135319366 0.11395680186223828 0.3984021484605983 4.957502365112305 True 6 4500 59.75 169.8 17588.14 0.9180925465519899 0.12977181807922333 0.45160252953066543 4.396816730499268 29264.846 0.9232931227082191 0.1180627392450379 0.4341985507648297 4.626636505126953 False 6 4600 67.89 165.4 29891.166 0.945901132324939 0.08457368694017077 0.4086663760901977 8.383116722106934 47885.184 0.9471144088662181 0.07902338123478779 0.3839506310794198 8.657549858093262 False 6 4700 73.01 162.0 17992.709 0.9459531799085654 0.09688410118110016 0.30406364501014044 6.5002312660217285 73753.43 0.9468943456248733 0.09171942061463784 0.27201446562217696 6.7461256980896 False 6 4800 58.15 182.7 14979.574 0.9238881580356189 0.1255308805265837 0.38025822811439286 4.8374199867248535 46186.5 0.9279220223038743 0.11643823832547529 0.3510275603124515 5.034047603607178 False 6 4900 66.38 165.9 16094.644 0.939625232454753 0.09621532616148856 0.4128444751329253 5.481836795806885 57279.324 0.9426178427730691 0.08931630583500229 0.39101149781494404 5.740762710571289 False 6 5000 77.68 158.0 14742.496 0.9307739166279644 0.12309520120903038 0.09614358606284241 5.694413185119629 37957.64 0.9339670140806641 0.11397029096651051 0.06497056869248537 5.898797988891602 False 6 5100 54.88 162.8 16109.533 0.9372972706785329 0.10787895479804907 0.3957039576155226 4.961825847625732 48212.33 0.9405078757996328 0.10058341339637483 0.37472800838510273 5.19478178024292 False 7 5200 63.66 169.6 16603.662 0.9263637436224225 0.1159683678783331 0.45176305862616045 4.435553073883057 35561.2 0.9313496063157857 0.10539891336759549 0.43753449532204564 4.595892906188965 False 7 5300 74.12 159.1 16161.002 0.9164194575246731 0.13710495803135328 0.4754413428011215 4.303133964538574 35926.652 0.922334407272598 0.1231364590808079 0.453583212242195 4.579936981201172 False 7 5400 61.13 168.6 20235.375 0.9281990261645973 0.10721050312479526 0.42400642886009315 4.690104007720947 35274.75 0.9327008489533309 0.09594558149395731 0.40279410996581483 4.856356620788574 False 7 5500 41.97 477.4 18024.814 0.918095530251608 0.13987433702128232 0.48317711706740596 4.303510665893555 35565.8 0.9235963864888045 0.12763493584395758 0.4667230416453226 4.465445518493652 False 7 5600 59.89 204.3 18598.977 0.9211972036281871 0.12612935404862607 0.4801320677768922 4.61968994140625 32078.32 0.9262613665620844 0.1143877884075193 0.4591085515697699 4.865542888641357 False 7 5700 55.27 393.9 20488.066 0.9152107106464638 0.13417848473467509 0.49414895456388314 4.167492866516113 33346.55 0.921787188649398 0.11999345317766524 0.4728224927789594 4.410994529724121 False 7 5800 62.1 196.8 16211.44 0.9184478985249069 0.1417081595467564 0.49664229629924755 4.4212236404418945 31924.107 0.9244799962589453 0.12763489453980487 0.4758601226040783 4.695906162261963 False 8 5900 53.1 163.3 30308.967 0.9677826587594486 0.04037993879396628 0.35742559309974786 5.313971996307373 184810.06 0.9688992350126486 0.03840089644505781 0.3357558140887129 5.504707336425781 False 8 6000 54.84 567.9 15000.551 0.9314112872150757 0.11206620917507097 0.08545654497487623 5.484967231750488 33519.918 0.9347162170756947 0.10445943995276559 0.06959077058051708 5.656709671020508 False 8 6100 65.78 195.5 19231.408 0.9597364890160314 0.0581469377615442 0.35919645702538355 9.625824928283691 89056.66 0.9609848727298843 0.05453158853991682 0.3318092148250054 9.898341178894043 False 8 6200 58.94 246.9 14630.489 0.9181791869731281 0.1327458154878612 0.16550856186715235 5.386575222015381 26462.746 0.9227884044757196 0.12184079488153542 0.13904813909639824 5.569009780883789 True 8 6300 70.41 166.4 14144.462 0.9107528936088094 0.14454615778396815 0.43561806365558553 4.502139091491699 26129.074 0.9166066953820973 0.12996507915363678 0.413474919187904 4.7029709815979 True 8 6400 66.76 150.6 16730.012 0.9120402529946587 0.15086703997426254 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0.1958454629783201 6.218522548675537 33845.273 0.9328924106990323 0.12095455006205091 0.1853342118155199 6.350496292114258 False 9 7000 69.65 176.1 14325.019 0.9191299318644696 0.13880045145770126 0.16126103987135737 5.446322441101074 29851.54 0.9246438668819741 0.12569303294020057 0.15581305414825242 5.589735984802246 False 9 7100 62.14 198.7 13448.203 0.9215829919923749 0.13138998564676885 0.38248206956558145 4.869223594665527 23196.148 0.9265756071265544 0.11818593305809134 0.3583812782352015 5.064972877502441 True 9 7200 61.82 190.8 12902.485 0.9101548902096254 0.15164613539595967 0.43229225244567077 4.658018589019775 25697.906 0.9175276939329476 0.134932613578583 0.4143658508667277 4.808206081390381 False 9 7300 73.02 145.5 12717.356 0.9079109239531962 0.15527531334129904 0.4703235437390325 4.336696147918701 25529.654 0.9160355718811343 0.13772209298448113 0.4485317091442385 4.575915813446045 False 10 7400 74.28 158.4 14848.233 0.9335343589126676 0.1317148101820353 0.48023875495988505 4.595254421234131 54234.773 0.9370683025701602 0.11864268858079992 0.4557948635263985 4.894443988800049 False 10 7500 58.41 208.8 15089.917 0.9126899553980914 0.14906630988275882 0.5002726666467363 4.220759868621826 33232.03 0.9195158861536911 0.1336099396625744 0.476904318239942 4.446562767028809 False 10 7600 62.97 200.1 13224.536 0.9237376933678753 0.13454731282401552 0.4107896987185212 4.925809383392334 29469.201 0.9277733935042226 0.12291972172047003 0.39511139718914834 5.113088130950928 False 10 7700 77.72 154.2 15658.636 0.9319591634410211 0.120238617268553 0.35285322999175867 5.041308403015137 35234.016 0.9369398921826042 0.10826683370314859 0.3371202678703574 5.220607757568359 False 10 7800 48.4 156.4 12303.335 0.9241810941365426 0.1324926391470626 0.31664953415503144 5.202779293060303 25852.496 0.9296784338772188 0.11739670705461565 0.301327000205642 5.37236213684082 False 10 7900 56.39 179.4 11304.623 0.9104301749253476 0.15072581158368997 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