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 2.331 21.63 115760.52 0.976598347802012 0.012581338694650798 0.47661997052320343 51.856117248535156 54851.703 0.9762510383083104 0.015699730670348244 0.5507681782758788 52.162960052490234 True 0 100 9.979 17.91 42420.902 0.9787127324582942 0.016835932228083723 -0.4669287751476621 21.21045684814453 9894.002 0.9798749741029864 0.014532350183713209 -0.5709291499565228 20.1665096282959 True 0 200 9.665 17.24 24119.281 0.9701011095170466 0.03767334854116083 -0.47523345907639314 16.70245361328125 7729.3306 0.969725110495526 0.04186906871039201 -0.5701281393671108 15.744656562805176 True 0 300 9.989 16.44 24989.436 0.9685331145794286 0.042675615103224006 -0.4504179387283047 6.222660064697266 9052.5625 0.9678057728560445 0.047195749390040787 -0.5511960419371364 5.73872184753418 False 0 400 10.08 17.78 21286.648 0.96614749306659 0.045072078182396995 -0.3552592524755601 10.115135192871094 7892.513 0.9656370006453625 0.04867278194240068 -0.46227403404875295 9.326737403869629 True 1 500 11.11 16.46 14188.465 0.9607377377853776 0.04317405100445504 -0.5131871336203221 6.349743366241455 7814.435 0.9603142042810355 0.044956099518905716 -0.6032337518874752 5.830028057098389 True 1 600 10.02 18.96 12250.598 0.9603969476028381 0.060051434608634276 -0.4450596752641637 6.400165557861328 6536.2915 0.9613628004569673 0.06111348141475782 -0.541737780824999 5.920515060424805 True 1 700 9.992 16.78 28389.988 0.9753374107659892 0.025700833589406547 -0.41135167124672506 6.341390609741211 12601.416 0.9772494077184902 0.02175623917167187 -0.5144333383583746 5.948730945587158 False 1 800 10.37 17.06 11793.526 0.9596164616253849 0.06645554763973881 -0.467673978738201 8.26044750213623 6582.721 0.9606345772631956 0.06785268539947864 -0.5597748804078319 7.665498733520508 False 1 900 9.556 16.22 12744.469 0.9659366678219445 0.0442703258129848 -0.4798416124992221 7.75977897644043 7036.669 0.967900432215732 0.040747926631022016 -0.5761561683240212 7.294625282287598 False 2 1000 9.65 16.68 10125.87 0.9539500991556256 0.07499614719675478 -0.17205925868806682 6.252954483032227 6410.0825 0.9548824328782418 0.07675747392618101 -0.2946101961877235 5.679654598236084 True 2 1100 10.07 16.55 9742.838 0.953325306547776 0.07803337748695766 -0.46200884396126557 6.766209125518799 6296.506 0.9539946793354418 0.07924865637183301 -0.5697278791959689 6.437760829925537 True 2 1200 9.985 16.43 10563.736 0.9621084761625158 0.057780436538205866 0.1784020954008592 6.983924388885498 6537.663 0.9643917772999483 0.05509110477851035 0.16056728891246194 6.323118686676025 False 2 1300 9.551 16.15 9504.068 0.954051605345714 0.08251090006168114 -0.3482076409667088 7.877477169036865 6223.6816 0.9551652352229758 0.08294694743101624 -0.4677321207549592 7.248993873596191 False 2 1400 9.856 16.82 10226.512 0.9569606043556882 0.06831082961953933 -0.3256576913581437 6.195891380310059 6109.65 0.9593648464175872 0.065500410548973 -0.472679394271082 5.75565242767334 True 3 1500 11.44 17.47 8907.661 0.9452682428211754 0.09161530996892421 0.12688524125285527 5.626491546630859 5950.069 0.9466038097245867 0.09046035961381327 0.16008144940462463 5.0541672706604 True 3 1600 9.902 16.24 8457.456 0.9452990810614353 0.10238233271525292 0.35242553487895883 5.557045936584473 5821.9336 0.9473360397777517 0.09962720794520773 0.4348414330059644 4.921161651611328 True 3 1700 9.856 17.29 10872.79 0.9549285233447851 0.07101874529754812 0.46181344569345756 4.924335956573486 6152.3486 0.957796764118027 0.06708768245954724 0.539298425493661 4.256356716156006 False 3 1800 9.594 16.36 9670.159 0.947762748026158 0.08539367322483118 0.4189682937791986 5.035762310028076 6138.804 0.9497991065175955 0.08238814210235251 0.4875244909548829 4.399057865142822 False 3 1900 9.413 16.8 8719.434 0.9480540807379555 0.10195951040793601 0.34029173663485923 5.421259880065918 5784.554 0.9509783610581004 0.09693845654422105 0.39704933670004744 4.819798946380615 True 4 2000 9.914 16.24 8619.443 0.9439932241026093 0.1043671883267456 -0.18670742468771218 6.099022388458252 5572.074 0.9464494599735476 0.10034973887261961 -0.31644098915098534 5.544209003448486 True 4 2100 9.909 16.29 8046.3022 0.9376893928518122 0.11071641576827052 0.4237116990544436 4.903350353240967 5628.5195 0.9408031698681064 0.10456238188768148 0.5210907337977818 4.212731838226318 True 4 2200 10.04 21.92 9751.911 0.9418613612200077 0.10588105254705125 0.45650703249287017 4.740778923034668 5791.961 0.9441938771679793 0.10165636900596174 0.5287108889116979 4.045295715332031 False 4 2300 9.674 17.73 8627.495 0.9426221399735571 0.1128702694036297 0.42147077545986644 5.339114189147949 5527.626 0.9458732835585506 0.10748921398834992 0.4960111070846855 4.640197277069092 True 4 2400 10.03 17.89 9359.685 0.9362071101861713 0.10538583353510138 0.4634741920090023 4.814948081970215 5497.035 0.9393340469573258 0.10234246859046825 0.5373193798321393 4.157145977020264 True 5 2500 10.09 16.47 9257.014 0.9337126159094715 0.11761648189475898 0.4516296360621139 4.669717311859131 5391.8325 0.9364276173688119 0.11331498949913063 0.5291861151042178 3.957490921020508 True 5 2600 9.99 16.67 12810.193 0.9677406761915847 0.042906368073128996 0.4627514376041726 4.612586975097656 7270.764 0.9716128594905848 0.03516275399210965 0.522421738732791 3.927032470703125 False 5 2700 9.568 16.54 8723.872 0.9394506173053266 0.11204620926000067 0.4775906986649939 4.518057823181152 5351.5454 0.9441084984020349 0.10568071889533301 0.5474350194936716 3.7935101985931396 True 5 2800 9.958 16.68 8528.668 0.9325815564393263 0.12109789872818859 0.45856526638758927 4.664206027984619 5140.9624 0.9368619318786017 0.11517227194747118 0.5322704420181416 3.9739723205566406 True 5 2900 10.04 16.02 7907.5894 0.9425727839440665 0.12521183941679323 0.45932762967694196 5.0312886238098145 5376.3555 0.9463744224584512 0.1183365373462327 0.5442459555297925 4.313791275024414 False 6 3000 9.337 16.66 9302.016 0.9527662438899973 0.0771420738247541 0.4860285570829613 4.469007968902588 5936.7534 0.9567261705898703 0.07084946078428647 0.5514572350262118 3.715620517730713 False 6 3100 9.18 16.29 8075.044 0.9365658206614479 0.11368464188977195 0.47772026454139244 4.432775974273682 5270.799 0.9408701485490365 0.10847540776182779 0.5459303358157129 3.6986241340637207 False 6 3200 9.062 16.42 10767.013 0.9398715282589057 0.08226451342924918 0.4940119023110418 4.815715789794922 6443.2114 0.9425092603866322 0.07813495759714272 0.5523426672997013 4.069029808044434 False 6 3300 8.857 16.49 9679.936 0.9279510209688108 0.11125647244983965 0.48251698525267744 4.416961193084717 5427.1304 0.9329202627227409 0.10388031478270802 0.5439081031315208 3.6899499893188477 False 6 3400 9.425 16.42 7305.082 0.9403672564987822 0.12160935962507238 0.4873617806009456 4.906257152557373 5332.8105 0.9449309329915991 0.1139741680609146 0.5497921545178386 4.181053161621094 False 7 3500 9.519 16.55 8966.859 0.9442875953190869 0.11087084370372023 0.4819918266973953 5.221864223480225 5364.973 0.9483643087256832 0.10326688673751876 0.5478474644980253 4.501497268676758 False 7 3600 9.24 16.53 8059.2207 0.9268328155786206 0.13260461243646385 0.48364051671180647 4.441619396209717 4995.217 0.9323839752951131 0.12351171955197682 0.5500295999307504 3.7116401195526123 True 7 3700 9.777 17.27 11363.752 0.9301178101768668 0.12414120555640341 0.48752640014699855 4.376170635223389 5650.16 0.9342817791659819 0.11722407084815535 0.5503380877816431 3.6273951530456543 False 7 3800 9.464 16.8 9279.276 0.9311215065462449 0.12221142163917771 0.47390760364991014 5.31400728225708 6360.499 0.9345791546017391 0.11568186168364407 0.5460342414435803 4.56325626373291 False 7 3900 9.663 22.26 10934.744 0.9411810999361689 0.0832445875799295 0.4072567902731283 5.497012138366699 6454.571 0.9444460307626106 0.08003876916480542 0.47243928651689254 4.8354291915893555 False 8 4000 9.605 16.89 7272.012 0.933682204477937 0.1297556847310449 0.48239162242290134 5.211310863494873 5102.687 0.9391528582442126 0.11902825833699687 0.5528051307940963 4.468593120574951 False 8 4100 9.595 16.68 7776.0127 0.9284887912571765 0.13337203658691094 0.4809061176246773 4.4346537590026855 4931.6187 0.9359639741650779 0.11911588195714763 0.5590652653135582 3.6686899662017822 True 8 4200 9.972 16.34 8770.333 0.9369365417086868 0.13055224797605672 0.4680018140108442 4.667904376983643 5000.8315 0.9427246494021657 0.11951154754807264 0.5419402565090837 3.9430975914001465 False 8 4300 9.624 16.66 9746.023 0.9327318054784108 0.12078482169423195 0.47944751425118093 4.670748233795166 4996.723 0.9387418611050082 0.10973633456278785 0.5375337732051433 3.9452176094055176 False 8 4400 9.61 16.29 7421.5806 0.9253373607773434 0.1327521612880545 0.47726075462847556 4.414062976837158 4927.2583 0.9327546951438367 0.1190949132407425 0.5466323072546063 3.6121864318847656 True 9 4500 9.962 16.33 10348.16 0.9539020462063881 0.08568607539676613 0.5084153584374647 4.314499855041504 6012.7593 0.957748357773445 0.07591616420147464 0.5756187341444702 3.5751430988311768 False 9 4600 9.694 16.19 8003.7666 0.9304580734642587 0.12268717437829443 0.4873063463913671 4.442788124084473 5060.323 0.937355133010046 0.10878498860589245 0.5633625809300176 3.690995454788208 False 9 4700 9.165 16.42 7568.525 0.9197691210287047 0.14057984365526752 0.49448041607906035 4.324149131774902 4899.2886 0.9276089612620572 0.12569647555258848 0.5625023046557874 3.5324409008026123 True 9 4800 9.998 16.1 7744.766 0.9207876632746824 0.14125526058204135 0.5055769090173585 4.2612833976745605 4792.621 0.9291227454758029 0.1245740212212314 0.5696221226264192 3.4902291297912598 True 9 4900 9.617 16.41 8371.498 0.933258774392135 0.11897912248231747 0.4924724634441995 4.485586166381836 5133.935 0.9398587909496238 0.10610909325414757 0.5650314918144266 3.7777156829833984 False 10 5000 9.593 16.01 8287.949 0.9204575519727188 0.14446208863793775 0.5023542823297669 4.244596481323242 4805.2095 0.9275722409923424 0.13141452939731166 0.5706853201656498 3.4634804725646973 False 10 5100 9.288 16.58 7771.854 0.9301737577034539 0.15676405354253506 0.5169434613404622 4.524240493774414 4856.743 0.9363083056218678 0.14081757399666284 0.5767859831246771 3.80973744392395 False 10 5200 9.663 17.72 11829.48 0.9300692450141143 0.10687136054149791 0.5166135299536038 4.274883270263672 6194.4365 0.9365065755175622 0.09391266847961242 0.5851176601549576 3.5386221408843994 False 10 5300 9.431 16.75 7681.358 0.9246653124201053 0.14026351457274422 0.5153875618481003 4.404695987701416 4952.024 0.9323985267919958 0.12420314272691627 0.5817376827100156 3.672245979309082 False 10 5400 9.547 22.07 7690.6035 0.9254404713508039 0.14386614951835425 0.5156153260693133 4.349664211273193 4743.173 0.9337123777475629 0.12943516493295593 0.5797490027622011 3.632746934890747 True 11 5500 10.01 16.67 7098.1865 0.9171360371196267 0.15651719820658153 0.5054208285815885 4.335451602935791 4764.467 0.9263758481469705 0.13866733671530768 0.5773425854294678 3.5602035522460938 False 11 5600 9.637 17.58 7162.017 0.9092164452280803 0.1625967104799315 0.5143469710460824 4.216765403747559 4755.561 0.919146442157373 0.14302767453237608 0.5800535036734417 3.4340662956237793 True 11 5700 10.04 16.44 6957.2207 0.9090533692725417 0.16612144544765828 0.5213843970734562 4.283341884613037 4498.538 0.919980109177095 0.14556765840644884 0.578020974834311 3.549889087677002 True 11 5800 9.927 16.87 7268.6533 0.9430414321570166 0.11563061369540079 0.5149265999826199 4.735846996307373 5622.161 0.9480257356438796 0.10375948391212715 0.5775670550330786 3.9973137378692627 False 12 5900 9.683 16.33 6434.124 0.9350370343029536 0.13235144005237656 0.5049223213344143 4.5344672203063965 5254.359 0.9415738037208963 0.11851155381403185 0.560476952165481 3.8370676040649414 False 12 6000 9.514 16.13 6743.729 0.9228088311149458 0.14768570231072334 0.5058398612034587 4.334681034088135 4892.186 0.9316119517517513 0.1309573376526962 0.5692132629531846 3.6270432472229004 False 12 6100 9.61 16.37 8158.287 0.9331372255783565 0.1264561109052541 0.5094965549698554 4.285979747772217 5269.3594 0.9409990096333997 0.10943798079979189 0.5718340963803222 3.550666093826294 False 12 6200 9.532 16.6 7621.793 0.9167728067206202 0.15365750187065613 0.5174748550493132 4.230867385864258 4840.9507 0.9259252189290436 0.13724792429827573 0.5778119546061498 3.495187520980835 False 12 6300 9.552 17.69 7185.9478 0.91240164980364 0.156790729650911 0.5193537420897328 4.150102138519287 4717.8027 0.9235780533444012 0.13768833834258049 0.5784957463544479 3.414128303527832 False 13 6400 9.394 17.31 8445.64 0.9144070130929355 0.13992752865286445 0.5001467882692597 5.271554470062256 5623.83 0.9245882119500562 0.12352122310167252 0.5570857228950844 4.583953857421875 False 13 6500 9.533 16.53 7313.3804 0.9138878920844699 0.15435385139295438 0.5070817363824129 4.2374396324157715 5119.1606 0.9232773961413109 0.13628397255091593 0.5532191405788088 3.573483943939209 False 13 6600 9.527 16.43 8100.4385 0.9121373714872738 0.16026641723143958 0.5100537162641335 4.328402996063232 5002.964 0.9220488007272138 0.142944583752015 0.5679232271529127 3.642458438873291 False 13 6700 9.178 16.67 6951.4243 0.9066306219605548 0.16544680562337233 0.522156634669386 4.130035877227783 4741.2627 0.9178636476236778 0.14591592307508522 0.5802296441638894 3.4013941287994385 False 13 6800 9.468 16.33 6031.147 0.9169549890610142 0.16595519782624715 0.5239023278644405 4.296174049377441 4815.1606 0.9264055652239197 0.1458250869544361 0.5817442209219139 3.565469264984131 False 14 6900 9.431 16.89 6197.827 0.9169115711556414 0.1594168632169988 0.529501680893427 4.214629173278809 4707.637 0.9274960354606231 0.1396884570395693 0.5836563508936032 3.4924683570861816 False 14 7000 10.23 16.03 6776.361 0.9100484436442156 0.1544407253855616 0.5265891454961396 4.225047588348389 4779.339 0.9215989814943353 0.13364240763573434 0.5744378813020937 3.5385890007019043 False 14 7100 9.657 16.68 6322.366 0.9133859185567056 0.16355436644520663 0.5233967691183886 4.139642238616943 4724.8975 0.9251899295324052 0.1407369861219884 0.5785270790856961 3.4345977306365967 False 14 7200 9.85 16.75 7016.336 0.9193508221077661 0.14905237832288756 0.5245950621665252 4.164312362670898 4889.3237 0.9278600960551814 0.1331454212653245 0.5839080023877217 3.4513282775878906 False 14 7300 9.639 17.94 6862.646 0.9144444474359787 0.1635695630056359 0.520985180978045 4.164923191070557 4789.786 0.9244726979652638 0.14519125443583014 0.5775448907451554 3.4527316093444824 False 15 7400 9.439 16.51 7605.5347 0.9158287154039153 0.1616071645176109 0.5129007541613383 4.185079574584961 4797.23 0.9273794424995788 0.1378626067832776 0.5714858951827904 3.4558303356170654 False 15 7500 10.01 16.92 5906.0 0.9047125955366636 0.17775547977914158 0.5297287389211298 4.107270240783691 4656.263 0.9175014194266 0.15197363135287806 0.5864566764786501 3.3980584144592285 False 15 7600 9.467 16.34 6031.1406 0.9169083541423735 0.17722854254530776 0.5342722616097313 4.692073822021484 4779.849 0.9271695382684331 0.1527795087598145 0.5845373488947152 3.964670419692993 False 15 7700 9.542 16.51 6406.809 0.9090498860776807 0.1714072363557115 0.5323396759761532 4.112390041351318 4623.021 0.9216837017513444 0.14460924462280347 0.5889878148016685 3.4077353477478027 False 15 7800 9.528 16.72 5955.8604 0.8969437511606108 0.1818566960116797 0.5388256838385239 4.039320945739746 4483.1626 0.9111988807241084 0.15338936910207135 0.5908074603292452 3.3552916049957275 True 16 7900 10.51 16.0 6997.1787 0.9010323345777378 0.17874849238955967 0.5381731153793226 4.058509349822998 4670.1733 0.9146115645976074 0.1512445632605355 0.5832156930158418 3.412539482116699 False 16 8000 9.387 16.37 9975.155 0.9051257029554455 0.1810420941494187 0.5288932385861387 4.327821254730225 4581.4243 0.9187070247148997 0.15212148606028916 0.5840070759622241 3.605592966079712 False 16 8100 9.693 16.67 7655.0737 0.9078619446818615 0.15592415935000042 0.5121466839794064 4.206501483917236 4690.5244 0.9212459628556753 0.13148738338713356 0.5722459841158813 3.481410264968872 False 16 8200 9.537 19.14 8348.909 0.899554173169092 0.17279920214959618 0.522276036012541 4.139101505279541 4560.311 0.9127364562492528 0.1495248620666643 0.5840252401556129 3.3992159366607666 False 16 8300 9.447 16.2 7505.0254 0.9074720008300752 0.16833124466061994 0.5274978347731287 4.136881351470947 4785.044 0.9198139369801488 0.14483646197984354 0.5850647328704488 3.422329902648926 False 17 8400 9.361 17.21 6632.169 0.9136264509394949 0.17752220434492683 0.5287342425922932 4.794345855712891 4587.7837 0.9259447496086052 0.15040615773629876 0.5829342778196284 4.044219493865967 False 17 8500 9.492 16.37 6389.1753 0.8986505431809636 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0.1380495086285117 0.6023420553564567 4.6804680824279785 False 33 16600 9.372 18.33 6674.283 0.8955431951598024 0.20653800795116511 0.5591027070082858 4.402403354644775 4508.824 0.9158136993377339 0.15731717525612135 0.607993469841695 3.6517059803009033 False 34 16700 9.524 16.8 4658.56 0.8931812241017341 0.21756862784458605 0.5620270954146187 4.1175537109375 4462.8774 0.914431391036252 0.16739148990627672 0.609599807707928 3.415860891342163 False 34 16800 9.691 16.5 6335.94 0.8757093651639776 0.22756551841445385 0.5611723689346013 3.8972997665405273 4210.2656 0.9026885340009142 0.17019120796007736 0.6113298031868312 3.2324776649475098 False 34 16900 9.581 16.83 5744.255 0.8782949780480116 0.23643727320795943 0.5654199274829204 4.001404285430908 4310.9536 0.9048921894215677 0.17716980042055602 0.6143316303132759 3.2919349670410156 False 34 17000 9.662 17.18 5565.9053 0.8756869622890587 0.23154649118189174 0.5683923286396395 3.8637781143188477 4254.818 0.9053114646689955 0.1681091328350234 0.6190476336981034 3.1704776287078857 False 34 17100 9.796 16.17 9387.428 0.8781300300388143 0.18341676238702814 0.5740030811148132 4.102906227111816 5178.816 0.908444399974123 0.1260371166651638 0.6057786958143899 3.6675055027008057 False 35 17200 9.26 16.47 6588.0444 0.8753856902696564 0.22630111626005436 0.5707127403983324 3.9564385414123535 4148.586 0.9033243492604724 0.1682683135885603 0.6133516949348055 3.3386480808258057 True 35 17300 10.47 16.38 6397.6685 0.8665306711194568 0.23796286981799994 0.5693411843630223 3.84102463722229 4093.594 0.8970112332488442 0.17714289637111982 0.6142137598163631 3.199648380279541 True 35 17400 9.978 17.3 5885.6978 0.8743568012237081 0.23647200307298208 0.5700812001259952 3.9141159057617188 4129.5547 0.9034378641759511 0.17517396853942638 0.6179165752058354 3.2696542739868164 False 35 17500 9.633 16.42 5607.602 0.8658990988146057 0.24389016913486383 0.5716537906884487 3.838953733444214 4120.024 0.8990666267297569 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