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 20.61 79.01 157537.27 inf -0.005539626504319409 0.18262307766168523 404.874755859375 460305.28 0.982296143814202 -0.003930801588404802 0.1746120796908261 404.1061706542969 True 0 100 29.95 66.49 39295.25 0.9825488157018019 -0.0021670408028977707 0.3894186091301982 28.005491256713867 50791.39 0.9814584770795203 -0.00023552617576351673 0.37020309959173386 28.18130874633789 True 0 200 29.76 66.19 35002.285 0.9841733179391482 -0.0066369468972739525 0.42316817830153086 23.058624267578125 52650.656 0.9829546610860432 -0.004217670557131915 0.39284890322373145 23.230045318603516 False 0 300 29.82 69.19 72660.09 0.984721747261948 -0.012074147044990114 0.4199857824105229 13.395269393920898 36771.82 0.9839193147497957 -0.012149955884530283 0.38596189227716776 13.563433647155762 True 0 400 31.48 63.29 106218.76 0.977521108310663 0.006345894966654132 -0.44470210274270716 16.415407180786133 33741.99 0.9774360634223683 0.004409915195276104 -0.4415484996740442 16.55647087097168 True 0 500 30.32 65.25 50754.66 0.9855695718317402 -0.008542633645279506 0.41347363931902165 7.799629211425781 115026.57 0.9844685152619347 -0.005788271268663746 0.37419710733990375 7.995304107666016 False 1 600 36.17 65.78 25975.652 0.9760291674488945 0.014700737717660454 -0.36712393799219556 5.311321258544922 30165.129 0.9762505474307281 0.010686062928209549 -0.3912463646099895 5.402570724487305 True 1 700 30.95 88.54 29960.074 0.978157277911204 0.001954110128324277 -0.05742695934517388 8.01590347290039 32087.176 0.9773030063433411 0.0031112694478985345 -0.10428536857210402 8.169882774353027 False 1 800 29.39 62.5 32780.17 0.9735179088560558 0.020893853224816832 -0.41565007068750215 6.221237659454346 35887.61 0.9735045612387797 0.019296962244875537 -0.40028677694216386 6.323783874511719 False 1 900 29.18 62.7 69202.53 0.9855634565517493 -0.013345694941345757 0.4123378322673332 10.50387191772461 34577.527 0.9849406970708864 -0.01414068705689845 0.369968065456937 10.710471153259277 False 1 1000 29.33 62.48 358257.2 0.9762657832245639 0.010347424862386306 0.40369785786243295 9.25102424621582 53188.438 0.9760637405286011 0.008616686136647206 0.3526669766152349 9.450060844421387 False 2 1100 29.0 62.5 132436.4 0.9774508884383961 0.006065813516978232 0.1551133926632921 12.313011169433594 36092.875 0.9773680807097468 0.004178528702410816 0.14332178636713194 12.430732727050781 False 2 1200 29.3 62.55 126107.15 0.9786598781150663 0.001654230097461914 -0.3737639398878098 10.814130783081055 36944.723 0.9784780794264917 9.770325523529661e-05 -0.38243733469265295 10.94601058959961 False 2 1300 29.22 62.11 73471.43 0.9771624890960514 0.006037730913663218 0.35704165983666947 13.563072204589844 32238.543 0.9770484622035427 0.004099919308778539 0.29132510528696853 13.69975757598877 False 2 1400 29.42 62.52 39997.85 0.9803566857556 -0.009920557477869223 0.38789365511738416 11.757434844970703 37254.215 0.9794076052262776 -0.0077702608605139025 0.33187197501164567 11.892951011657715 False 2 1500 29.77 62.42 41681.33 0.9752514315164894 0.020350419332763953 -0.40586061248996474 4.992461204528809 31276.64 0.9747502615430932 0.016372383835214444 -0.404920706251249 5.060744285583496 False 3 1600 29.23 63.34 41412.914 0.9792525582271686 -0.0062785061943261234 0.3431262761410829 6.430596351623535 31962.865 0.9786304947037084 -0.007664205776171038 0.28055687794767575 6.599127769470215 False 3 1700 29.67 62.5 96042.83 0.9797574655587732 -0.00021188999770352767 0.2058556867325423 4.511960983276367 34984.305 0.9796273529761923 -0.0021828369629316047 0.13575438414919858 4.657467842102051 False 3 1800 29.5 62.48 34809.434 0.9833955618353502 -0.0036340823428462616 0.1987519591940517 4.560554027557373 53254.38 0.9827777528898505 -0.002922791388136432 0.12311311617562677 4.735760688781738 False 3 1900 29.4 62.62 20179.664 0.9764843975671962 0.009868290275662278 -0.2564923225518778 5.024252414703369 33722.56 0.9761758272042548 0.009056965521697304 -0.2707007313402914 5.0888166427612305 False 3 2000 29.57 62.01 20703.945 0.9800518184742012 -0.003318460412904253 0.3645240614815729 5.049996852874756 34177.246 0.9794419695753492 -0.0025171237750825567 0.3021930545529426 5.1949639320373535 False 4 2100 28.83 62.44 30610.066 0.9810095789186505 -0.007583345266068992 0.3892854078878765 5.174617290496826 31763.592 0.980502038330603 -0.009700500481144786 0.3372550397336596 5.348507404327393 False 4 2200 29.23 62.39 20040.664 0.9810758610716352 -0.0017897416185657128 0.3124744243186693 4.342928886413574 37774.64 0.9805920977813815 -0.0012419186163714182 0.248569919289827 4.470342636108398 False 4 2300 29.42 62.51 26423.639 0.9750614595087103 0.013267647240493202 -0.025771647352011037 4.801338195800781 29431.592 0.9755771911939364 0.008726154977066808 -0.09027067232668176 4.923698425292969 True 4 2400 29.64 62.09 19134.887 0.9745114919888477 0.018138436646325657 -0.3322743016870057 5.270183086395264 32463.629 0.974669509647019 0.016107804635170666 -0.3440569532204339 5.379522323608398 False 4 2500 29.47 62.39 19212.66 0.97516987230103 0.01664398113891785 0.28454532689513823 5.798361301422119 30461.936 0.9750293363509644 0.015613633092410876 0.2261529025543233 5.933727741241455 False 4 2600 29.21 62.16 19626.041 0.9849841120526704 -0.007121740598169064 0.3881782234813476 4.83890962600708 37665.215 0.9842261943378927 -0.004669964209136326 0.3381966536296454 5.04854679107666 False 5 2700 29.11 62.12 58123.094 0.9779268375526541 0.004352103427471616 0.31144176003285867 9.589766502380371 32352.82 0.9778158920446394 0.0021261681962763262 0.24637402495896335 9.739232063293457 False 5 2800 29.23 62.54 21897.078 0.9823780578597086 -0.00013216452006946006 0.21877151844899717 5.823355197906494 47432.707 0.9821083265376472 2.0703889714049378e-05 0.1571986872114874 5.953241348266602 False 5 2900 29.43 62.26 18314.744 0.9769392543672176 0.00914003203759241 0.1751001492187531 5.2173967361450195 34587.96 0.9766918033547066 0.008329982014892297 0.10834825256130984 5.33573579788208 False 5 3000 29.03 62.65 20520.947 0.9808925290914529 0.005330591166029818 -0.13043492981482216 5.496838092803955 56888.734 0.9808480314431407 0.004767405123781208 -0.18586333568904903 5.641785144805908 False 5 3100 29.11 62.47 17101.072 0.980141241740644 0.005325443065128364 -0.09077590020424178 6.712539196014404 43590.367 0.9799640866863245 0.004806973797507418 -0.1600227012607984 6.863789081573486 False 6 3200 28.69 63.26 16642.225 0.9777217024284846 0.008135074986743668 -0.2626955941024565 5.946971893310547 38592.7 0.9776593310190566 0.007144982117922647 -0.27632021121568257 6.040460109710693 False 6 3300 29.06 62.53 15598.941 0.9692755975348666 0.03971914671888659 -0.3654481477221651 5.728840351104736 27035.62 0.9707477788629241 0.03192278407772322 -0.37413935196203607 5.851553440093994 True 6 3400 28.99 62.75 16150.129 0.9736224422438408 0.024025465707492824 0.12506328000197417 4.631883144378662 28390.836 0.9743234968355621 0.01935985133805238 0.06253736678309188 4.787282943725586 False 6 3500 29.47 62.88 21606.11 0.9696710789270131 0.03552727890758154 -0.1976211490921414 5.16644811630249 25171.33 0.9708096533978205 0.0291477774639054 -0.24111453385101897 5.320930004119873 True 6 3600 29.97 62.66 68839.32 0.9810663032372134 0.00015339175490951547 0.363703084024953 4.480316162109375 35484.633 0.9815058624763663 -0.0028857231137196 0.3114520383004387 4.788926601409912 False 7 3700 29.38 63.14 17226.71 0.9742714633391378 0.01843021183479599 0.04870402035724602 7.6867899894714355 30068.826 0.9746958009167486 0.012795280784415813 0.0026710560803069527 7.776529312133789 False 7 3800 29.5 62.52 18224.434 0.9764167421634576 0.009146833359911396 0.30675104294380756 7.186244010925293 31360.896 0.9761232350563737 0.00912619230833053 0.2454509475640333 7.309201717376709 False 7 3900 29.04 62.49 32902.887 0.9721397518669798 0.022950220199526798 -0.28373682022688573 5.331070423126221 26533.297 0.9728958725346266 0.01745449731284155 -0.2986451362548523 5.453047275543213 False 7 4000 29.88 62.85 25330.7 0.9807111034280768 0.006418739159712669 0.26923643778297485 4.960273742675781 36091.188 0.9807855245160894 0.005744904530564243 0.21003606282258624 5.1856303215026855 False 7 4100 29.95 62.76 21494.531 0.96964441199644 0.036343292192512255 -0.3688277691510971 5.9212493896484375 24869.225 0.9712938534079562 0.029328115407277443 -0.3991776158133933 6.086241722106934 True 8 4200 29.92 62.99 21009.379 0.9691343991087872 0.03900317518506241 -0.27751977657707205 5.172799110412598 22480.637 0.9707000002360399 0.033092506715845904 -0.32028613610952833 5.291163444519043 True 8 4300 30.01 62.93 21055.55 0.968801478988427 0.040023375766902146 -0.26854714760475124 5.155606746673584 23261.398 0.9704194928970813 0.0335312372713946 -0.31662386317321484 5.285921573638916 False 8 4400 29.35 62.63 17280.572 0.9718724961018073 0.030465713900119543 0.17744084754273118 5.7639689445495605 25202.56 0.9725344865326903 0.026865009830075115 0.10579155517898695 5.9135236740112305 False 8 4500 29.22 62.66 14218.012 0.9770767982122937 0.016393770974188884 0.030177289322358438 5.053165912628174 34537.65 0.9773161319281195 0.014715318067352923 -0.030766599807309728 5.177192211151123 False 8 4600 29.19 62.63 17728.258 0.9748187890911679 0.023685290284674677 0.10219606885714214 6.333415508270264 27907.928 0.975613124126605 0.0202787993687956 0.04087791095443118 6.49357271194458 False 9 4700 29.21 62.89 13779.819 0.9681389214946616 0.04117200662707724 -0.2792749120562151 5.280407905578613 16087.159 0.9692371296982365 0.03757925506823776 -0.3028129086285959 5.403426647186279 True 9 4800 29.88 62.6 15422.074 0.9687418414606904 0.0428452930889309 0.04860777122859954 4.72590970993042 19091.736 0.9698001420738912 0.038885346299901355 -0.00022456962900722606 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7.710705757141113 False 11 5900 29.47 62.82 40674.54 inf 0.024849239228178704 0.11961892062000172 6.523517608642578 17146.0 inf 0.02371081115419802 0.04494955499785026 6.673000335693359 False 11 6000 29.66 62.5 12638.635 0.9702597016780696 0.04079436143695973 0.25956465437757215 6.086699485778809 16979.324 0.9703681263972916 0.03894769082267641 0.18016719110604262 6.231288909912109 False 11 6100 29.46 62.97 11765.988 0.9657677953497623 0.053509756860534725 -0.18596066408778986 5.703248977661133 14488.465 0.9661560369994493 0.049601667140247996 -0.2011978900745282 5.822474002838135 True 11 6200 30.33 62.6 12461.223 0.9676463993076012 0.040497262299148656 -0.20214850033664183 5.318542957305908 16337.71 0.968142030337386 0.03644972429377444 -0.2127935821435798 5.43513822555542 False 12 6300 29.01 62.61 16919.812 0.9663543217232642 0.043910538470949015 -0.1640790346185739 5.145890235900879 14288.92 0.966529710936834 0.041258983306878626 -0.19335252524098254 5.2790422439575195 True 12 6400 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28.37 62.03 13877.461 0.9628900792474216 0.05620579656129598 0.28447544634051813 4.3660054206848145 12620.9375 0.9635025801064291 0.05224868601287937 0.21943988152955074 4.498469829559326 True 13 7000 29.22 62.51 9982.432 0.9662475880728028 0.050466088978338895 0.3525734049137116 4.304962158203125 16158.91 0.9671865014727732 0.04597886667275933 0.2942379346595826 4.459499835968018 False 13 7100 28.68 62.44 10514.267 0.9632842993989642 0.05173106874685314 0.24396318552206175 4.553822040557861 15915.951 0.9645199958297173 0.046068372188669625 0.1823265757674791 4.7004804611206055 False 13 7200 28.94 62.44 10849.767 0.9558820630120446 0.0690987079411886 0.38597973982158373 4.096287727355957 12700.556 0.9581839031488951 0.06188266326355459 0.34676544714006363 4.217774391174316 False 13 7300 29.07 62.38 13529.161 0.9630927972909692 0.05805965820431631 0.4038327275031618 4.336488246917725 14740.5625 0.9640445943438034 0.052264899411603304 0.37017332407818837 4.444498062133789 False 14 7400 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