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 5.771 312.7 197807.0 0.9728925349522138 0.012415705302335876 -0.393497697887251 295.11761474609375 75652.35 0.9786213928878694 0.004479978523312941 -0.43741705695598754 300.28997802734375 True 0 100 12.25 19.49 23759.957 0.9766203933312076 0.010366621217787104 -0.3766822836139061 30.212541580200195 70481.93 0.9776019906207778 0.015346276215816112 -0.42006394259086693 28.85504150390625 True 0 200 9.94 18.5 24588.783 0.9602054513950063 0.05602617320663746 -0.36793366927268023 15.525748252868652 34376.86 0.9674461269986161 0.044988000892791494 -0.41244072643902935 14.727387428283691 True 0 300 9.883 18.36 22115.293 0.9785283768233529 0.008619892061556054 -0.254793034470215 26.163551330566406 82931.47 0.9789111365932196 0.014812393712622936 -0.3231169861311682 24.930662155151367 False 0 400 9.432 18.58 26152.436 0.9663373286256302 0.04028955488354099 -0.3413305485083466 24.372617721557617 47545.484 0.9722595545141361 0.030136656697146935 -0.38836878121876933 23.2133846282959 False 0 500 9.592 18.45 34206.0 0.9649877506908255 0.040665753332868114 -0.3609140835722861 9.952828407287598 42179.195 0.9718947292338855 0.030253061666695065 -0.40690537800258353 9.729437828063965 False 1 600 11.22 18.38 25146.578 0.978911046369449 0.0009610392469422122 -0.22063336571994163 25.06561279296875 76228.11 0.9795920923806133 0.008341302564062448 -0.2886715940227545 23.859882354736328 False 1 700 9.58 18.49 23502.963 0.9707953737486166 0.03104234983037178 -0.1978260049450549 26.990297317504883 53578.73 0.9752984838515781 0.021900067844649467 -0.26314201021385936 25.72903823852539 False 1 800 8.863 18.3 26359.809 0.971328089184111 0.016817750068221574 0.3321232354160187 23.654666900634766 53884.293 0.9762577985545611 0.008478213369871725 0.33703996068600817 22.48784065246582 False 1 900 9.576 18.36 21400.47 0.9715718090122394 0.03228912049771313 0.30796970273510804 23.358312606811523 55979.965 0.9754013435890746 0.02934472836790114 0.3090123486359005 22.194265365600586 False 1 1000 9.672 18.37 32424.297 0.9629368619596501 0.04490184960886878 -0.3567765377521844 8.913041114807129 37062.176 0.9702502663781354 0.03458426552649632 -0.40061173211147716 9.689964294433594 False 1 1100 9.384 18.42 24948.059 0.9698672374255549 0.02504979005838161 0.2631050352951028 16.91160011291504 47461.812 0.9756933924392259 0.015039405585194145 0.2573783232741513 15.993273735046387 False 2 1200 9.463 18.31 17291.031 0.9656415311080252 0.05151382388674117 -0.346898653643931 6.037278652191162 48464.36 0.9700277476602269 0.04799181202667213 -0.38526316973592756 6.17094087600708 False 2 1300 8.995 18.26 25045.883 0.9785055236959721 0.010773809789406228 0.344239096512242 14.01075553894043 78585.32 0.9791225615266169 0.017097003001471236 0.3623818330777065 13.175427436828613 False 2 1400 9.556 18.44 19680.479 0.9636235626121229 0.04434060621408961 -0.21792704793033338 6.4507341384887695 31654.875 0.9701452307815582 0.03536913358819059 -0.2729561690152397 7.0249223709106445 True 2 1500 9.924 18.24 28130.508 0.9761907105686147 0.020797445695976986 0.2415671016222368 15.660568237304688 104316.91 0.9765964648210774 0.027170669652691794 0.23430911866248696 14.786325454711914 False 2 1600 9.599 18.22 17364.182 0.9698005394144654 0.02820328074284786 -0.3479107570890741 16.43535614013672 60475.77 0.9720042388916729 0.03151900144660742 -0.4011142352862385 15.88460922241211 False 2 1700 9.577 18.41 18673.746 0.961615787319413 0.05134194907879996 -0.36054009879001814 8.82530689239502 34132.676 0.9687595099029024 0.041287573929786124 -0.4103391751406685 9.119363784790039 False 3 1800 8.858 18.24 17380.586 0.9604926767240052 0.054987603002268126 -0.3767209722641526 10.828145980834961 26462.756 0.9677440643890243 0.044380615222220164 -0.42821998870563893 10.526276588439941 True 3 1900 8.842 18.3 18370.158 0.9566732192182118 0.06334239540735206 -0.3805872574189669 5.626472473144531 19034.117 0.9619611637434256 0.057659129570540354 -0.4145023161233191 5.8124494552612305 True 3 2000 9.553 18.21 45035.11 0.9651885164877584 0.04181323271549921 -0.23478947917596948 10.012311935424805 29808.121 0.9724328274110762 0.030439424895633053 -0.2873958700577575 9.546734809875488 False 3 2100 9.611 17.98 40161.984 0.9623468966020658 0.051022675102040685 -0.3569784375501995 7.596617221832275 33142.61 0.9701089496246925 0.0386546656793036 -0.4121348378145671 7.886536121368408 False 3 2200 9.582 18.25 18584.305 0.9741764064599692 0.017096625838299972 0.18746196841763146 9.089191436767578 47077.996 0.976418383981545 0.01888327919929143 0.2709864181945585 8.508723258972168 False 4 2300 9.485 18.23 17161.992 0.9671446947438054 0.04368310702997567 0.05670208216152559 5.250843524932861 41540.957 0.9712730730803065 0.04125594291715005 0.0958767044035329 5.133439540863037 False 4 2400 9.584 18.2 16682.85 0.9727376373966833 0.023934839801302385 0.3454768698279748 13.691054344177246 49354.293 0.9760313382738738 0.025826777972369278 0.3594166589702591 12.874893188476562 False 4 2500 8.678 18.17 20132.973 0.9608677354701958 0.04599821203169413 -0.1175636094577118 5.417275428771973 20062.014 0.9684085996254564 0.03551537635100946 -0.15769286137759211 5.415996551513672 False 4 2600 9.578 18.25 13866.326 0.9683219102082381 0.03938248010983022 0.027687843340654935 7.333189964294434 47137.0 0.9712643866401868 0.04126600637312491 -0.01963647416111431 7.0282158851623535 False 4 2700 8.615 18.22 17325.031 0.95790202875421 0.07467162965077431 -0.30173677541204225 5.8570427894592285 37099.137 0.9643851797021804 0.06397788241547676 -0.34078917743909465 5.956401824951172 False 4 2800 9.463 18.22 16076.942 0.959671191249492 0.06351895125889438 -0.315872736467468 10.416703224182129 34529.04 0.9659822671332718 0.05519944105737253 -0.3598911761599269 11.468019485473633 False 5 2900 9.513 18.29 12879.469 0.9640771997559623 0.05258187188975717 -0.14456233293052 6.248291015625 23560.236 0.9686031801707943 0.0494053764470902 -0.1892188948139562 6.119053363800049 False 5 3000 9.267 18.26 15531.783 0.9638783019994136 0.04697119678999598 0.21400208948653385 7.329483985900879 28974.875 0.9707170077296191 0.03492717401387778 0.18408449063148882 6.996615409851074 False 5 3100 9.578 18.37 12825.229 0.9581711423696956 0.07198875032589697 -0.22092203826527443 6.485402584075928 28311.94 0.965203504273471 0.06039970435528422 -0.26436742302038696 6.413552761077881 False 5 3200 8.653 18.2 12605.334 0.9523277722793065 0.07389985850499121 -0.317497233655995 6.894864082336426 20074.715 0.9606379325078869 0.0616492116480136 -0.36346287238700964 7.49363374710083 False 5 3300 8.414 18.21 11804.563 0.9600254020770713 0.06854403902861948 0.12809273964642662 6.780126094818115 27337.621 0.965288295660767 0.06335009370841303 0.09002825370285672 6.499320030212402 False 5 3400 9.578 18.26 11870.487 0.951531530819005 0.08734113610793794 -0.2804965299811139 5.582004547119141 23210.11 0.9586179358198211 0.07791040141891253 -0.3322676718786792 5.938862323760986 False 6 3500 9.544 18.26 14730.709 0.9532667499000173 0.07144753266932906 0.042886124060075574 4.901515960693359 22665.383 0.9617644120045422 0.05747013759888796 -6.739780208157059e-05 5.157648086547852 False 6 3600 9.601 18.27 14327.582 0.9513345848599782 0.07355028221383914 -0.20763211616441904 5.374952793121338 24447.688 0.9606539537417541 0.05819588657630263 -0.25610198109955834 5.734527111053467 False 6 3700 8.974 18.31 13733.607 0.9614402799679372 0.05084909374473197 -0.16843747184116548 5.410885810852051 32622.75 0.9653202574945726 0.048119587380471555 -0.22029151229841684 5.786070346832275 False 6 3800 9.612 20.83 12752.773 0.9474477756894881 0.08987351878954569 -0.059904871043237676 5.045875072479248 21150.33 0.955347307522792 0.07839572441881978 -0.10897795855832054 5.320308208465576 False 6 3900 10.35 20.93 15164.242 0.9517651417698342 0.07276477363765418 0.20077211873167733 4.71830940246582 18237.129 0.9613192085187966 0.05664955642235697 0.1778117781514727 4.7736053466796875 True 7 4000 11.45 20.98 13016.679 0.9476858126448917 0.08932695599880494 0.05906817672073896 4.864885330200195 21172.557 0.9561323914249211 0.07679267956904348 0.012641757028878509 5.105477809906006 False 7 4100 10.47 19.4 39836.21 0.9615932906216517 0.049253651069903544 0.34650523927161203 6.621486186981201 21729.766 0.9697327879608368 0.03599699260485572 0.3644573161113541 6.260702610015869 False 7 4200 11.1 18.36 11090.501 0.951355172211035 0.07738336200768756 -0.31860632799123084 5.871185302734375 19928.32 0.9580581771940262 0.06980928173585486 -0.3584759288057707 6.253115177154541 False 7 4300 9.644 18.27 10383.444 0.9523395551612988 0.08663657061281196 -0.22730178756196967 5.414093017578125 25447.654 0.9590000005633315 0.07846108397521645 -0.28040029454181636 5.745739936828613 False 7 4400 9.471 18.23 11610.669 0.9475377889990942 0.08916340213246352 -0.15243025606024202 5.218122959136963 18972.094 0.9557567712302865 0.07706555833216519 -0.2004730171778943 5.500182151794434 False 7 4500 9.424 18.21 10932.313 0.9540872041568826 0.08161009606106798 0.24008959823638554 5.543765544891357 24593.76 0.9610907223685901 0.07124746152858853 0.2161214829529606 5.390672206878662 False 8 4600 8.256 17.95 10360.32 0.9526872169544454 0.0949257009342907 0.12377154273385658 5.072810649871826 31413.605 0.9601692217714837 0.08161137484106396 0.08073568821094328 5.085398197174072 False 8 4700 9.413 18.3 11342.574 0.961280200026267 0.053942908680004814 0.3088669628294194 5.36067533493042 34232.797 0.9662659617625251 0.04905638164390567 0.3146471236315783 5.131265163421631 False 8 4800 8.269 18.25 9481.671 0.9469793540527838 0.09592252867855186 0.025469047062488225 5.062324523925781 23044.389 0.9551856179042943 0.08330916650110401 -0.03646848363051946 5.119495391845703 False 8 4900 9.484 18.3 12678.294 0.9468772371977298 0.08372841762530772 -0.10780649412663927 5.216897010803223 17657.604 0.9576335697326449 0.06614891056897053 -0.1717846364204384 5.580723762512207 True 8 5000 9.791 18.18 11023.344 0.9520774823118715 0.08885821559932887 0.23394190029892153 4.844799041748047 20972.697 0.9592995859640157 0.0768281704046285 0.20344940439369388 4.853379726409912 False 8 5100 9.497 18.17 11673.933 0.9445366790613482 0.08690954776749259 0.10262569748765284 4.966777324676514 17625.412 0.955211294426169 0.07030957602313516 0.05294307995650331 5.3105926513671875 True 9 5200 9.783 18.53 10442.634 0.9419550853854947 0.10169248101859374 0.16697045462934257 4.690014362335205 19911.514 0.9509071428922055 0.08772234056793629 0.12112574148884821 4.854934215545654 False 9 5300 9.526 17.99 9783.84 0.9474881957051793 0.10310287036053373 0.3090034724605648 4.806334018707275 23936.973 0.9555405554305135 0.08977495185545618 0.30856798356268916 4.713810920715332 False 9 5400 9.503 18.23 12348.492 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0.953666850488657 0.0864098845547915 0.3710100521959284 4.190878391265869 15342.536 0.9601885020324548 0.07641764342256184 0.39804090884062016 4.188699245452881 False 11 6500 9.491 17.93 17292.97 0.9530022328841002 0.07054076687942083 0.3451220772175409 4.3026323318481445 14666.217 0.9629658793470517 0.05231590792312398 0.3596297396201313 4.427168846130371 False 11 6600 9.466 18.2 11608.275 0.9422861986979739 0.09991405218711559 0.33585811685206945 4.338160991668701 11582.295 0.9508405803007611 0.0866619122535295 0.35044117187947876 4.426270008087158 True 11 6700 9.801 18.16 12321.215 0.9465904000988542 0.10620407610924987 0.3368750009241074 5.731715202331543 21311.666 0.9552281364984122 0.09098555658103505 0.3384579187382745 5.4738006591796875 False 11 6800 9.598 18.22 12490.134 0.9460389136619483 0.09370560524918214 0.20578883837040648 4.627971649169922 17103.984 0.954976507786443 0.07991507442020136 0.17581758326776536 4.841151237487793 False 12 6900 9.241 18.22 11175.652 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