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 5.529 19.08 211831.9 0.9843786597819026 -0.012552830391884153 -0.41269902865212765 300.8803405761719 825901.6 0.9825677206533026 -0.005529588135611974 -0.47933504538733007 304.41473388671875 True 0 100 10.03 16.74 95860.5 0.973490581228406 0.018234305356433337 0.3699742151421815 28.6409854888916 53357.934 0.9764978082079151 0.009862341327496915 0.42600332632830346 27.975738525390625 True 0 200 10.06 16.65 253171.95 0.9761511627090824 0.007961521615267695 0.3631755448043972 21.870004653930664 67042.78 0.9786980059976418 0.0019175216668037062 0.4170583387320655 21.34786605834961 False 0 300 9.612 16.7 376136.4 0.9744367650820948 0.013895702444694857 0.3451405927777908 13.291645050048828 74455.89 0.9770285675979536 0.007638813516489926 0.3629055363987734 12.986259460449219 False 0 400 9.499 16.68 111174.23 0.9750052500053659 0.010883817735443065 0.36912515242511695 27.74844741821289 53893.29 0.9776183484284708 0.0038251664140967574 0.402076983907182 27.088951110839844 False 0 500 9.705 16.48 79151.914 0.975982639489496 0.005594419932418484 -0.38527889066508975 10.455232620239258 51932.836 0.978277570026689 -0.0003810354177422735 -0.46111599483559945 10.449739456176758 True 1 600 10.14 16.62 78364.445 0.9726283586256561 0.01800622395241464 -0.3906927144160346 7.834083557128906 48897.43 0.9754579863490535 0.009783696098914739 -0.46366047610050465 8.118276596069336 True 1 700 10.1 16.84 57241.91 0.9803230784300204 -0.0052066359363332265 -0.3933214520810123 16.67159652709961 73845.0 0.9790011191048053 0.0011847642458113511 -0.4494983245797304 16.44482421875 False 1 800 9.709 16.73 82934.1 0.975918713297322 0.00460351658825579 -0.35429832664934335 15.813830375671387 54349.574 0.9780742208229023 -0.001260693129467699 -0.43700246532134723 15.547552108764648 False 1 900 9.594 16.62 55697.15 0.9831052896296545 -0.009971164268312531 0.09844401449177297 13.815825462341309 83445.11 0.9814889026597872 -0.0030369050264392313 0.03133863421557974 13.53038215637207 False 1 1000 9.664 16.57 56445.066 0.9763065467067007 -0.00928937762711822 0.02847174862551934 15.124414443969727 57119.953 0.9764626478701799 -0.003024227590604539 -0.04611434638797399 14.79865550994873 False 2 1100 9.557 16.54 47494.35 0.9824344138087826 -0.009709794333229731 -0.324326792837045 8.272687911987305 78337.61 0.9809301091301358 -0.0030499155062853394 -0.41385998360871984 8.332703590393066 False 2 1200 9.708 16.57 47023.438 0.9737185735123737 0.020885211394072224 -0.3825684135978313 6.210535049438477 52151.965 0.9744879738894591 0.01777456911617284 -0.4621194046471735 6.710381984710693 False 2 1300 9.652 16.67 60102.645 0.9754448017567305 0.0018086564737819367 0.3490694876070527 17.288955688476562 54350.45 0.9767373257033689 -0.004503229197696622 0.3637056697950723 16.851364135742188 False 2 1400 9.677 16.68 55562.27 0.9778616474591457 -0.011959601611526005 0.34277623322331635 19.9777889251709 59966.26 0.9775184555299405 -0.004726466486065919 0.3537316123457433 19.485864639282227 False 2 1500 9.577 16.54 59996.152 0.975574449014225 -0.002176156195345338 0.3036126694089677 17.481966018676758 55547.8 0.9762236301177917 -0.007694983005540574 0.3009730836839049 17.062725067138672 False 3 1600 9.627 16.59 50850.348 0.9826515566804522 -0.010927750539022969 0.3466382417801474 7.657578468322754 71005.48 0.9813980193523313 -0.003969641706269805 0.35898058088312157 7.512351989746094 False 3 1700 9.693 16.56 145964.0 0.9762468349505532 0.006574489797807957 0.3316785733234806 8.805269241333008 59799.566 0.9787680299825994 -7.193873129174369e-05 0.3331712279777432 8.642843246459961 False 3 1800 9.91 16.71 108289.86 0.9768732381630344 0.0037757158638431682 0.31656930100351693 7.826104164123535 56171.133 0.9793734825110988 -0.0027943838206574345 0.3182062294522731 7.712831020355225 False 3 1900 9.815 16.47 41010.89 0.9778114097517828 -0.013418364064587587 0.3396117293951645 6.261829853057861 55919.523 0.9785960764844045 -0.018462699259004622 0.3525537124069092 6.190907001495361 False 3 2000 9.898 16.47 33822.473 0.9846916866797553 -0.014338628583651468 0.33510691975290996 4.566726207733154 68928.29 0.9839639705960695 -0.008384335956975283 0.3464744856000814 4.883974552154541 False 4 2100 9.782 16.49 37766.734 0.9758441810542606 0.004509725122951729 0.2560492621210097 4.758035659790039 53222.973 0.978058549513772 -0.002473992800633362 0.22833465890473195 5.060301303863525 False 4 2200 9.737 16.47 50983.37 0.9831290161351238 -0.007345521015549649 0.3015970014817828 5.442484378814697 160265.55 0.981454404872989 -0.0004494280174146741 0.2983137774482403 5.498164653778076 False 4 2300 9.748 16.47 49724.535 0.9749906073785115 0.005469771104757425 0.2725894583026931 5.042847156524658 53850.68 0.976619307898754 -0.0014659228781417162 0.24185822557307599 5.431616306304932 False 4 2400 9.85 16.45 31131.861 0.9803991803039228 -0.010081517111957589 0.31281607152509217 11.551159858703613 62207.21 0.9797347116321112 -0.003815621607044125 0.31498894822973894 11.231132507324219 False 4 2500 9.846 16.51 29647.955 0.9791946296899307 -0.008916850279547736 0.2640635832138106 8.013928413391113 62627.812 0.9787327660491311 -0.0034429917025277793 0.2494044780100561 7.8911967277526855 False 5 2600 9.761 16.67 28390.95 0.9712907728867175 0.03273723161346496 -0.2690426439805877 6.014233112335205 53750.094 0.9727975389154748 0.026253731978586898 -0.3341955320554767 6.463923931121826 False 5 2700 9.824 16.46 30641.785 0.9763874132730487 0.00611738579372921 0.30179009513486865 4.573647499084473 55214.0 0.9772619392070009 0.006230679155788826 0.3002563577874135 4.872395038604736 False 5 2800 9.753 16.42 30627.342 0.9833283290068802 -0.007354739394679456 0.2988362134573052 5.475597858428955 78904.96 0.9823298204208395 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0.028876129918192158 -0.09808537092517718 6.0324931144714355 False 6 3400 9.737 16.41 22320.81 0.9715390420874815 0.025021212794599908 0.21807692508293253 5.000488758087158 49745.82 0.9743153857263159 0.014883813615156442 0.18566705872847283 5.538515567779541 False 6 3500 9.754 16.57 34759.504 0.9720813822540112 0.022505760690265858 0.3480196879464776 4.972392559051514 50570.105 0.9745968943934745 0.01302042609912639 0.3584346985057047 5.010501861572266 False 7 3600 9.693 16.42 92444.65 0.9730784416587809 0.019795603690521378 0.3045522831848181 5.041136264801025 54047.71 0.9760004858791838 0.011602148297280526 0.292967499589661 5.180738925933838 False 7 3700 9.729 16.42 33890.246 0.9809979604691802 0.0037555297741848387 0.24800143343289255 6.579644680023193 86567.42 0.9801138825016442 0.007428413561212603 0.2256392191087266 7.356545925140381 False 7 3800 9.771 16.29 26640.59 0.9697769863924697 0.033869995953153924 -0.26277192579163505 6.840150833129883 49975.62 0.9715373124353673 0.029462981505315133 -0.3509188897106462 7.723048686981201 False 7 3900 9.538 16.46 22327.297 0.9713279424760061 0.036668087994489666 -0.14294970533798348 9.204619407653809 50601.734 0.9729097061598847 0.03113701427494493 -0.2233964876807469 9.199249267578125 False 7 4000 9.806 16.35 21187.049 0.971721842358607 0.02763308216123116 0.09111273104672844 5.133948802947998 48772.105 0.9739743989846903 0.01980234561269925 0.029695521280327725 5.691840171813965 True 8 4100 9.996 16.52 73623.28 0.9751706885871685 0.011898199505617078 0.2755282718708002 9.485530853271484 53092.7 0.9779909570670546 0.003918956516998949 0.2458245961441183 9.29521656036377 False 8 4200 9.742 16.76 56294.848 0.9745241355207177 0.014615960249981918 0.18885870223419393 4.86624813079834 52627.27 0.9775352668660244 0.006043765609488529 0.13492894747171832 5.363236904144287 False 8 4300 9.759 16.55 21926.55 0.972500646954375 0.028939836334674222 0.13949956539689534 5.831486225128174 52601.742 0.9740871951893368 0.022703560379824985 0.07554927205885714 6.072899341583252 False 8 4400 9.765 16.68 19309.25 0.970262290410025 0.033960577717411115 -0.22687821837376249 6.65627908706665 52674.285 0.9724421028820435 0.026132491939007924 -0.2955704455303482 7.563289165496826 False 8 4500 9.79 16.82 21575.762 0.9674820022171265 0.04430175626487761 -0.25248636966294413 6.392103672027588 49407.098 0.9703301399356894 0.035131078363963834 -0.3226185693420012 7.053587436676025 False 9 4600 9.717 16.7 18324.744 0.9685756728169372 0.037031034235158994 -0.12760048949075034 5.74766731262207 51787.855 0.9703069919348819 0.03371799608740053 -0.18779560345816707 6.509713172912598 False 9 4700 9.821 16.55 18817.316 0.9695400538211467 0.0380600740484806 0.12996328155337722 5.55771541595459 47588.895 0.9711185912781455 0.03312162990912047 0.07059227123724914 5.825672149658203 True 9 4800 9.816 16.56 28116.006 0.9674677588986885 0.0453337120141784 -0.0462918514713053 5.217062950134277 48263.082 0.9696441430657612 0.03888762582291151 -0.11768108334631672 5.557584285736084 False 9 4900 9.841 16.67 26333.186 0.969715780023599 0.03490358231356261 -0.05841136193186737 9.280921936035156 46670.56 0.9722381801338668 0.02466734393471966 -0.1335811152260664 9.208645820617676 True 9 5000 10.21 16.85 22754.838 0.9728450789952052 0.02355433489846972 -0.10337514066039769 5.967102527618408 55788.086 0.9738103458475569 0.021983009217155305 -0.1783130270089671 6.312517166137695 False 10 5100 9.811 16.57 47872.637 0.9740897086186093 0.017747665170918712 0.2160604038689956 5.013164520263672 51058.617 0.9779229264133743 0.008034189705083466 0.17928048385431364 5.332032203674316 False 10 5200 9.718 16.47 18480.977 0.9696870459599606 0.039867750629043894 -0.10339657394138002 6.54138708114624 46610.652 0.9719102899293747 0.032000738734744884 -0.16913691976992865 6.7526631355285645 True 10 5300 10.19 16.51 17759.412 0.9714095251628417 0.025341782127235906 -0.2784166861863629 6.836799621582031 49414.727 0.9727639510002548 0.022966018990856343 -0.34814566174435935 7.756387233734131 False 10 5400 9.714 16.52 16758.844 0.9667939131869855 0.04596934986147446 -0.2749887693428956 6.096032619476318 43595.742 0.9695672305710136 0.038523193870389695 -0.3484674908099826 6.759456634521484 True 10 5500 10.17 16.46 30384.875 0.9774317672067466 0.0179143377387314 0.10813511199062 5.079802513122559 69379.81 0.977263339912566 0.018471316595917796 0.04957867617207591 5.6471710205078125 False 10 5600 9.734 16.51 24150.236 0.9655667855215095 0.046782860322030426 -0.32871767312434863 6.220647811889648 40436.12 0.9687753075790791 0.03767527237931253 -0.39678564608284217 6.89925479888916 True 11 5700 10.09 16.43 22841.838 0.9662195668226662 0.04575705588138285 -0.11261574474719839 5.315613746643066 38999.594 0.9689105994286316 0.03859699084845989 -0.16884630338914275 5.674341678619385 True 11 5800 10.22 16.68 22871.94 0.9644771857798545 0.055410635009922195 -0.1019716053988479 5.328493595123291 34224.652 0.9676673974764077 0.046570907476321546 -0.1573633833519988 5.8383870124816895 True 11 5900 10.18 16.62 23309.482 0.9626716834458454 0.05346886463581921 -0.04335551742784242 5.206925392150879 30052.635 0.966117502445223 0.04662005979265098 -0.09826900178171973 5.6634135246276855 True 11 6000 10.13 16.58 18055.559 0.9644349727044458 0.051530786193644505 -0.25620480032398296 5.7730021476745605 32930.51 0.9672436952951695 0.04500641710173966 -0.3245827403727637 6.347868919372559 False 11 6100 9.804 16.61 15944.552 0.967667352529976 0.05009532112642608 0.15407828448363417 5.554708480834961 42351.81 0.970345381608196 0.04295422252015455 0.10170256004238663 5.754843711853027 False 12 6200 9.486 16.51 15885.397 0.9632676836530121 0.05776110986862026 -0.050505860747877614 5.239264011383057 35638.38 0.9664004989155864 0.05049279489218592 -0.11342546389185329 5.746368408203125 False 12 6300 9.84 16.59 14279.303 0.9647512531540805 0.04659349451595681 0.15559399347421976 4.914590358734131 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22408.7 0.9648469067395533 0.05058238274582589 -0.007526475969745236 5.473987102508545 True 13 6900 10.21 16.68 12633.194 0.9588355818536555 0.06379727813760572 0.019845420425366814 5.27202844619751 21298.617 0.9625179049562695 0.054150827786102765 -0.03711472186524022 5.646727085113525 True 13 7000 10.15 16.67 12135.876 0.9569045851595791 0.06908058590612826 0.3044533236838845 4.637763500213623 21192.19 0.9611256012610762 0.05821662395921799 0.3035761511699423 4.850179195404053 True 13 7100 10.19 16.61 19308.69 0.954872681235647 0.07267465216329135 0.3565962375853513 4.43212366104126 23351.809 0.9580435737706764 0.06522290807412856 0.38328194722532066 4.530592918395996 False 14 7200 9.771 16.85 20636.793 0.9764160621748659 0.021119125109712613 0.29714300274600886 4.813096046447754 59508.73 0.9758055546912785 0.023034916782178123 0.31082982805536585 4.928032875061035 False 14 7300 9.844 16.7 22053.887 0.9641304955040604 0.04922383115929336 -0.036161241209362024 5.242496967315674 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