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 19.56 101.9 947316.8 0.9766920139744498 0.0017831002908024604 -0.27469852276629775 168.82028198242188 76331.24 0.9770784549203225 -0.006795409486362848 -0.2790564162306397 166.25363159179688 True 0 100 29.66 82.06 71405.625 0.971130442760908 0.022188468573204334 0.06794304935256085 30.20541000366211 27757.57 0.9705574116592888 0.012286434929088447 -0.022555401587196898 31.37316131591797 True 0 200 29.52 81.67 70189.65 0.9714375038638801 0.02062565374609829 -0.3293440127675879 26.145389556884766 26893.285 0.9708898216140974 0.010447595657139909 -0.29528485892565526 27.196603775024414 True 0 300 29.98 82.02 52516.566 0.9739444944961665 0.008224139787272537 -0.29362824501059864 32.259864807128906 31270.08 0.9697995746061482 0.017988296707274753 -0.28842167474382957 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80.46 10247.096 0.9638652506576064 0.045453030327426085 0.3811441106751693 2.6006946563720703 28360.244 0.9619035011611834 0.04386502574573845 0.3189510788216445 2.868544578552246 False 36 25100 28.8 80.41 9489.784 0.9607490698019144 0.0621506957889709 0.3851481284714462 2.5091326236724854 24664.904 0.9602690910669572 0.05512380995915137 0.3236584792927575 2.740128517150879 False 36 25200 28.7 80.49 16898.996 0.9606870942276817 0.04879401083173033 0.3930098049908857 2.548435688018799 23550.057 0.9623513388154467 0.03822378081996816 0.32501096440840027 2.931807041168213 True 36 25300 29.13 80.4 9738.342 0.9624073525764029 0.05834204681841143 0.38391752262075735 2.5330958366394043 24120.604 0.9617739240679002 0.05070279065322326 0.3284727321959273 2.728933334350586 False 37 25400 28.64 80.17 10389.833 0.9591569407848204 0.06414523068952128 0.38790628100448993 2.48671817779541 24082.383 0.9587517246674531 0.05666893664597881 0.3223449993945733 2.741671562194824 False 37 25500 28.72 80.34 11965.264 0.9629732493729697 0.047445983450164105 0.3838409121801584 2.5257582664489746 24150.059 0.9646341991599395 0.03435144545484194 0.32706025839061775 2.7672834396362305 False 37 25600 28.86 80.53 13133.986 0.9605997069876354 0.06189056343198349 0.379451241085766 2.5302865505218506 23396.77 0.961097872681018 0.05093385167704809 0.3207470995534749 2.7413299083709717 True 37 25700 29.42 80.23 14260.764 0.9576082651709835 0.06753383823729203 0.3801232508785164 2.5183112621307373 23321.65 0.9574404323686128 0.05953463729583886 0.31535171203790735 2.789668083190918 True 37 25800 29.22 80.18 12485.841 0.961595975282802 0.05884102991346413 0.37945133383369267 2.5766165256500244 24506.967 0.9594227152921648 0.05649884915202519 0.31793846284628835 2.74387788772583 False 37 25900 29.51 80.57 12401.312 0.9697500573751119 0.03352006564625761 0.3831099259003853 2.718674898147583 29638.684 0.9653411317345518 0.03927132282083239 0.3191514990741975 2.832725763320923 False 38 26000 28.66 80.28 11912.486 0.9677122371792922 0.03365828837468838 0.30312435426175816 2.720543146133423 24591.562 0.9675867395394897 0.023328114152879983 0.22905489503864856 2.946190118789673 False 38 26100 28.9 80.35 10508.944 0.9623292106080645 0.05476624885028136 0.3551247108566457 2.821397066116333 26063.414 0.9605117500442238 0.05134132647449912 0.2936949056041305 3.161250352859497 False 38 26200 28.82 80.33 21527.025 0.9615718551178819 0.051788760295786614 0.36246505238054666 3.1060380935668945 26934.363 0.9596830239109796 0.048808476297917985 0.2866413726076613 3.380284070968628 False 38 26300 28.78 80.24 17040.271 0.9605879315036527 0.06301741949373958 0.3680066620360968 2.5299618244171143 22980.943 0.9599367731427024 0.0553698790054885 0.28612718613086907 2.7970616817474365 True 38 26400 29.29 80.82 14306.523 0.9607944254577545 0.06757346539961587 0.3756182033506765 2.6262388229370117 22791.02 0.9594425874117005 0.06213804720826388 0.30575567704920625 2.9003372192382812 True 38 26500 29.58 79.51 15755.259 0.9595478429087823 0.05747464018257083 0.37584121102617163 2.652902126312256 22515.467 0.9600622754164572 0.04930190449397461 0.293292624249117 2.9601268768310547 True 38 26600 30.22 80.67 26254.926 0.9624494087295659 0.052554541057358746 -0.24465343821347724 3.281205654144287 20234.525 0.9612629754426706 0.046244945940064286 -0.2228295379885039 3.3287127017974854 True 39 26700 29.34 80.63 22551.047 0.9636418055552829 0.06163217516183691 0.21905939622727766 2.858154773712158 24678.408 0.9613406310363736 0.058588491255151004 0.1331362510419925 3.0197300910949707 False 39 26800 29.56 80.28 16876.4 0.9666149568601422 0.04439601945552071 0.3733155569457729 2.8166747093200684 24467.336 0.9659295498459053 0.03397246323074883 0.28513466098325346 3.0352258682250977 False 39 26900 29.57 80.33 14969.989 0.9643303615951069 0.051889942653195735 0.3719400596740213 2.6678476333618164 25511.064 0.9628461311168429 0.04773922745753562 0.26947002184626806 2.8509974479675293 False 39 27000 29.17 80.55 25362.021 0.9606283811989855 0.04884213758066025 0.3613864589127189 2.9517598152160645 23658.357 0.9587247429757007 0.04783101985136002 0.28284304808816463 3.1603665351867676 False 39 27100 28.9 80.49 17553.084 0.9571834999527762 0.06661991693108714 0.3703124855396154 2.542647361755371 22126.719 0.9561448298301852 0.06239270765340878 0.29202382941849303 2.877607822418213 False 39 27200 28.78 80.44 15621.468 0.9564882241114817 0.06924165854772805 0.37359559661203146 2.5490472316741943 21147.457 0.9564718139560618 0.061666904831666904 0.3060883725725409 2.8713219165802 False 39 27300 28.79 80.46 16084.506 0.9557146193251865 0.06808805144516145 0.378872323758552 2.508831262588501 21091.01 0.9554479459400822 0.06153822902628342 0.3089753276291641 2.81132173538208 False 40 27400 28.66 80.42 26220.227 0.963029165909698 0.048276331343100616 0.3793668763925885 2.8404970169067383 32491.734 0.960515885295383 0.04619071043001577 0.3093132390251918 3.1728930473327637 False 40 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40 28000 29.18 79.09 39245.04 0.9605865525566596 0.051879510677841696 0.3750557649752185 2.599275827407837 21923.75 0.9623599763357331 0.04034772838657141 0.31038350814436033 2.7811882495880127 False 41 28100 28.69 80.36 29975.246 0.9598179972121389 0.06362865403141313 0.3806654532704635 2.7317793369293213 23601.135 0.9592032571386888 0.057110798866741905 0.3113923648071934 2.959472894668579 False 41 28200 28.75 80.54 13874.082 0.9639882428192625 0.05219092876153866 0.36906362493285366 2.6836659908294678 22431.92 0.9627957137474202 0.04728631389184117 0.29482415654896077 2.8295114040374756 False 41 28300 28.79 80.09 12919.464 0.960541240935266 0.05619187488664326 0.38350599313896927 2.6613543033599854 21054.889 0.9596827814422264 0.051348385514439106 0.3199213689875244 2.8603453636169434 False 41 28400 28.73 80.53 13356.626 0.9677602243867522 0.041830378746625534 0.37556151584753017 2.6844544410705566 25934.662 0.9661863668579109 0.0353958061410074 0.3005131699470467 2.872783899307251 False 41 28500 28.73 80.48 12898.371 0.9659712825480173 0.045940980943140725 0.37829429615831384 2.7288033962249756 24967.68 0.9652375822156745 0.03718257507066295 0.29445643024575985 2.8733584880828857 False 41 28600 28.75 80.6 12249.336 0.960077165758681 0.0629446562797356 0.3818722229963464 2.639230728149414 23227.217 0.959895758442778 0.05514004001184736 0.3145507467695857 2.8381614685058594 False 41 28700 28.75 80.27 26392.756 0.962634261511003 0.046640227963276736 0.38300232253613503 2.7021689414978027 20089.66 0.964824609076725 0.03491268755234991 0.32451716742093495 2.9009182453155518 True 42 28800 29.2 80.35 21337.566 0.9602642682747803 0.059645177158576194 0.3817261078434921 2.6495471000671387 20002.615 0.9606214391979625 0.0496167037105116 0.3209799317142652 2.8512845039367676 True 42 28900 29.26 80.13 15375.567 0.9658212386115017 0.0433372313553941 0.3754167728586244 2.6811842918395996 24904.943 0.9634270097402259 0.04318622043333095 0.2912752262178909 2.837972640991211 False 42 29000 28.83 80.67 18552.305 0.9597948779252922 0.057778950104315434 0.37819479497308056 2.590751886367798 21030.354 0.9591424740485459 0.05354516334084421 0.31430978993795583 2.7582101821899414 False 42 29100 28.74 80.19 16871.617 0.9594892787400786 0.06353165811093711 0.3794769095393401 2.5396928787231445 21686.7 0.9584004809704776 0.05895570727950085 0.31802006487626966 2.7799429893493652 False 42 29200 28.76 80.16 12287.148 0.9605662722343857 0.056659027457328925 0.3734357650248236 2.66107177734375 22254.55 0.959854978050907 0.05100286248094169 0.31997558294263445 2.8458645343780518 False 42 29300 28.74 80.41 11973.745 0.9585672569448117 0.06389251358313353 0.3745808659726959 2.590519666671753 20199.637 0.9590953812034703 0.055213601978580135 0.3274816938236257 2.7868492603302 False 42 29400 28.79 80.43 11392.308 0.957511891004742 0.06630440291803844 0.36436979537708336 2.605538845062256 20029.385 0.9583976420696817 0.056282407630195985 0.32097556872741445 2.767099618911743 False 43 29500 28.74 80.31 11648.34 0.9557013005600252 0.0707227305206667 0.37979183653910076 2.5444228649139404 20810.146 0.9559474538921063 0.06328186647683959 0.3292151530358434 2.780275821685791 False 43 29600 28.87 80.26 11683.349 0.9545015978742297 0.07210327522278807 0.38526941380713725 2.542919635772705 20466.787 0.9551618787662152 0.06334687555523215 0.3277411598014626 2.7814016342163086 False 43 29700 28.84 80.2 12064.117 0.958903311429655 0.0668167690752036 0.3768858021831668 2.6944286823272705 20739.105 0.9585890488059429 0.0592367136354123 0.33040180357768295 2.8908090591430664 False 43 29800 28.85 80.4 12820.115 0.961939429950753 0.05582553297386737 0.37998293913834164 2.5848991870880127 22859.398 0.9610932713739526 0.051200369797017024 0.3209851757154434 2.751385450363159 False 43 29900 29.3 80.31 10618.042 0.9601333269162181 0.06147215808069225 0.3779835656692598 2.641061782836914 21064.273 0.9604316257233988 0.05285442564532921 0.32974336249497477 2.881953477859497 False 43 30000 28.94 80.19 8844.788 0.9579057527341435 0.06819053544085846 0.3755225882839709 2.5871834754943848 19568.348 0.9588573419201636 0.058143865546290724 0.3351099472949732 2.7871320247650146 True 44 30100 29.38 80.19 9436.622 0.9577134917924806 0.07046875135847273 0.37881877091416444 2.6248722076416016 18974.781 0.9581049881547922 0.06181866312785562 0.3350176340782546 2.784555196762085 True 44 30200 29.75 80.23 9566.885 0.9555617386454958 0.07275945527558414 0.38510230704109405 2.5708167552948 18088.709 0.9566628340729749 0.06227746488401813 0.33759925075339253 2.783961772918701 True 44 30300 29.42 81.6 9775.276 0.9601878755797538 0.07077854987758032 0.37365426485500514 2.628922939300537 20780.686 0.9594846002126787 0.0635940793635656 0.3282773626955407 2.8012049198150635 False 44 30400 29.11 81.85 9255.216 0.9566626318778337 0.07060138957386758 0.3720667791056744 2.5713999271392822 17108.768 0.957385731303513 0.06148757593663435 0.3281294163933592 2.7825474739074707 True 44 30500 29.35 81.92 8997.468 0.9568245467689276 0.06859246190389341 0.37298630091820023 2.5312893390655518 17388.322 0.9568043974421027 0.06207314673434057 0.3247627443133452 2.7159807682037354 False 44 30600 28.87 81.91 8103.644 0.9574515597049403 0.07454029610472973 0.3815550947444386 2.6062350273132324 19362.352 0.9579425045129645 0.06433137682203449 0.32524709806544766 2.836101770401001 False 44 30700 28.77 81.89 8152.396 0.9575814826404038 0.0723639498763957 0.3777509792310112 2.586195230484009 18875.043 0.9582599581001088 0.06186948519368424 0.3220680754082624 2.8010783195495605 False 45 30800 28.87 81.89 8225.345 0.9569219737309608 0.06980815302283397 0.38127974850015295 2.58419132232666 18066.268 0.9581680200763507 0.058540285380915685 0.3245854263589709 2.7441389560699463 False 45 30900 28.95 81.06 11538.467 0.9552399564111187 0.07165813796146882 0.3765894097540142 2.5252065658569336 17849.002 0.9564587004994656 0.0610328603032181 0.3287478343039711 2.7352511882781982 False 45 31000 29.06 81.7 11627.88 0.9532788512516485 0.07348717366677064 0.37887936064383443 2.510441303253174 17113.553 0.9550054332580941 0.06221417495087571 0.32603477910680084 2.745354175567627 False 45 31100 29.2 82.56 9330.547 0.9538665345497773 0.06637764429573814 0.38243594928226204 2.5486843585968018 16425.39 0.957266353308454 0.05203474697010644 0.3230264503343704 2.7259669303894043 True 45 31200 29.27 81.86 16138.167 0.9627888389264908 0.0588680338375185 0.37916674933728217 2.8934314250946045 23864.867 0.9599807080411471 0.057999046080213786 0.3153857087263891 2.9640793800354004 False 45 31300 28.88 81.81 9206.066 0.9587096707689078 0.06833824114280908 0.38288434481707034 2.7527616024017334 20001.92 0.9590450980143702 0.05854856244570049 0.3436181558081033 3.0216500759124756 False 45 31400 28.85 81.86 9280.654 0.9567453626650791 0.07107594900552275 0.38518058162102964 2.553574323654175 18358.947 0.9565006253376649 0.06465968200709434 0.3422865826253289 2.756654977798462 False 46 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