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 6.004 26.8 390537.22 0.9774397814308482 -0.009362481398881278 -0.4454609666628361 187.4484405517578 258436.17 0.976491186040267 -0.008212055700566812 -0.4434133900894941 187.88180541992188 True 0 100 9.578 24.29 58131.176 0.973299008938541 0.007665224426841139 0.3719817408290277 37.456932067871094 126017.914 0.9725128401541424 0.008339268124408106 0.35000432228980055 37.6529655456543 True 0 200 9.917 24.28 25851.738 0.9640353887686173 0.04271375788226469 -0.47166392699639453 23.373668670654297 119178.23 0.9642013947061382 0.04189782214715586 -0.45659094572561965 23.49335479736328 True 0 300 9.96 23.57 28157.607 0.9698376163296009 0.019025645415285456 -0.45294207158760436 28.853878021240234 152058.56 0.9704278783504628 0.01822139405410507 -0.44051330826236385 28.99809455871582 False 0 400 9.494 24.04 29893.994 0.9566565437048692 0.06403700079938399 -0.4654270514590294 10.61000919342041 109945.2 0.9574148933488001 0.06077440191449303 -0.4524464841510677 10.778767585754395 True 0 500 10.18 24.24 27319.016 0.9690413692125006 0.020486758895233888 -0.46629731962868376 20.154796600341797 156815.34 0.9698846550884535 0.01937683169199189 -0.456538773918059 20.2309513092041 False 0 600 9.872 24.02 27059.668 0.9714483688868549 0.010776279536705508 0.4390573091736617 19.891765594482422 134562.16 0.9716415832775265 0.010670742747589508 0.4148900595396557 20.13500213623047 False 0 700 9.942 24.02 26352.492 0.96457487001776 0.056041590822143106 -0.20049745843706523 13.721869468688965 118614.125 0.9646403398819979 0.05426653757356749 -0.22313417779936603 13.87763500213623 False 1 800 10.69 24.2 24750.234 0.9635368468679054 0.03651569106747459 -0.43095570524141624 15.131659507751465 216631.06 0.9651077733046091 0.03372047308169394 -0.4372403814641043 15.528620719909668 False 1 900 9.587 24.06 22665.564 0.9561138599915765 0.07391779484859144 -0.4629672216537973 9.099173545837402 102190.93 0.956828970852353 0.07043959414073497 -0.4503798611173109 9.515359878540039 True 1 1000 9.942 23.93 23842.158 0.9619252490773457 0.04539439598310441 -0.08628552654684547 6.302368640899658 99955.414 0.9622177148874852 0.04434523497988556 -0.08519852444498496 6.458104610443115 True 1 1100 9.206 24.13 49014.266 0.9690065536546357 0.021891916416364107 0.4407865531116754 17.863998413085938 114665.17 0.9684900583843086 0.021608879186272002 0.41203502716229357 18.129987716674805 False 1 1200 9.411 38.98 21658.967 0.9566264403165651 0.07686966746637723 -0.4218251965874348 7.00724983215332 104228.25 0.9572248249738052 0.0734124189989664 -0.4190333311413959 7.259918212890625 False 1 1300 10.14 24.03 25705.49 0.9644711929754161 0.032620543843695254 0.22513453611108108 8.499475479125977 93238.76 0.9639239337090765 0.03261954238457869 0.1966170550805127 8.74406623840332 True 1 1400 9.951 23.91 24907.266 0.9558544643463196 0.055506572188220735 -0.4379371509441475 10.916121482849121 114102.65 0.956371200152665 0.05368399378193941 -0.440419789150781 11.320056915283203 False 2 1500 9.469 23.74 30434.938 0.9736146869123335 0.01890527863256501 0.455264691453748 5.426815032958984 183924.95 0.9745243332190069 0.017997035781307028 0.4491996749679692 5.578787803649902 False 2 1600 9.564 30.99 30648.627 0.966001996070125 0.029109450857966315 -0.19297086273976105 12.661828994750977 99549.61 0.9656228542610051 0.028539301501596184 -0.19495685783497224 12.803071022033691 False 2 1700 13.59 27.48 21388.283 0.9558986418712622 0.0787303807860913 -0.38047183697226267 7.232000350952148 117092.03 0.9571381439326131 0.07399618987786047 -0.38486534785009713 7.5169901847839355 False 2 1800 9.926 24.14 21896.611 0.9543410207901231 0.07428040879478084 -0.45988100467147097 7.568750858306885 91020.164 0.954723047644942 0.07305399930378506 -0.4508923099292293 7.828280448913574 True 2 1900 9.969 26.29 24061.457 0.9682013893390343 0.030565994097922225 0.2582917094431551 7.4134979248046875 125685.04 0.9690963994142284 0.029398059991401708 0.22374954501366867 7.612855911254883 False 2 2000 9.915 27.91 26122.104 0.9654260970833748 0.03148738362640629 0.13251768490747687 18.026611328125 98491.016 0.9651520164985614 0.030787448436871222 0.09531379761138177 18.216434478759766 False 2 2100 10.72 26.65 20281.463 0.9597575123153171 0.05164775038383275 -0.34264869113080915 8.110157012939453 116786.77 0.9609943812547659 0.04906282140241889 -0.3648921236626995 8.369945526123047 False 2 2200 11.35 26.28 28454.084 0.9750956331995388 0.017101464389477943 0.3517012145020685 4.85078239440918 106324.305 0.9757415436020144 0.017346052243929336 0.31989041137560764 5.148454666137695 False 3 2300 12.18 27.02 19506.875 0.9497321810756668 0.08134665898302566 -0.30035005195090725 7.649554252624512 58616.33 0.9505890452272167 0.07858857887062846 -0.3237159936140686 8.020583152770996 True 3 2400 12.96 27.94 18379.227 0.9408222279207813 0.09290777173155247 -0.4704227098958885 7.715753555297852 36675.375 0.9424384846827422 0.08841415965088618 -0.4580740864163742 8.029136657714844 True 3 2500 13.37 28.99 20064.295 0.9584330824932877 0.06649560962837629 0.2908180853691092 6.775692462921143 69394.01 0.9586778393366395 0.06478856380031281 0.2538959686846991 7.0260701179504395 False 3 2600 12.53 24.99 18144.46 0.952499386170842 0.06853128432816316 -0.4038112518583209 7.164530277252197 54964.18 0.9539800170395715 0.06439021754843861 -0.40741981851171116 7.420529842376709 False 3 2700 11.78 24.8 19949.55 0.9455063961841177 0.07373280249274254 -0.3752267666821187 6.442722797393799 37825.633 0.9468496275411482 0.07041103527874519 -0.385284445105337 6.691834926605225 False 3 2800 11.63 48.87 19809.295 0.9437725642447747 0.0854248649561134 -0.24092374774812467 5.900158405303955 44286.45 0.9462212002291855 0.0794048177302132 -0.2613458562233426 6.105662822723389 False 3 2900 12.12 24.56 18149.008 0.9351374835412503 0.10483442374904421 0.3004410620090305 5.266663551330566 37549.69 0.9378833254162205 0.09824829218880621 0.26629717734915936 5.446310997009277 False 4 3000 11.41 24.62 17934.385 0.9501082081244283 0.06780580370578733 0.09654035627890825 5.508736610412598 42669.465 0.9518742045206966 0.0646210364157113 0.04633667700141202 5.699642181396484 False 4 3100 11.66 28.42 16534.557 0.9384375367833775 0.10159511770999767 -0.19484665637299375 6.112823009490967 38663.94 0.9406793507691938 0.09481522771907552 -0.2264371551799181 6.357928276062012 False 4 3200 13.05 26.04 15673.682 0.9336623935966907 0.1089355296754694 0.030265438030542578 5.631871223449707 36511.56 0.9365972609468125 0.10166695922598 -0.007109976219163447 5.828068733215332 True 4 3300 12.84 32.26 16504.463 0.938705115996134 0.10234985150899009 0.3649334751225297 4.9281005859375 45271.58 0.9412863038089089 0.09583587468588992 0.32648481451305417 5.144321918487549 False 4 3400 12.22 25.48 21691.283 0.932256021175695 0.11239674429540884 0.4589801618322759 4.508779525756836 38935.277 0.935404909017422 0.10454876927358517 0.4342210527686272 4.7026166915893555 False 4 3500 11.87 27.6 18964.377 0.9477326211186529 0.08082695358880881 -0.349014144012971 8.681352615356445 66014.98 0.9497221510241508 0.0750479580969478 -0.37401970000424456 8.88306713104248 False 4 3600 9.419 24.12 17209.688 0.9404948209525016 0.09769141846243427 0.20416758812998936 5.782015800476074 32573.83 0.941837418820492 0.09258290355619465 0.16699853166196835 5.995816230773926 True 5 3700 9.585 24.01 19602.275 0.950282199550966 0.07771098217062986 0.35522018952281936 4.937398433685303 43506.36 0.9514655566173418 0.07507170140353685 0.32996104287427847 5.159111499786377 False 5 3800 9.789 24.19 16996.78 0.949059674470609 0.09690030380791151 0.34027026468553134 5.5095601081848145 74132.14 0.9502118648119263 0.09325934856189765 0.3110005026995472 5.706689834594727 False 5 3900 9.517 24.03 16668.598 0.9399397581438707 0.09024162397221133 0.06384311995175768 5.670135021209717 28848.984 0.9415830204799148 0.08579345609947515 0.023059286926725528 5.891722679138184 True 5 4000 10.95 30.11 16051.4795 0.9379720831056974 0.10153532621393059 0.28101920615321385 5.23043155670166 31954.715 0.9392505631593564 0.0968244300396041 0.24594650139546684 5.4121599197387695 False 5 4100 9.683 26.6 15824.382 0.9306831401536702 0.1074683012877647 0.4298097215738103 4.677816867828369 28393.94 0.9331957706608851 0.10086250004589574 0.4133796199887483 4.828983306884766 True 5 4200 12.19 25.94 16218.582 0.9378504933252141 0.10770411876972547 0.4367500991669622 4.638740062713623 32347.242 0.9398808118576296 0.10199591328353143 0.41462386195930157 4.813111782073975 False 5 4300 11.53 25.91 16400.73 0.9275566516697262 0.10957302848082649 0.46873789866872306 4.756113052368164 27583.713 0.9309585464816919 0.10250867917189264 0.4522630640813418 4.880062580108643 True 5 4400 12.74 26.04 15287.279 0.928268551585452 0.11719101625692833 0.4724550582717741 4.357985496520996 28151.746 0.9317290950048496 0.10974227919179516 0.4584621432521782 4.51305627822876 False 6 4500 10.66 25.13 16321.353 0.9328227721976586 0.10504969974467403 0.4804434863423222 4.270235061645508 27215.17 0.9359354099402593 0.09859340474216029 0.46783912702032887 4.432026386260986 True 6 4600 11.75 25.76 14042.294 0.9298639922232802 0.11884881037323862 0.4339482205102699 4.617763519287109 36854.758 0.9332211811819981 0.11030091472284406 0.4117392510163728 4.813650608062744 False 6 4700 11.95 32.97 14838.17 0.9390618604697442 0.10680182801384182 0.45953855562382795 4.510292053222656 35936.37 0.9415121121267093 0.10016577111499499 0.4438177320590525 4.670924186706543 False 6 4800 11.83 25.75 15089.696 0.9338639168983094 0.10565724248391692 0.4182397868907192 4.6170501708984375 31553.373 0.9373458103260873 0.09855706619622262 0.4013523394175996 4.81130313873291 False 6 4900 11.07 27.69 15186.224 0.9219744661407129 0.1174663783240587 0.45795775898454477 4.419676780700684 27911.064 0.926203910103625 0.10819698407357764 0.442850263689776 4.586459159851074 False 6 5000 12.55 24.82 14803.91 0.9251464180004098 0.1239340575263644 0.455562415077621 4.52565860748291 33786.93 0.9302781875229417 0.11354584866594633 0.4463058585998611 4.691091060638428 False 6 5100 11.96 29.56 14587.224 0.9200471002929712 0.13027369823973248 0.4683823028064437 4.3444952964782715 30680.736 0.9255691512284302 0.1186060461603778 0.45591801673974425 4.563404560089111 False 7 5200 13.91 33.14 14379.112 0.9170738381350828 0.13316654045638074 0.4868933941223825 4.23212194442749 31719.297 0.9237081911579326 0.12018482565687348 0.4761714781913685 4.393597602844238 False 7 5300 13.26 29.38 16263.849 0.9324344814799274 0.11091338748334192 0.475066339666982 4.634659290313721 27143.695 0.9358623395718554 0.10277373682157596 0.4628356596157058 4.802751064300537 True 7 5400 9.865 24.01 15182.76 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0.9155927993117919 0.1465398941403868 0.49855752354280186 4.3412652015686035 25977.582 0.9223858220068872 0.13133625937912033 0.48961236516951817 4.550507068634033 True 9 7000 9.939 24.24 11088.187 0.9068031213896213 0.15545021054631097 0.48976872739731064 4.20494270324707 27159.62 0.9154132555260758 0.13765526541017306 0.47685008454380895 4.388068675994873 False 9 7100 9.51 23.92 11136.017 0.9076295907895114 0.15530726448534637 0.4987134850166926 4.234147071838379 26032.3 0.9157923572953428 0.13743105208235235 0.487257844277321 4.372257709503174 False 9 7200 9.459 23.9 12700.271 0.9125369869184177 0.15548024065952354 0.4844037752572646 4.2814507484436035 27524.557 0.919958476080165 0.13836961691113867 0.47094617623496793 4.437199115753174 False 9 7300 9.311 23.98 11453.777 0.9115558071708838 0.14270590782892137 0.47356650124555283 4.449405193328857 26418.365 0.9187872827118091 0.12830377202702817 0.4539520062652765 4.6594319343566895 False 10 7400 9.423 24.22 10560.657 0.9057013600401267 0.15438471683463484 0.5018984985867393 4.187958240509033 30843.895 0.9149442355034162 0.1360106781190095 0.4853591902869898 4.377419471740723 False 10 7500 9.484 24.14 10885.835 0.9078212808544809 0.15861953938172596 0.507569764397397 4.239388465881348 27106.982 0.9166742382225757 0.14024727632973727 0.4887866955496766 4.4167985916137695 False 10 7600 9.427 24.17 17207.816 0.9508278391321188 0.09310026073346186 0.2637401007770299 5.518718242645264 59258.22 0.9526601911893882 0.08500125727247781 0.26647054556241623 5.675493240356445 False 10 7700 9.556 24.06 13849.589 0.9238907621690272 0.12837660412383728 0.44096980337581015 4.667804718017578 24809.934 0.9290182742987986 0.11585931880691604 0.43402769346677106 4.80804443359375 True 10 7800 9.859 23.98 14566.676 0.9178158201980594 0.13396418441353203 0.4605229838102771 4.484009742736816 25763.188 0.9243825321329987 0.1197488052228001 0.4516866615286574 4.664512634277344 False 10 7900 9.762 23.94 15192.231 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