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 24.28 457.3 315804.25 0.9774995235926015 0.0011742973140395603 0.3185585687610731 8.143542289733887 839180.25 0.9759495727989708 0.004600016792540125 0.29963560944256745 8.015766143798828 True 0 100 33.04 742.9 52037.547 0.9763801187407125 0.010639611162544454 0.27558121001092817 30.703113555908203 126621.67 0.9747574473590089 0.012436500850881249 0.2529855902267274 30.23225212097168 True 0 200 36.3 537.9 124793.18 0.9673088976208014 0.029728225832386414 -0.43844856247709313 13.264364242553711 68759.305 0.9698549928244298 0.02269146369816435 -0.4309724752778967 13.096399307250977 True 0 300 36.73 1.087e+03 38217.86 0.9694011408422492 0.020236728318784657 0.30184222012091994 18.59880828857422 63589.023 0.9700829732013341 0.015429246377279153 0.31796982630492676 18.249147415161133 True 0 400 43.62 879.1 54035.652 0.9720544717303148 0.005400776549634718 0.40276532976778745 27.228961944580078 69542.06 0.9723120780532866 0.002077070509791407 0.3927273859161171 26.748689651489258 False 0 500 36.49 577.9 67955.11 0.9685789019280633 0.023195434993083616 -0.4136767528023632 17.979068756103516 61382.547 0.970218377663811 0.016843904809064895 -0.42761842961822 17.718164443969727 True 1 600 34.31 183.7 62618.51 0.9750602823812938 -0.00013098920674285483 0.41107566165938375 22.72641372680664 72136.336 0.9757866570114787 -0.0037455510021186314 0.400324598616871 22.274892807006836 False 1 700 34.02 97.45 50592.105 0.9720011914497807 0.007286403520715101 0.33180531824324916 21.628576278686523 67862.42 0.9725855273285126 0.0029034410665988324 0.3066469234848483 21.215286254882812 False 1 800 32.01 151.0 33633.6 0.968427926371615 0.02577749084907304 0.053600858326005536 5.60525369644165 81940.42 0.9688796748910871 0.023107391484626198 0.0016554467133874744 5.75015115737915 False 1 900 32.36 67.71 41841.023 0.9714004274489049 0.02302946184317 -0.41781799635148653 7.310323238372803 108722.93 0.9704223377336241 0.023638609953236595 -0.42505322886716707 7.408658027648926 False 1 1000 31.78 338.9 69382.42 0.9726973979913415 0.012220479475845002 0.1638651794214607 18.73931884765625 66850.66 0.9740448270935141 0.0075946777248574685 0.15115928224147354 18.37198257446289 False 2 1100 39.02 485.0 36590.543 0.9736587650159629 0.0169956023686746 0.09316384195501401 5.501143932342529 91143.695 0.9720697588752437 0.018864351538487152 0.06349508735787456 5.561398983001709 False 2 1200 37.61 842.6 29203.05 0.9665834572382908 0.030255566502384545 -0.3415868624378894 12.549680709838867 61322.945 0.9665042103039986 0.030088087101001415 -0.3714247962303219 12.358307838439941 True 2 1300 34.66 499.3 39654.95 0.9672564204926483 0.031369989023976155 -0.4319946259543872 19.602712631225586 83282.234 0.9672735625579579 0.030047243007643783 -0.4369372104361766 20.238067626953125 False 2 1400 34.5 661.2 41049.38 0.9709678641439169 0.012711044534891901 0.3971538163394956 21.48072052001953 67719.76 0.9712024461873957 0.00840737306134878 0.38151340595325994 21.066837310791016 False 2 1500 38.97 353.6 35427.125 0.9632204806404403 0.04232273734989546 -0.36518021383042143 15.676321983337402 51525.504 0.9649037407243566 0.034376482304309154 -0.4000509966891961 15.491665840148926 True 3 1600 35.79 72.67 41183.76 0.9648217234518438 0.03639597763562037 -0.2993350454411472 11.253790855407715 44372.277 0.9675131173800784 0.028398939724132453 -0.27360257390348647 11.044517517089844 True 3 1700 32.6 71.89 24520.086 0.9551879622411886 0.06939209779185299 -0.47127093738120324 7.56163215637207 50058.992 0.957273873333966 0.06255544433627658 -0.46181441935757794 7.76641321182251 False 3 1800 31.76 88.55 35046.56 0.9663875935988441 0.03324928147757998 0.2931058773449719 16.14359474182129 49176.508 0.9680163428965602 0.025697412327642853 0.23689355546110888 15.798181533813477 False 3 1900 31.98 100.5 27254.973 0.963661262026226 0.04394011813770386 0.14585850872274422 13.810578346252441 44144.54 0.9655864607614988 0.036444306430907084 0.13098091052688685 13.470020294189453 False 3 2000 31.33 68.66 22289.412 0.9581287098231489 0.055082732989617425 -0.008349159971434388 6.667171478271484 36808.137 0.960353105833175 0.04814005842393437 -0.01478597648993419 6.608419418334961 True 4 2100 32.17 118.5 20348.8 0.9533538535533884 0.06199547318980254 -0.40504533312111896 7.120299339294434 33186.98 0.9566214028692457 0.0538482256442404 -0.4016109132341587 7.237756252288818 True 4 2200 31.93 76.46 20748.625 0.9484630899662466 0.07645049551929331 -0.3872833676655711 6.480290412902832 32009.291 0.9521235750922338 0.06731267508496257 -0.32146463179371176 6.543198108673096 True 4 2300 32.76 99.5 19974.738 0.9477901135390439 0.0767973714049129 -0.39917091920032155 6.685783386230469 33964.63 0.9522085115958778 0.06566668274203258 -0.3741775336331933 6.918707370758057 False 4 2400 32.54 186.3 36225.88 inf 0.027498779216926363 0.31262859393223513 5.165424346923828 68895.9 inf 0.026732033899697843 0.2687064563699718 5.545836925506592 False 4 2500 31.62 94.9 40452.285 0.9676268286307322 0.03147401160973408 0.3191379707170463 7.345394134521484 58127.88 0.9696807022550655 0.02447989296068301 0.2896082139896449 7.195755958557129 False 5 2600 31.78 87.24 22568.23 0.9553979855962058 0.0680881521472269 -0.1786153995340386 7.471965789794922 36277.445 0.9584175016462697 0.058528640324051306 -0.17473146668314643 7.372223854064941 False 5 2700 31.88 141.1 25099.71 0.967220886488544 0.025455831940335794 0.38999307153058066 10.640913963317871 45770.96 0.9693834327831934 0.02017033926144558 0.3892531539353865 10.37792682647705 False 5 2800 31.98 87.13 21613.014 0.9522558164886135 0.06158420072570429 -0.4040317581575877 7.7269744873046875 27999.445 0.9573892476190051 0.04900933226285461 -0.41707714548318653 7.806476593017578 True 5 2900 32.53 89.14 24937.008 0.9589876316247764 0.060473948769868405 -0.14152090053668231 9.43840217590332 45409.793 0.961191329312272 0.05212801037772459 -0.14359399205865447 9.255096435546875 False 5 3000 32.31 74.11 19777.434 0.9518095749839797 0.06688234369865985 -0.23801555361048482 6.352475643157959 33800.82 0.9556028728294125 0.05768612281260118 -0.2189002114943174 6.392496109008789 False 6 3100 31.56 69.07 23567.803 0.9532177563294789 0.08180842375614085 0.07600290560960558 6.352043628692627 40476.508 0.956212817318602 0.07127572021634263 0.042379932382845445 6.338333606719971 False 6 3200 31.31 68.72 22507.412 0.954381659242433 0.058757817161313924 -0.242023419695221 6.017632961273193 42733.074 0.9568454973932004 0.05094078953966116 -0.2024172683191516 6.207275867462158 False 6 3300 31.55 72.07 22307.45 0.9611836533525668 0.057950324933373085 0.2540291805009719 11.947198867797852 44227.85 0.9631582234138646 0.05059589474999704 0.21051460196985147 11.67685604095459 False 6 3400 31.11 73.15 25531.145 0.9582717497008075 0.04808914078484787 0.13609551120566624 6.294193267822266 30028.336 0.9630098927821935 0.03691515047976023 0.10296227402940812 6.242382526397705 False 6 3500 32.08 73.54 17270.885 0.9468450306553681 0.08312343682923769 -0.4077356682417244 6.947200775146484 27641.012 0.9516531653396119 0.07064813862781578 -0.39725919871774223 7.050238132476807 True 7 3600 33.51 73.8 17454.277 0.9469382661313108 0.08692829184127668 -0.2505634069210445 6.117239952087402 33010.195 0.9510977147817498 0.07536444360179728 -0.19612040478258655 6.145614147186279 False 7 3700 31.92 71.38 17588.6 0.9447063390478224 0.07912820005079339 -0.2961878673019353 6.08713436126709 26670.223 0.9501090032092335 0.06662910777463851 -0.2607195859745594 6.161464691162109 True 7 3800 35.6 88.64 20319.69 0.9465399868205167 0.08304812778903563 -0.003205466065938611 5.639048099517822 30574.64 0.9503938318844338 0.07226684782434722 0.003886235801964338 5.8390655517578125 False 7 3900 32.18 404.7 24014.75 0.9416807918510094 0.09052673155648709 0.13887416734660457 5.384311199188232 25255.984 0.9477530664397973 0.07592482900828722 0.1043987362040749 5.491718292236328 True 7 4000 37.66 467.9 26523.27 0.9590030056726442 0.05485341574006757 0.38717906820911235 4.8664093017578125 48323.625 0.9619553421060678 0.045279594102238946 0.3540108415024351 5.04213809967041 False 8 4100 33.58 105.7 21140.576 0.9444427527391384 0.08883958231793329 0.1452411917700903 5.387928485870361 27567.043 0.9499934540006664 0.07477618674597719 0.10899901174071386 5.449712753295898 False 8 4200 35.95 237.4 25399.863 0.9398967175162604 0.08692955144616141 0.3272526088724531 4.97784423828125 28984.79 0.9465338409464632 0.07457740637131957 0.29381554905313995 5.08182430267334 False 8 4300 35.26 307.7 21788.654 0.949824536429586 0.06912468908127646 0.05698352147979588 7.59047269821167 26954.275 0.9552460651210407 0.0556259112254424 0.038092943934973526 7.461195945739746 False 8 4400 37.42 107.9 20210.19 0.9534900221828569 0.06943048556019134 0.3368868846466936 5.440871715545654 37751.93 0.9580894415532505 0.055573111831148034 0.2940114665932944 5.440103054046631 False 8 4500 33.75 110.8 18477.562 0.9466730284634606 0.08582164359785056 0.24833376921679592 5.262548923492432 35401.45 0.9520778581537942 0.07114315765453784 0.18680209971830605 5.381231307983398 False 9 4600 35.19 106.9 22575.309 0.951848741078424 0.06839679369824278 0.35881352694316637 5.464624881744385 40640.812 0.9552010825304217 0.06082201635750514 0.3174808920774413 5.425158977508545 False 9 4700 33.29 83.17 20506.838 0.9445370129437229 0.08889941044597037 0.3621037845185981 5.588850975036621 29555.355 0.9499613753669337 0.07538090332789964 0.3071959832439491 5.555191993713379 False 9 4800 32.63 71.19 18348.984 0.9447600183174659 0.09881485080651399 0.23601950931153698 7.198513507843018 39601.99 0.9496088982224312 0.08522231441739525 0.16997977551061902 7.094760894775391 False 9 4900 30.69 67.33 20056.623 0.9514062295516874 0.07581991530079042 0.35388468190884675 5.400415897369385 46024.906 0.9551195970857506 0.06495651515177696 0.2926829013894516 5.612880229949951 False 9 5000 31.08 96.86 33016.234 0.9513610253279274 0.07191153468597894 -0.37618348689812303 7.413637638092041 28606.445 0.9566227272642002 0.05766406035722613 -0.3585557841716975 7.374387741088867 False 10 5100 31.37 82.4 16727.139 0.9452223104112499 0.09002797793813684 0.013860567032223358 8.148079872131348 33632.203 0.9501648278657151 0.07817300057910616 -0.004487977005677062 7.99950647354126 False 10 5200 32.5 122.8 15899.276 0.9396503861166448 0.09820002477528753 -0.38749357250643424 6.416496276855469 29153.295 0.9461891177019229 0.08462187693237964 -0.35187635259459005 6.518418312072754 False 10 5300 31.55 77.46 16458.658 0.935375794022749 0.10199510856225004 0.005703191972500122 5.540318489074707 23262.629 0.9431260774407622 0.0851303646957133 -0.004104845822252792 5.675474166870117 True 10 5400 32.12 79.63 25988.81 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