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 17.33 38.92 62217.105 inf 0.002322847427135342 -0.29776755562153445 420.1191711425781 45137.918 0.9928733987300565 0.0027145822729483203 -0.3753105774867602 428.4842834472656 True 0 100 29.49 27.54 4641.0776 0.9864887353215817 0.033785515353084 -0.24154720361777007 19.27052879333496 4013.4602 0.9877130768815223 0.03282715125322077 -0.27006347612925463 17.820354461669922 True 0 200 29.24 27.6 3661.6426 0.9783402491163146 0.05994265174382829 -0.31879626091057545 9.370516777038574 3440.9617 0.9801343513929006 0.05696954097430667 -0.3605222654589043 8.694109916687012 True 1 300 32.19 27.5 4794.4165 0.9761054086351257 0.06330449050052504 -0.3236476336528817 6.983236789703369 4333.513 0.9786420568046539 0.053670196478608725 -0.3620052858151058 6.796474933624268 False 1 400 29.02 26.82 3485.059 0.9752291359980341 0.07821396960895838 -0.3104957790314966 7.133166790008545 3272.4797 0.9774437849936891 0.07129447667883528 -0.35444402714929774 7.0441741943359375 True 2 500 28.94 27.29 3395.27 0.9752042517488451 0.06636971492894056 -0.2575248338870906 7.833729267120361 3461.3677 0.977954098578652 0.06270356562198558 -0.3089809380323153 7.381891250610352 False 2 600 28.74 27.53 3586.8015 0.9731650261342412 0.0726059640311878 0.2223644300093951 6.651158809661865 3683.1475 0.9769741442382647 0.05928248469821373 0.25014863876598303 6.515934944152832 False 2 700 29.05 27.14 3120.5178 0.9700208162508447 0.08777102078793134 0.3356891614620284 6.857597351074219 3298.5098 0.9734929319951977 0.07887467316522619 0.36464613463443774 6.536110877990723 True 3 800 29.16 26.84 3537.6042 0.9758146829643425 0.05658870645240514 0.3369916279521433 7.385830402374268 3867.5022 0.9783820845925307 0.05599678577320195 0.3689052804300688 6.905604362487793 False 3 900 28.57 27.03 3450.6533 0.9736065313734157 0.08147427130719251 0.3393641527881795 6.3806915283203125 3713.8645 0.9774222064119309 0.06752081584051606 0.3728216668400884 6.098694801330566 False 4 1000 28.77 26.77 2947.181 0.969497756968817 0.09043571403549094 0.337253090364673 6.10045862197876 3396.122 0.9743631582169459 0.07881055130257485 0.3741053172242595 5.871377944946289 False 4 1100 29.08 27.1 2982.4175 0.9697102273000748 0.09453783772454204 0.3328352014609449 6.087931156158447 3462.2466 0.9744310245742492 0.0809598055006825 0.3723811450614089 5.838322639465332 False 5 1200 28.38 27.01 2893.174 0.9693674679079313 0.09783747930618802 0.33569334697086195 5.989380359649658 3543.551 0.9747730013073909 0.08144820117103772 0.3710129892121609 5.793478012084961 False 5 1300 29.06 26.77 3483.681 0.9743558143528994 0.06026185015808635 0.3350058842648526 5.971002578735352 4379.2314 0.9787588894582833 0.05490691288899941 0.3717194405323887 5.7259321212768555 False 5 1400 29.27 26.99 2710.8682 0.9662384836673883 0.10026768078996719 0.32960731528491394 6.027712821960449 3556.336 0.973243277378064 0.08131435725292407 0.36936232759854953 5.762266159057617 False 6 1500 28.92 27.18 2667.6416 0.9682793030537437 0.09356059625451557 0.33821821565621174 6.03764009475708 3637.1372 0.9755888070925148 0.0733376217679162 0.37443264703603724 5.755855560302734 False 6 1600 29.36 26.72 2467.6995 0.9638870468105876 0.10853863848053312 0.33799080036983564 5.992146968841553 3402.3455 0.9721267106665281 0.0871672268846806 0.3750418377162355 5.734792232513428 False 7 1700 28.7 27.25 2516.4475 0.9608574902754563 0.106943191315327 0.3395164568400414 6.004884243011475 3466.6396 0.9699981788433397 0.08641137909215202 0.37853844275162385 5.8510918617248535 False 7 1800 29.07 27.49 2486.302 0.9611644589827516 0.11503776763501732 0.34188297097615067 5.899710655212402 3445.5537 0.9708275464291394 0.0907547603646294 0.3809178957933047 5.632598876953125 False 7 1900 28.87 27.15 2406.9404 0.9589396828954155 0.12068214156656595 0.3449443786248213 5.965243339538574 3361.51 0.9692917278342985 0.09279510370934359 0.38302466813579256 5.804417133331299 True 8 2000 31.15 26.98 2404.7314 0.9582384869616114 0.12200308159848408 0.34464206955549803 5.909717559814453 3431.9854 0.9691991188978568 0.09156972205539667 0.3850872155538387 5.7056779861450195 False 8 2100 28.75 26.93 2397.5566 0.9580546007195723 0.11558322373948222 0.3510062264844816 5.922754764556885 3415.5413 0.9691513421710433 0.08597382114464776 0.38729359631529314 5.687364101409912 False 9 2200 28.46 26.8 2332.1414 0.957575355327568 0.11900255214952471 0.3512011706996317 5.922341346740723 3446.7935 0.9692805557656576 0.0874789652736383 0.39115863357437763 5.705992698669434 False 9 2300 29.06 27.51 2331.0989 0.9616781993475847 0.11297209518990138 0.35737504853873614 5.8446455001831055 3360.163 0.9725096191883164 0.083436100810106 0.39588751479963397 5.5748162269592285 True 10 2400 29.18 27.47 2255.5308 0.9573528340187191 0.12355136756666454 0.36089736981065706 5.84818696975708 3366.3396 0.9691978260214686 0.09137565566090462 0.39851471008728884 5.598651885986328 False 10 2500 28.46 27.08 2288.718 0.9520786447708163 0.13274366284811417 0.36610265548195187 5.877339839935303 3182.1973 0.9660812721386244 0.1003978974616081 0.40495000123263286 5.5580644607543945 True 10 2600 29.64 26.94 2208.761 0.9540141906778029 0.12247056717540454 0.3705059537804456 5.811070442199707 3373.8347 0.9683621879858718 0.08569524357178744 0.40603896855636007 5.532725811004639 False 11 2700 29.0 27.55 2259.9788 0.9599136828032434 0.1148592952813141 0.38142099456931133 5.723791599273682 3285.3247 0.9724081377972894 0.08295061291780223 0.41986773525587373 5.47245454788208 False 11 2800 29.04 26.66 2105.8115 0.9503192594259059 0.1411347498320279 0.3853598003591953 6.052997589111328 3203.4985 0.9665801311468581 0.10001374950397518 0.42516679269405006 5.909664154052734 False 12 2900 28.8 27.27 2037.797 0.9483263892571021 0.13994360033697373 0.3785102118593063 5.740520000457764 3218.8208 0.9655403097278882 0.0980106877577376 0.42364620373522477 5.4778032302856445 False 12 3000 29.06 27.01 2158.0125 0.9510706623565754 0.14026255134187976 0.3870941703072358 5.734796047210693 3022.7124 0.966039425430613 0.1011040494333137 0.43123966326427654 5.4964423179626465 True 13 3100 29.16 27.44 2214.7488 0.9586054963947006 0.11078041568102012 0.39444725121400986 5.748081207275391 3503.1963 0.972005947151709 0.07946499644843694 0.43354162600186574 5.536396503448486 False 13 3200 29.01 26.98 1975.8702 0.9518985751428843 0.14572602669112836 0.4120520509940904 5.596728801727295 3157.7917 0.9687896824128372 0.09791647556291516 0.45436777782853555 5.334611892700195 False 13 3300 29.04 27.01 2127.5723 0.9478427343437595 0.14377575765923528 0.3902055190201845 6.073431491851807 3262.0818 0.9658504227841954 0.09830410466936412 0.4260762124087842 5.998254776000977 False 14 3400 28.93 26.81 2002.1644 0.94909597351147 0.13770082356805266 0.4039676022665154 5.660667419433594 3227.276 0.9662915618980926 0.09467642521229189 0.43413747258796936 5.465471267700195 False 14 3500 28.83 26.83 1953.8083 0.9448249675233922 0.15075608155051515 0.40700820468031307 5.576897621154785 3151.9204 0.9645536878994865 0.10244883816887003 0.44215950163550927 5.3034868240356445 False 15 3600 28.72 27.31 1810.7294 0.9434545602492473 0.15752771299145568 0.4152208729875266 5.619091033935547 3025.0105 0.963603044274006 0.10582491324359407 0.45221308213964995 5.296090602874756 True 15 3700 29.75 27.32 1869.4259 0.9451409211794035 0.15550736440529286 0.4279834936503989 5.464993476867676 3181.2366 0.9659109709107622 0.10086197637167023 0.4634580864438802 5.1951069831848145 False 15 3800 29.28 27.52 1763.4032 0.9435117049593422 0.15682861316566862 0.43102239753313987 5.578309535980225 3102.7017 0.9643296178907907 0.10309871076065362 0.4679400925427073 5.248406887054443 False 16 3900 28.82 26.88 1917.4619 0.9390733481895142 0.1594074338137791 0.4374130591330671 5.433096408843994 3117.3699 0.9624282326072441 0.10401975958665698 0.4739409888531448 5.143967151641846 False 16 4000 29.05 28.75 1813.5333 0.938849895036405 0.163694448572466 0.43926923374733357 5.421781539916992 3071.4697 0.963127147410622 0.10292448657302665 0.47818788583072414 5.1058669090271 False 17 4100 28.84 27.46 1941.3735 0.9410372469452161 0.1610070597990371 0.44792669821947867 5.4214768409729 3000.4248 0.9633288024649336 0.10402033011819622 0.48261619230020186 5.164586544036865 True 17 4200 30.92 26.8 1880.4371 0.9342592318412791 0.16519818093470595 0.4440192341602256 5.45281457901001 3080.4485 0.9602633925812877 0.10308539351573985 0.4798724144089376 5.128539085388184 False 18 4300 28.83 26.62 2015.8588 0.943792431545256 0.16207504588021332 0.44970078178341816 5.347296714782715 3076.6533 0.9670518832609853 0.09655876738997428 0.481690727105675 5.077542781829834 False 18 4400 29.06 26.62 2032.7759 0.9408769197187841 0.1720411312831387 0.45235775933442035 5.491086006164551 2953.9912 0.9646341514216422 0.10546434778891477 0.4860472393580437 5.1635050773620605 True 18 4500 29.11 27.28 1872.8652 0.9391117039609509 0.1726298708830492 0.44674584957229 5.349211692810059 3027.78 0.9636530232305631 0.10529259917951038 0.48287343515281744 5.047167778015137 False 19 4600 28.6 26.63 1701.894 0.9370922599346073 0.17861903750612942 0.455566203171422 5.309679985046387 3074.2195 0.9631460043812554 0.10704631993287415 0.4893491488115063 5.035231590270996 False 19 4700 29.02 26.62 1783.7181 0.9309948093193833 0.18263575590147188 0.4569390868039026 5.309325218200684 3106.58 0.9615019415252379 0.10484285478738405 0.4898393937090342 5.016587734222412 False 20 4800 28.27 26.6 1700.7911 0.9278418855288496 0.18901852434106722 0.46167485283270776 5.272189617156982 3009.1418 0.9597851557239193 0.1088539453616093 0.4928087161578419 4.991468906402588 False 20 4900 28.41 27.02 1677.5015 0.9272650676060199 0.1879525498868652 0.4664724634881919 5.4422831535339355 3072.2563 0.9602883340403253 0.10595929526911887 0.5010510724513354 5.192081928253174 False 21 5000 28.19 26.65 1788.697 0.9336108808038722 0.18169190648307376 0.4628004552446097 5.322887420654297 2935.6902 0.9635817612112392 0.1028741607956817 0.4969843234897213 5.019052982330322 True 21 5100 28.98 26.64 1705.882 0.9402027303319407 0.17896029570476274 0.46440269354647856 5.273087024688721 3003.762 0.9664021678609496 0.10216797040539138 0.49329724493531646 5.028066158294678 False 21 5200 28.52 26.62 1621.3918 0.9197905636213307 0.20002171122426438 0.4742028423784909 5.369010925292969 3045.087 0.9577311302624085 0.11018543097455957 0.5045054450801795 5.059481620788574 False 22 5300 28.35 26.62 1699.327 0.9236471231618705 0.19201739040722537 0.46903504846047533 5.215038299560547 2874.261 0.9594734985734235 0.10415982875972453 0.5003752340088476 4.936482906341553 True 22 5400 28.95 26.73 1738.6685 0.9291016836910952 0.18486104664353373 0.47198148361729975 5.21732234954834 3034.945 0.9624402755554823 0.09943689288401925 0.5034292788892053 4.92855978012085 False 23 5500 28.5 26.74 1694.8657 0.9226666618837663 0.1969642275530091 0.4714721658831096 5.368628025054932 3013.3413 0.9580334475998279 0.10776493340757386 0.4990534452837427 5.083558082580566 False 23 5600 28.47 26.61 1691.3262 0.9279391014227235 0.2050903769542939 0.4793436575781036 5.19406270980835 3045.3079 0.9621077364605509 0.10898957180906754 0.5096063894677564 4.907010078430176 False 23 5700 28.45 26.59 1817.6377 0.9416860300995483 0.18071921438719965 0.46866727119923846 5.2598185539245605 3214.3672 0.969439467779607 0.09421821913588375 0.5000527680949132 4.9640045166015625 False 24 5800 28.35 26.58 1666.9197 0.9207674588306776 0.21524006191281012 0.47682210848425094 5.2332868576049805 2894.9954 0.9598257703491233 0.11428484911567795 0.5091451786143922 4.967209815979004 False 24 5900 28.55 26.58 1767.4866 0.9099418499604909 0.2169966710929867 0.48063524674591157 5.1484456062316895 3076.4204 0.9558657748690226 0.10995632328465064 0.5096616046098812 4.892849922180176 False 25 6000 28.13 26.6 1819.1608 0.9272434621930957 0.1994701486802828 0.48422413097475414 5.370737552642822 2980.8606 0.9602187075469194 0.10864361813920641 0.5103785868753478 5.165781021118164 False 25 6100 28.71 26.59 1603.5919 0.9232919402228821 0.2075308583554698 0.48363172336024235 5.143184185028076 2988.0027 0.9602738824267754 0.11022911934733812 0.5078823350661312 4.921828746795654 False 26 6200 28.43 26.58 1629.7917 0.9165420545839099 0.2181496336426867 0.48497707948887886 5.30634069442749 3054.6655 0.9586425308924623 0.11154134063117709 0.5101057378706836 5.026355743408203 False 26 6300 28.77 26.61 1496.5265 0.9167151910492456 0.22296309338608367 0.486328049373783 5.342016696929932 2950.0503 0.9597899011324164 0.11150295586928115 0.5077619612459331 5.149544715881348 False 26 6400 29.07 26.61 1510.6688 0.9102868365472929 0.22515440673983841 0.4888768963212941 5.121118545532227 3035.2598 0.9576020959509168 0.10872323302711626 0.5141631275386848 4.881237506866455 False 27 6500 28.83 26.62 1475.4739 0.9131494571963132 0.23252884361458484 0.4942637105113451 5.140295505523682 2969.252 0.9589496371751546 0.11201331191542406 0.5178481624060869 4.879518508911133 False 27 6600 29.05 26.58 1471.1228 0.8982726723815675 0.23774872066105082 0.4897184405810778 5.228707313537598 2955.2917 0.9537147865067819 0.11040448222194629 0.5129160073058351 5.021971702575684 False 28 6700 28.83 26.59 1458.3295 0.9060500864182857 0.23169419319821244 0.4961758412777465 5.283100605010986 3073.0366 0.9570100154214909 0.10783364817811904 0.5181033307755969 5.085335731506348 False 28 6800 29.07 26.62 1310.0632 0.9108939486203704 0.24706953694647651 0.4954179489997276 5.0840277671813965 2923.4946 0.9598706923008288 0.11542760263151357 0.5158241302978456 4.852703094482422 False 28 6900 29.06 26.62 1362.544 0.9021673734629467 0.24632067106586697 0.5012620244222395 5.091375350952148 2888.734 0.9554870174159203 0.11527564623717357 0.5231558354847355 4.853693962097168 False 29 7000 28.19 26.59 1514.9525 0.8982325062756163 0.24760786013646935 0.49802304820592425 5.363593578338623 2891.17 0.9546170904997039 0.11195490937839585 0.5175247296806373 5.176508903503418 False 29 7100 28.85 26.62 1409.6338 0.9011451893334594 0.2478755160148279 0.5008234684721181 5.03969144821167 2914.09 0.9554791440027662 0.11228874669205309 0.5167057741699447 4.854979991912842 False 30 7200 28.47 26.58 1452.3458 0.8924989356233847 0.25135405474999006 0.5071220197757935 5.291763782501221 3222.2466 0.955723672853236 0.10471662863922106 0.5175145204210307 5.115386486053467 False 30 7300 28.43 26.64 1379.4907 0.8958943535792658 0.2544230679261574 0.4942900724103176 5.080807685852051 2767.48 0.952874817900588 0.11729459879567339 0.5163066559547228 4.867452621459961 True 31 7400 29.24 26.58 1559.1042 0.8866739266745342 0.26510921347886746 0.5009308399327688 5.142041206359863 2992.5527 0.9526430295808858 0.1119553920123968 0.5152916152834492 4.982021808624268 False 31 7500 29.06 26.59 1455.4442 0.8853935774945559 0.2659105400429661 0.508292154508304 4.975712299346924 2988.2273 0.953514960139561 0.11075451181251685 0.5200307535792531 4.81378698348999 False 31 7600 29.05 26.6 1346.1768 0.8875967743274096 0.2720015917271779 0.5028043743152072 5.639448642730713 2978.63 0.953300350044158 0.11427149139439222 0.5098126378586779 5.527457237243652 False 32 7700 28.83 26.58 1310.268 0.8855370443941977 0.27497437833347754 0.5112616037617497 4.942739009857178 3171.087 0.9554786044370258 0.11014751281226046 0.523336119990827 4.779816150665283 False 32 7800 29.06 26.6 1327.2162 0.8783562152460631 0.2828927274775159 0.5113685280170424 4.969834804534912 2935.7566 0.9514729281633338 0.11493042506158359 0.5276637480221754 4.772227764129639 False 33 7900 28.82 26.61 1242.1665 0.8848168880257901 0.27983820739688664 0.5148698368285173 4.992352485656738 2934.826 0.954714498369496 0.1101329479263802 0.5256834538879566 4.831662654876709 False 33 8000 29.06 26.58 1453.3954 0.8758605303588431 0.2882987413413572 0.5068566130789028 5.382486343383789 3338.9412 0.9537608812748349 0.10765371083141155 0.5130456185356558 5.221877574920654 False 34 8100 28.83 26.61 1333.2528 0.8814209210801672 0.28720733164542067 0.5207030061816597 4.98552131652832 3240.1348 0.9584533829702786 0.09941894991052161 0.5286746823774505 4.830410003662109 False 34 8200 29.04 26.6 1243.0437 0.8734480815703656 0.3039437897864059 0.522047911252202 4.906416893005371 2924.4275 0.9555689268497962 0.10650780237086184 0.5310357797127676 4.754504203796387 False 34 8300 29.03 26.59 1187.1389 0.8638342917234823 0.3090208507104919 0.5167501562468719 4.909888744354248 3076.2703 0.9531329493774426 0.10636977796668409 0.5275726109482837 4.751612663269043 False 35 8400 28.81 26.58 1150.6348 0.8666187977618321 0.3112828005172162 0.5175243094166269 4.898396968841553 3168.3904 0.9537665455370657 0.10879689259301428 0.5269636490337692 4.756162643432617 False 35 8500 29.06 26.59 1226.1947 0.8675237630534924 0.31752441272970516 0.5256041409932469 4.951632022857666 3132.4456 0.954871012004093 0.11007128195592301 0.5309718846118384 4.845407962799072 False 36 8600 28.33 26.61 1100.3905 0.8766973729540305 0.32061112240830564 0.527685088045792 4.964779376983643 3119.9297 0.9587936358355577 0.10528243230305183 0.5357745364039372 4.789778709411621 False 36 8700 28.41 26.79 1225.6534 0.8579604133294743 0.3365114756464826 0.5267103244659154 4.8289666175842285 3126.727 0.9545871075708986 0.1083063367286006 0.5295221005671604 4.765976905822754 False 36 8800 28.35 26.61 1139.393 0.8524953733862455 0.34219003731642583 0.5303379138655732 4.840707778930664 3135.5906 0.9539134918371655 0.10930779753383046 0.5300675574715161 4.745326042175293 False 37 8900 28.12 26.58 1072.6466 0.8501324605680969 0.35741264372327347 0.5377420752930967 4.915998458862305 2927.5928 0.9523937224025588 0.11630701848429745 0.5341657822770433 4.8290019035339355 False 37 9000 28.53 26.6 1102.7355 0.8441880674143027 0.35596779837973425 0.5157650819425701 4.941262245178223 3065.3643 0.9534086917207673 0.10758238177384545 0.5264300810407017 4.814939975738525 False 38 9100 28.58 26.6 1123.7043 0.8567600202099809 0.3570650249074095 0.5321105395744492 5.070774078369141 3029.2102 0.9564651346991022 0.11112456777177472 0.5334570731637623 4.974766731262207 False 38 9200 28.86 26.65 1127.9237 0.8323657599719038 0.36817605178369006 0.5413153529707833 4.845391750335693 3456.2017 0.9546712069882287 0.10406761515091005 0.5373978153284511 4.761308193206787 False 39 9300 28.16 26.61 1150.3481 0.8620438349197485 0.3619306782552328 0.5371444287480815 5.277884006500244 3000.5964 0.9582178986883175 0.1093217139479299 0.5346618569799526 5.186360836029053 False 39 9400 28.35 26.61 1111.361 0.8402150306553127 0.37728859786593705 0.5457226515397263 4.954923152923584 3114.0896 0.9550244585466741 0.1070753884317353 0.5323413407709882 4.927801609039307 False 39 9500 28.36 26.6 1237.7479 0.838060745221872 0.38080931279964364 0.5467354593784207 5.080962181091309 3077.998 0.9543437557025484 0.10846240868129958 0.5338410316193182 5.066631317138672 False 40 9600 28.15 26.61 1105.4271 0.8318936859510953 0.376085845514441 0.5446817820887468 4.822702407836914 3454.5857 0.9543279858162417 0.10388694614272978 0.5254987794063265 4.89564323425293 False