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 17.23 53.09 6585.6646 inf -0.003204451179769335 0.010064490758591327 655.5904541015625 6867.69 inf -0.003471812523881593 -0.03499497048441547 648.9534912109375 True 0 100 29.55 41.58 505.0815 0.9639317925819177 0.06647647871341686 0.001329037318685218 4.75373649597168 515.30914 0.9664473041937685 0.058209398950654245 -0.04915925920721068 4.553680419921875 True 0 200 29.3 41.97 463.13705 0.9572090316814303 0.10368182514162141 0.008531509155657138 4.754309177398682 486.69733 0.9606905025948494 0.08935820680265 -0.05191872276004775 4.566364765167236 True 0 300 29.46 41.55 489.03543 0.9586147522573597 0.06126806326220279 0.019954684413928628 4.765182018280029 520.59656 0.9626034503002882 0.05004510651692948 -0.035437572930878895 4.5575971603393555 False 1 400 37.99 42.33 461.54315 0.9579240764768894 0.0723205499355608 0.021334567628668023 4.7631072998046875 496.33163 0.9618085737743157 0.06016163240854155 -0.042921459411963736 4.587965965270996 False 1 500 28.9 41.85 464.2242 0.9576894932356165 0.07029713819657656 0.017187222878182376 4.756423473358154 497.495 0.9616687199393317 0.05782784848713395 -0.04832011471119991 4.57970666885376 False 1 600 28.78 42.44 520.1382 0.9632458996362874 0.04367558876688158 0.02430266913059783 4.75097131729126 568.4931 0.966539022033402 0.03574382701241447 -0.03309164390305623 4.562127590179443 False 1 700 28.88 42.01 442.05505 0.9552184489119496 0.07506606139036184 0.022205107043340642 4.758892059326172 492.25986 0.9592850291911647 0.06400184950329363 -0.04070093981782424 4.580930709838867 False 2 800 28.33 42.5 433.6879 0.955736296117571 0.07275211428087595 0.02614310811059345 4.751873016357422 489.6636 0.9599747077463884 0.06157912367764093 -0.03729616046791989 4.5707292556762695 False 2 900 28.64 41.96 422.0149 0.9542774937949816 0.08092442488470286 0.01744265384734638 4.753268718719482 483.82053 0.958436149144441 0.0701622978620984 -0.03258734050558701 4.549415588378906 True 2 1000 29.25 41.64 422.42065 0.9544015041371963 0.07632419236368441 0.02330749588448109 4.7677388191223145 488.06427 0.9584753330772927 0.06646336249683099 -0.02519335306823186 4.580996513366699 False 3 1100 29.11 41.85 402.5832 0.9513718702486927 0.09302416883132165 0.02241753556453551 4.750523090362549 476.013 0.9559097455769037 0.07969406839863989 -0.01616586376457568 4.542662143707275 True 3 1200 29.39 43.76 419.57724 0.9547417175356719 0.07110940088140968 0.007914521313551269 4.780290603637695 496.6428 0.9590565106965669 0.06035221779153827 -0.010435246031748368 4.583447456359863 False 3 1300 28.78 44.67 397.69702 0.9518000164742361 0.08612167035274644 -0.018617760852463507 4.770469665527344 480.4832 0.9570380766066111 0.07094417502848045 -0.0640623685211554 4.582394123077393 False 3 1400 29.04 41.42 371.822 0.946620891962536 0.10224264422760362 -0.012146458399505828 4.763611793518066 477.87354 0.9530009288677509 0.08349949870605304 -0.0441006117731638 4.566250801086426 False 4 1500 28.79 42.51 362.02362 0.9442667897476608 0.11476318175091615 0.009431636588247486 4.764132499694824 467.4244 0.9508186318582613 0.0949694767539175 -0.022181278666441838 4.569622039794922 True 4 1600 31.29 41.72 382.3895 0.9465826239007645 0.1021719214418484 0.0070952322411002725 4.769679546356201 463.29767 0.9523598811672589 0.08572865881711501 -0.02869326782836952 4.580260276794434 True 4 1700 29.11 42.16 370.0048 0.9463923019000576 0.10562827218111262 0.035915478833762046 4.756412982940674 479.3875 0.9524750961630123 0.08779382092657477 0.03411617077050274 4.531113147735596 False 5 1800 28.66 41.63 515.0785 0.9536381900354077 0.08217968244640768 0.00950047216143597 4.934881210327148 612.9588 0.9586762271277451 0.0693835421398183 -0.027781743199788905 4.771214962005615 False 5 1900 28.93 41.6 357.61673 0.9408338846939436 0.12536230061140527 0.020260715739661116 4.767839431762695 459.90564 0.9476460231392326 0.10633033957944457 -0.02359837094462224 4.584357738494873 True 5 2000 29.36 42.75 375.7585 0.9457136865243808 0.10361916921833551 0.037151485693519386 4.744081020355225 476.9738 0.9515407436047928 0.087728980989342 -0.0062635793520314795 4.552072048187256 False 5 2100 29.07 41.56 523.5023 0.9537804421558266 0.07811423504949545 0.023362838505595188 4.758013725280762 648.36707 0.9592442562925902 0.063806543782767 -0.005456470022356136 4.561527729034424 False 6 2200 28.82 41.81 358.3355 0.9440594685918257 0.10839440736971626 0.031577998113086383 4.789804458618164 460.59525 0.9510024851287395 0.08909549028921472 0.001616738713707734 4.6033935546875 False 6 2300 28.73 41.42 348.90247 0.9440422276114107 0.1112616759581966 0.0420093007250297 4.874168872833252 453.5332 0.9508365678326036 0.0914622753339206 0.011526719022580722 4.700275421142578 False 6 2400 28.78 42.35 356.29156 0.9456346866368206 0.10738843702796005 0.062159709042422705 4.735082626342773 460.47217 0.9521960391357398 0.08782561603378929 0.034431126136637076 4.530905246734619 True 7 2500 29.1 42.39 347.02155 0.942539178594028 0.11492710911443546 0.07771247083135895 4.747509002685547 455.5242 0.9502873866835271 0.09263333749740708 0.08480962032977983 4.5181660652160645 True 7 2600 29.32 42.51 336.77426 0.940850229039061 0.11893980568504703 0.05719799905611031 4.735541343688965 449.77145 0.9487764145170958 0.09737664904079937 0.03016854630916825 4.531628131866455 True 7 2700 29.2 42.98 333.96512 0.9398949427947503 0.1242940481476556 0.01488916072687595 4.758225917816162 443.52777 0.9486170414523566 0.09838801174283482 0.0021045129608828015 4.553090572357178 True 7 2800 29.29 42.15 332.46536 0.9392252928415219 0.12358252137244614 0.009666625834605065 4.854208946228027 454.7618 0.9479679227989318 0.09875170691282112 -0.0186933781820636 4.675340175628662 False 8 2900 28.86 41.86 370.4188 0.9407520034806609 0.1112842293450409 0.045841399552745944 4.755855083465576 482.83093 0.9489765370846497 0.08884568424230575 0.020599292366974376 4.55929708480835 False 8 3000 28.91 41.81 332.05084 0.9376316381879357 0.13550210963702686 0.08677144604925897 4.753735065460205 448.60568 0.946136013507402 0.110352113637831 0.04183206084334355 4.572437286376953 False 8 3100 28.78 41.87 323.52548 0.936918089726884 0.12963237386510093 0.06328156879123144 4.769796848297119 454.16248 0.9473402271593274 0.09991831726190398 0.029280845224934637 4.582308292388916 False 9 3200 29.01 41.79 310.77167 0.9339717659911445 0.14389369567465693 0.09115520362290508 4.738164901733398 439.41864 0.9445937289352597 0.11297282858646338 0.06793641445955127 4.538547039031982 True 9 3300 31.2 42.42 316.55685 0.9356761071888883 0.1417026295991399 0.05288903400122633 4.739556312561035 444.7987 0.9455776291043245 0.11149022956437635 0.040953601992394395 4.529148578643799 False 9 3400 28.98 42.58 299.58273 0.9276165130761732 0.16069039926503667 0.0830544814739202 4.737097263336182 444.36685 0.9409129997824465 0.12220369152995765 0.05754674963142603 4.521304130554199 False 9 3500 29.0 42.09 339.18515 0.9430749438967959 0.10995231487519484 0.07205500185321091 4.806736946105957 467.56793 0.9523621335101564 0.08178711164509782 0.028932245079058266 4.631862640380859 False 10 3600 28.48 41.35 302.3828 0.931766215095109 0.14548034403272211 0.08609334740590018 4.725884914398193 440.62177 0.9441793693405045 0.10864140044373724 0.06440007479074521 4.5131096839904785 True 10 3700 29.52 42.15 308.34418 0.9314830304878656 0.14607303947083555 0.08311374469839153 4.724520206451416 448.5308 0.9444208139037771 0.10912737418994398 0.052030010301191844 4.526861667633057 False 10 3800 28.83 42.2 299.25333 0.9303212010258985 0.1495494545646085 0.0717546006296027 4.728463172912598 434.00684 0.9443319609906702 0.10867387208408737 0.0331884996247567 4.52734375 True 11 3900 28.95 42.42 297.29608 0.9304208277553289 0.14893089650084756 0.08315349276415455 4.759511470794678 442.5957 0.9448796803643401 0.10740484072953298 0.04820410240774865 4.5729875564575195 False 11 4000 28.79 41.86 283.0215 0.9223859844846347 0.16422402324188087 0.10039911324301444 4.721623420715332 447.97855 0.9400138980656723 0.11585005931879691 0.0830626456762677 4.505993366241455 False 11 4100 28.7 41.65 364.80493 0.938985524578959 0.11737340974192084 0.08262009473053533 4.931818008422852 531.6757 0.9519680361165254 0.0813521800955981 0.056064353597390405 4.756856918334961 False 11 4200 28.85 42.0 286.2514 0.9287110996537615 0.15762879265118754 0.071801985156931 4.749900817871094 445.31665 0.9448485317554735 0.10899358549143538 0.0346310205577664 4.564136028289795 False 12 4300 29.0 41.41 304.21832 0.9302535022522759 0.15261363463457547 0.0959219050926805 4.730116367340088 447.35785 0.9450558472176488 0.10694539704478098 0.06933843054524677 4.529873371124268 False 12 4400 28.98 41.89 281.68732 0.9202017979856784 0.17961274342699002 0.052386384240200805 4.7379536628723145 442.44678 0.939604559069908 0.12288670050223333 0.030393392882777637 4.532401084899902 False 12 4500 28.93 41.44 286.501 0.925012287283825 0.16816239749454687 0.06992728497895453 4.797622203826904 435.52213 0.9423672962575512 0.11549547923676638 0.03602626512530699 4.614979267120361 False 13 4600 28.79 41.8 278.41818 0.9228379396481349 0.16879879138299883 0.08031949260667423 4.7264533042907715 457.60565 0.9409409474693278 0.11686377525281684 0.044997145197491775 4.521190643310547 False 13 4700 28.83 41.74 265.22134 0.9186244934791679 0.19140857389974578 0.08267212932259234 4.761722087860107 435.76218 0.9389014551273345 0.12970580112393157 0.05410368845366393 4.570263862609863 False 13 4800 28.87 41.5 265.73837 0.9191460753809699 0.17217318150624636 0.05906671305506476 4.741936206817627 452.26736 0.9416832892312389 0.10828489386819946 0.065638699531856 4.51623010635376 False 13 4900 28.96 41.93 272.9707 0.9203527664149865 0.17923122097231517 0.07789617083035238 4.730790615081787 433.30417 0.9406131266091335 0.12093716531420354 0.0477224273059524 4.532674789428711 True 14 5000 31.13 41.74 289.5321 0.922857569168145 0.15952702211705752 0.05182318047053716 4.783063888549805 429.88962 0.9399506677792079 0.11207066518741877 0.03767811803199751 4.586976528167725 False 14 5100 28.99 41.53 272.18982 0.9187619644055524 0.174187521192306 0.08342659975807423 4.738279342651367 443.38843 0.9404229277162734 0.11346929018595413 0.04167675217270995 4.530991554260254 False 14 5200 28.92 41.5 292.11325 0.9282177454653234 0.16387589130455357 0.10082605669940657 4.812098026275635 458.42096 0.9449507713162948 0.11095848127012745 0.06010548432609771 4.636152267456055 False 15 5300 28.68 41.82 268.42358 0.915438790759478 0.18477167306493053 0.1085991935825065 4.719839096069336 444.70758 0.9397226702038154 0.11479528358683319 0.07274595019625624 4.510923862457275 False 15 5400 28.71 41.7 266.40134 0.9179605497355209 0.1845998110468446 0.12481744468626137 4.710319995880127 444.26468 0.9412670248176039 0.11444162361712615 0.09716070714779255 4.504616737365723 False 15 5500 29.19 41.58 252.65462 0.9147652624416781 0.19943511506561779 0.10790932238886826 4.758696556091309 431.81982 0.9383623319053225 0.12926160686298674 0.10241001067686488 4.555375099182129 False 15 5600 28.92 42.34 303.03824 0.923121573513158 0.16011742444878413 0.08556591637330895 4.731507301330566 481.56055 0.9444591539865943 0.10058563838890253 0.04077661843857187 4.551103115081787 False 16 5700 28.38 41.86 245.84486 0.9092290893892863 0.21604117325760072 0.09623127034179814 4.776933193206787 424.8335 0.9360877682169988 0.13626543742721542 0.07220010396075813 4.586039066314697 True 16 5800 29.09 41.85 247.4036 0.9078888209816928 0.214330632624601 0.09126881021692008 4.72214937210083 429.71854 0.9367276650487054 0.12989897813039505 0.0837939125175222 4.510601997375488 True 16 5900 29.1 41.37 258.89728 0.9152804864932413 0.18977493855927813 0.10686538560196342 4.763029098510742 432.56027 0.9405569037568995 0.11535611757315196 0.08038814888581919 4.571902275085449 False 16 6000 29.03 41.92 250.75725 0.9071378121109117 0.21592761904920493 0.12913999202615886 4.700019359588623 421.86624 0.9344649302318186 0.1377292223179924 0.08697815823582929 4.50887393951416 True 17 6100 29.14 41.78 287.30447 0.9244390356539903 0.16412428612459537 0.1090932697549029 4.707309246063232 449.74652 0.9441966506689359 0.1040130289713862 0.06029923924377612 4.525163173675537 False 17 6200 28.66 41.46 271.61734 0.9141032155298886 0.1918227135170174 0.11144353948013662 4.716000556945801 434.84366 0.9409180565754592 0.11329070546464427 0.06798999466985559 4.530600547790527 False 17 6300 28.93 42.11 254.73828 0.9057767607321812 0.21111382111084495 0.12003555169139898 4.708285331726074 433.37244 0.9372202121504687 0.12199319817435393 0.07779409554166333 4.507306098937988 False 18 6400 28.8 41.86 243.87987 0.9018800028910999 0.22985958846303942 0.11251840565004567 4.730005741119385 430.83615 0.9361174317862703 0.13128753200200766 0.0896610245502573 4.531946182250977 False 18 6500 28.97 41.9 241.0731 0.8996368225343653 0.23094892298346423 0.10708705114103331 4.704501628875732 451.30582 0.9361147601688798 0.1272471946609822 0.047012133977488144 4.536372184753418 False 18 6600 28.93 41.33 251.18951 0.9151887082552406 0.21308194819214366 0.14689088070649442 4.778199672698975 450.0577 0.9420659888893969 0.12336187451571246 0.1243626441448335 4.55613374710083 False 18 6700 29.05 42.51 249.43675 0.9125413598532558 0.20393469033235917 0.13918073452376778 4.688292980194092 455.7967 0.9416379437850613 0.113778239536068 0.11336847788409946 4.485244274139404 False 19 6800 28.98 41.69 241.50078 0.8982062592745562 0.23182508485475642 0.15022952820279015 4.758083820343018 444.03223 0.9345132511330188 0.12977794078741758 0.10329100509334596 4.550808429718018 False 19 6900 28.94 41.43 252.91502 0.9053677639348153 0.2328517702489578 0.17787580307822884 4.663742542266846 439.58777 0.9357549359910775 0.138700187467511 0.12627885259236601 4.475903511047363 False 19 7000 28.77 41.62 247.80449 0.8982124878044765 0.23664152558521784 0.20047058744447366 4.665721893310547 440.4842 0.9357166668900282 0.12872724374691785 0.15046994685774243 4.48300838470459 False 20 7100 28.86 41.37 246.5357 0.9042485845087818 0.22657354836555246 0.18817786976773582 4.661710739135742 448.48813 0.938612103754676 0.122556974246918 0.1652371555036498 4.45298957824707 False 20 7200 28.87 41.43 231.85548 0.8920659887689333 0.2552406134223066 0.17278923543948677 4.675839900970459 439.8015 0.9323848038935449 0.1403410985318991 0.11077283501354732 4.489816665649414 False 20 7300 28.95 41.69 249.68161 0.9102493320324373 0.2286593208376849 0.14375395498487792 4.696284770965576 465.08853 0.9393791705229544 0.13054877206348897 0.11093240174934911 4.5028181076049805 False 20 7400 29.06 41.91 243.39049 0.9028371252728424 0.22028030233758522 0.1702425395116734 4.669055938720703 455.10278 0.9380571752315628 0.11785253545679615 0.14234482527971068 4.4637956619262695 False 21 7500 29.03 41.71 234.23561 0.896192721854797 0.24162826481591668 0.16774085559735946 4.665313720703125 455.81332 0.9350777437914229 0.1285599861619134 0.137272495946837 4.4656500816345215 False 21 7600 29.05 41.44 232.76173 0.893087041153307 0.24131943956102891 0.1821977780948279 4.661180019378662 457.61514 0.9345609314195008 0.1265772126330595 0.14285962486276169 4.464498043060303 False 21 7700 28.71 42.05 230.97331 0.8967152020561836 0.24904180259349962 0.16363836613044858 4.716172218322754 458.04358 0.9358242648432061 0.13310636184969238 0.1439050499888456 4.519225120544434 False 22 7800 29.02 42.23 240.76169 0.9012814880014999 0.23824522237510873 0.163882340489329 4.653895378112793 431.88785 0.9370314410558322 0.12895087946618547 0.09778643006916973 4.488592147827148 False 22 7900 28.85 41.35 247.44298 0.8929841168737647 0.25465022243044894 0.16797500559043635 4.695539474487305 442.3626 0.9352014899802844 0.1293926649351526 0.11689916769254026 4.522464752197266 False 22 8000 28.58 41.61 238.59332 0.8876917540459399 0.26972208022267197 0.1871655266356147 4.645144462585449 441.74057 0.9321072807372077 0.14167746478982637 0.14337733370957426 4.460747718811035 False 22 8100 28.71 42.5 247.74348 0.8896517375831372 0.2472866195445128 0.1967826894628283 4.7374982833862305 470.84134 0.9368372189218601 0.1155902842508482 0.1622007966130844 4.537497520446777 False 23 8200 28.65 41.92 235.49544 0.8927262579780386 0.2591435621524399 0.17201927017662152 4.660013198852539 453.63364 0.9367352004979723 0.13026454922548464 0.1229672165924013 4.48262357711792 False 23 8300 29.08 41.83 243.71664 0.8963480053138831 0.2503997195399353 0.1848850311495119 4.7872395515441895 444.76147 0.9383142706047476 0.12255732230537626 0.12280724252612929 4.631594181060791 False 23 8400 28.98 43.27 237.0511 0.8885859681706957 0.2757509612283642 0.16614694754158443 4.682264804840088 434.72815 0.932423815837952 0.1416508940040579 0.13044776172298653 4.4976582527160645 False 24 8500 28.95 41.79 237.60214 0.8991213270491715 0.2521743127257131 0.17716248413571287 4.768798828125 459.1799 0.9357006518954809 0.13643937786669338 0.11013138992125321 4.5876784324646 False 24 8600 28.89 41.65 230.72548 0.8966951419446271 0.260202962256686 0.19352140808590645 4.647043704986572 441.2672 0.9355834825065908 0.13720528805690504 0.11609147293542962 4.4825825691223145 False 24 8700 29.01 41.91 221.7259 0.8873093366889864 0.2801875045798789 0.19815015290418905 4.690023899078369 433.8404 0.9339319194239448 0.14028866706235063 0.13039863198551876 4.535890102386475 False 24 8800 28.72 41.63 223.36404 0.8746667049294005 0.2834085608147945 0.19679232543488817 4.7066545486450195 449.93265 0.9300439884742213 0.1351011864697275 0.12055840876265574 4.5426130294799805 False 25 8900 28.74 41.5 213.04106 0.8709302257342325 0.3050980644977356 0.19986165681381213 4.645951747894287 440.53305 0.9283683480367582 0.14726402079149414 0.12574564615761188 4.488896369934082 False 25 9000 28.82 41.8 216.88257 0.8916338115899524 0.26442613717601154 0.23415336126877137 4.619024753570557 444.73114 0.9356053937054378 0.1325305351419125 0.15102201450367547 4.4847307205200195 False 25 9100 28.96 42.3 209.01346 0.8744273560844249 0.30477935926248767 0.25226910895040616 4.613777160644531 443.42984 0.9313762960540081 0.1432311864486995 0.17997863618835178 4.456338405609131 False 26 9200 28.65 41.89 214.51468 0.880037384557497 0.2820847882830868 0.240304151163107 4.575049877166748 455.62766 0.9315744007254877 0.13609400283132397 0.16258697475375017 4.428835868835449 False