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 17.47 45.18 33995.805 0.9645663535549528 0.002278800998084097 0.043250440648423656 486.18505859375 37884.88 0.9694024907959539 0.0019350917412832844 0.05643898646480154 482.59320068359375 True 0 100 29.15 31.1 3196.0547 0.9560215959269978 0.015833775406051367 0.018679859332979887 6.68638277053833 3972.6343 0.9627819044834078 0.011125367051783464 0.014070241167080132 5.853486061096191 True 0 200 29.63 30.9 2559.317 0.9566511896283503 0.02053185874587885 0.014985798275559814 6.612231254577637 3664.8447 0.9637332453847476 0.013638925308325563 0.0035539833327209026 5.752145767211914 True 1 300 30.21 31.22 2609.8296 0.9566676153657591 0.022598085470358572 0.00048250710612433997 9.016663551330566 3862.8018 0.9647814472410627 0.011866933309277971 -0.02091941484935338 8.364402770996094 False 1 400 29.24 31.69 2616.568 0.9581802994056416 0.024618020791451686 -0.005152796110715632 6.785281658172607 3956.4639 0.9662978463305291 0.014000935497703013 -0.02751708944286898 5.99601411819458 False 1 500 29.13 31.71 2020.7496 0.9491075878960721 0.04073180795046444 0.0013815891353900504 6.725679397583008 3205.285 0.9593776663116357 0.0266113679390678 -0.01744604923170578 5.922720909118652 True 2 600 28.85 31.79 2058.5444 0.9532876075834948 0.0317913898896524 -0.017055828962638145 6.648998260498047 3304.2354 0.962364605491506 0.01896971328416206 -0.03870769730331477 5.795605182647705 False 2 700 28.8 31.38 1929.7928 0.9478781407017395 0.0421832828732453 -0.008107343277380623 6.6872100830078125 3205.286 0.9581146120270817 0.028644013741130205 -0.02839912954486611 5.865264415740967 True 3 800 29.13 30.81 1824.9539 0.9479419929558032 0.04303046774663592 -0.003165825680287493 6.679521560668945 3174.4578 0.9583755082753732 0.028741691279933167 -0.023816205101086712 5.859119415283203 True 3 900 29.31 30.76 2367.8857 0.9546271804406756 0.031483440323969894 -0.01068697907198887 7.3682475090026855 3651.8943 0.9634916515660817 0.020242851308391818 -0.03714319298298398 6.639549255371094 False 3 1000 28.69 30.81 1794.3519 0.9455846237385382 0.05049177869573225 -0.020053722682476002 6.75692081451416 3284.9272 0.9560844182768239 0.0352187453987928 -0.05358926401642008 5.965339660644531 False 4 1100 28.52 31.48 1636.2277 0.9423062075512413 0.058620060918121976 -0.002785513699812734 6.661739826202393 3222.929 0.9535695982382527 0.04301271700532548 -0.03549808477714346 5.8279032707214355 False 4 1200 29.22 31.2 1675.052 0.9434253434455673 0.062081973465599995 -0.02087059378311476 9.533936500549316 3103.2493 0.9547156366922245 0.04435373038346159 -0.05623037036956153 8.919285774230957 False 5 1300 28.54 31.17 1505.8917 0.9412440508062856 0.05455593152431779 -0.01779798816420607 6.866011619567871 3245.4763 0.9541447973163452 0.039671614033053235 -0.050540445944453644 5.971134185791016 False 5 1400 28.54 31.15 1559.0835 0.9405354852767434 0.06257445524593552 -0.016923393254160642 6.709437847137451 3818.016 0.953946187218916 0.04268204372913464 -0.05490817360528184 5.905084133148193 False 5 1500 28.68 30.95 1443.6226 0.9383695885217521 0.06361312911851781 0.014111643222774277 6.656109809875488 3242.6592 0.9523800234581311 0.04494664329172654 -0.0162115377101853 5.811198711395264 False 6 1600 28.75 31.76 1703.6571 0.9441288202580713 0.052651363352561716 0.009447499216453064 6.717939376831055 3667.5696 0.9566120265838567 0.03530948385903392 -0.02547624582135496 5.910468101501465 False 6 1700 28.81 31.15 1365.8075 0.9363928615451953 0.07403029057267578 0.010529668566414513 6.788923263549805 3317.1365 0.9514032908600855 0.052361487180421475 -0.02317706316445717 6.00432014465332 False 6 1800 29.0 31.29 1244.3745 0.9359841792524412 0.0696525615893175 0.01775392490640161 6.666256904602051 3392.992 0.9522032262027983 0.04672518509953351 -0.00498377873391721 5.839505672454834 False 7 1900 28.75 31.36 1208.5645 0.9318683588895524 0.07846389603454221 0.06886094109831925 6.628648281097412 3320.5874 0.9501007958699254 0.05161097319374685 0.060394669229284124 5.753097057342529 False 7 2000 29.63 31.68 1500.2308 0.9407041903869127 0.06098376238503995 0.04297508217160352 6.662862300872803 3861.6282 0.9555575500607479 0.03890347731232613 0.021095548258550034 5.836009502410889 False 8 2100 28.34 31.77 1186.619 0.9309100491983433 0.08135060389835677 0.03330027168050068 6.660855293273926 3224.709 0.9493903884779916 0.05372962980870024 0.01638152379816306 5.830754280090332 False 8 2200 29.21 31.55 1216.7279 0.9360383458063966 0.06844369006638029 0.03750030814168781 6.584883213043213 3576.1575 0.9535703077109022 0.04258714517689532 0.019648880852066387 5.728271961212158 False 8 2300 28.8 31.72 1053.4735 0.9298568714551468 0.08051812122205429 0.07580712614622294 6.585676193237305 3568.586 0.9514884087773667 0.046661513095233975 0.06798769349423482 5.734227657318115 False 9 2400 28.53 30.86 1077.9448 0.9287907889999015 0.08513876825303339 0.05984624794048995 6.6519927978515625 3688.8252 0.9500977993863179 0.050243860291347864 0.04045437892668938 5.814613342285156 False 9 2500 29.23 31.16 1170.8375 0.929527967400517 0.08420411619166963 0.0505408450989459 6.706198215484619 3684.088 0.949630218949467 0.05305375947361426 0.02459478941193847 5.829497814178467 False 10 2600 29.01 31.71 1123.963 0.9272788807439288 0.09329818254434957 0.045447453251286976 6.586856365203857 3453.353 0.9497927007918529 0.05483611252646995 0.013587305981313672 5.743213653564453 False 10 2700 28.81 31.08 1051.9673 0.9265526520798916 0.09728962296234826 0.05589051366351886 6.672550678253174 3458.5034 0.9494923721774097 0.057109744939111896 0.030181476261034606 5.844629287719727 False 10 2800 28.69 30.89 1142.3748 0.9243659024747775 0.09708723228033687 0.0874750581606287 6.549878120422363 3254.899 0.9486421733670533 0.05579331162257532 0.08294703225364197 5.68507194519043 False 11 2900 28.59 31.52 1068.2429 0.920583960944492 0.10654067486492319 0.0954673574693778 6.564727783203125 3473.5254 0.946946637619271 0.06086881813362958 0.0750092421231124 5.71299409866333 False 11 3000 29.1 31.58 1071.4264 0.9247061481079231 0.09548882690631134 0.08045053320227272 6.564444541931152 3321.7573 0.9486864328469319 0.05471740787850459 0.0663858074996733 5.715109825134277 False 11 3100 28.61 31.68 968.50397 0.9231611894760942 0.10158966128593441 0.0883473096581821 6.553831577301025 3467.2812 0.9500463015641253 0.05291564878558085 0.07357467260148723 5.699321746826172 False 12 3200 29.36 31.59 1016.2021 0.9242239883922112 0.0968882568601547 0.10099703560827766 6.543763160705566 3890.6694 0.9500474459694767 0.0517809626823144 0.07589968068508797 5.690818786621094 False 12 3300 29.15 31.47 971.9082 0.9226848609783918 0.1016577685964006 0.09097303472746596 6.555142402648926 3430.9602 0.9493006412484619 0.05363239533648481 0.07869744507194144 5.6919169425964355 False 13 3400 28.94 31.68 972.88385 0.9238404261487053 0.09767064145139684 0.10439758584825708 6.579966068267822 3603.829 0.9508013168748245 0.04988217073913065 0.0839008290121845 5.718887805938721 False