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 2.318 15.19 2189566.0 0.9560017464877254 0.001926656451953 -0.10967601283189 27.517864227294922 6396433.5 0.9688811321805516 -0.014810262636994006 -0.33085780897659195 25.342498779296875 True 0 100 10.49 13.15 158078.55 0.9395727258666282 0.04470641055201643 -0.1942517885782395 10.986047744750977 396248.53 0.948806374590645 0.025288131115190713 -0.36070747376353046 17.68113899230957 True 0 200 9.583 13.14 179911.92 0.9418479217894112 0.043837490779750375 -0.21695728793512883 6.096975326538086 455838.7 0.9521934423606767 0.030212177351106834 -0.3794954660403162 9.82502555847168 False 0 300 9.222 13.49 170939.84 0.9271011951369065 0.07822415191587465 -0.3161174989547573 9.971107482910156 419692.62 0.9373322541784868 0.062265219827370724 -0.4675102586905543 16.354656219482422 False 1 400 10.12 13.21 170964.95 0.9139383937896034 0.10394987560200442 -0.26268269747032386 5.872570514678955 417869.78 0.9261511055203966 0.08466121438708037 -0.35231418732044206 10.078527450561523 False 1 500 9.237 13.55 141291.27 0.9046400473118833 0.11746571204463821 -0.2656291537232622 9.243502616882324 297865.66 0.9026293642718448 0.11184811057474019 -0.4327429552079832 15.489872932434082 True 1 600 9.596 13.16 137193.52 0.8853704402234983 0.15983221577192386 -0.0334719709127321 5.671114921569824 310162.44 0.892053768929211 0.14520642776970225 -0.07868722064898008 9.231386184692383 False 2 700 9.199 13.52 161313.58 0.8884304596760999 0.14342536120448443 0.18204241707298233 5.500801086425781 379338.03 0.904365904050965 0.11789074634552041 0.29950520024572963 8.471378326416016 False 2 800 9.228 13.3 140308.72 0.8719252969587544 0.17864975219335558 0.25876346719221577 5.268197059631348 302991.2 0.8792839366605892 0.15685148558946777 0.40589710310840676 8.483853340148926 False 2 900 9.23 13.69 167127.58 0.8774546873208714 0.1641353744708054 0.38585895633233847 5.270430088043213 389864.56 0.8937481281215347 0.1371223893923077 0.5838447127581052 8.602262496948242 False 3 1000 9.241 13.2 151080.89 0.8607248125916321 0.18948058670907425 0.5115367447574738 5.573572158813477 318279.38 0.8669641712763754 0.1690554859024267 0.688662375327147 6.749335765838623 False 3 1100 9.253 13.2 148216.8 0.8616969898219949 0.19322750334079117 0.5476613703195333 4.505173683166504 299933.56 0.8649328075344195 0.17351232712706477 0.7101148919822017 5.320212364196777 False 3 1200 9.242 13.22 150702.48 0.8614791473174424 0.19853150943441422 0.6225392451581243 4.621358394622803 310214.34 0.8653454207422007 0.17814633518469772 0.7673116529923332 7.232997894287109 False 4 1300 9.277 13.25 161799.34 0.8618942205561356 0.18981039127341337 0.6683407427586409 3.201761484146118 375520.06 0.8797420872078955 0.1605954148192656 0.802484603878192 3.9830398559570312 False 4 1400 9.29 13.17 147694.22 0.846605176095188 0.21788844454722026 0.7066313542473184 3.318270206451416 327797.5 0.8603761835880268 0.1898829465224867 0.826897991580689 4.127200126647949 False 4 1500 9.317 13.61 152017.36 0.8540553779168919 0.20116111971500739 0.7189232332540291 2.830972194671631 345129.8 0.8699787268664199 0.17097796014705866 0.8312045081802353 3.3154067993164062 False 4 1600 9.312 13.26 147233.33 0.848747347231641 0.2111570917734935 0.7008245029636929 5.635887145996094 326714.62 0.8629381276554019 0.1817712715401967 0.8234026127809263 5.498960494995117 False 5 1700 9.289 13.56 142901.89 0.8459911802544914 0.22701409353599755 0.7276768539263611 2.6494157314300537 339194.8 0.8659025219866671 0.19168902030889565 0.8424722471401987 2.7577779293060303 False 5 1800 9.336 13.35 136495.7 0.8370975217541479 0.2312710662465754 0.7500328058937157 2.9435250759124756 293520.47 0.8508211541980114 0.19761833729153006 0.853021886952526 3.580305576324463 True 5 1900 9.663 13.43 141050.81 0.8345815736798221 0.23338104292951609 0.7523913402360043 2.7736074924468994 300099.97 0.8476622959291451 0.20087291886172876 0.8522357708517972 3.404086112976074 False 6 2000 9.296 13.54 142003.42 0.8421180200539256 0.22877142204153955 0.7528007178444227 2.5644354820251465 314845.6 0.857621983945552 0.1961823567487241 0.8540006474631541 2.991955518722534 False 6 2100 9.304 13.56 137749.17 0.8317848007058053 0.24244784172883024 0.7525398637245658 2.646522045135498 293795.12 0.8455047845089402 0.20855106579576085 0.8570330503699969 2.553849458694458 False 6 2200 9.311 13.54 137477.9 0.8282119193890285 0.24472419072970084 0.7341287523886817 3.5354299545288086 297904.72 0.8444609253843652 0.20549981825850255 0.8472946402544527 3.365891456604004 False 7 2300 9.3 13.25 144240.55 0.8359601159053407 0.23472952545795384 0.7609702687441344 2.8087849617004395 331688.22 0.8564900135989272 0.19809829494985431 0.8606204512644796 3.395315647125244 False 7 2400 9.296 13.15 143272.02 0.8289405471271314 0.2490038105373357 0.7637158293651917 2.577599048614502 299358.9 0.8436229720815022 0.21061010810480574 0.8604554740731467 2.910504102706909 False 7 2500 9.32 13.36 146559.92 0.8371061472881612 0.24530030880115591 0.7461987436286904 2.661729574203491 364339.34 0.8629146152779081 0.19829548315507467 0.8537169209778505 2.484978437423706 False 8 2600 9.281 13.42 136388.17 0.8239037250279386 0.2578677052444696 0.7714487217766482 2.2936394214630127 293933.4 0.8420834170369371 0.21799110294441576 0.8661830469110392 2.3382163047790527 False 8 2700 9.29 13.31 161259.6 0.8274543301244006 0.2504014025529918 0.7594939136470937 2.588594913482666 395816.28 0.8571678210230431 0.20303226717319783 0.8590052120714118 2.518273115158081 False 8 2800 9.309 13.56 143398.81 0.8245617106586735 0.2549590543552733 0.7618848180829721 2.4577226638793945 307473.2 0.841681984702612 0.21127665345481925 0.8596496509999314 2.3574562072753906 False 8 2900 9.305 13.51 140201.05 0.8223291398813053 0.26858006941891277 0.7678127149373798 2.6446945667266846 335983.34 0.8478478437632514 0.22522688824515782 0.8627861942269172 2.915945529937744 False 9 3000 9.24 13.53 144425.53 0.8139223215485263 0.27469196600248125 0.7775748916753732 2.3936238288879395 337587.8 0.8398157399065681 0.23031807009059585 0.8705055798390378 2.308253288269043 False 9 3100 9.295 13.23 139840.44 0.8208054786238134 0.2616916502005545 0.7719348485386601 2.3318231105804443 301061.72 0.8397823993214433 0.21683991675482042 0.8679161052750907 2.4698805809020996 False 9 3200 9.304 13.46 134924.16 0.8228736243140687 0.26441899704865346 0.7713813332056192 2.3955283164978027 313748.94 0.8468050512168648 0.2174343713315582 0.8686225872273547 2.3368113040924072 False 10 3300 8.575 13.23 129193.07 0.8092333778486355 0.28330315599232403 0.7773799390420412 2.2116520404815674 272523.53 0.8273904186487283 0.23741234699015376 0.870047846799133 2.2212140560150146 True 10 3400 9.684 13.11 133297.4 0.8093031135488863 0.2815895132207036 0.7837465816406788 2.152238368988037 299118.47 0.8325323128366307 0.2342688935596649 0.8739979790442981 2.1059436798095703 False 10 3500 9.25 13.25 131278.34 0.8150599378499176 0.28157144367150233 0.7877190187242032 2.2094168663024902 268656.78 0.830065458665102 0.24020636769569412 0.8748493490830921 2.3725316524505615 True 11 3600 9.611 13.1 137230.5 0.8162552535222152 0.2669919152644787 0.7779734616425003 2.3555917739868164 283359.1 0.8320701334412175 0.22245993197840336 0.871922523650123 2.1785080432891846 False 11 3700 9.325 13.57 141250.03 0.8159218242157792 0.27522150307859966 0.7881926706604183 2.60172438621521 284190.53 0.8326492124503078 0.22772761054945534 0.8726565198493695 3.075122833251953 False 11 3800 9.324 13.58 136192.89 0.8115623105665264 0.2804715920394918 0.7921871295347925 2.2022922039031982 290359.56 0.8335047062568967 0.2297005263507292 0.8757162617263848 2.5234649181365967 False 12 3900 9.295 13.44 125622.37 0.8127489988933163 0.28858547703049675 0.7924224003140697 2.435502529144287 268273.72 0.8322700279213633 0.24151511807426534 0.8731992370891183 3.007640838623047 True 12 4000 9.611 13.16 135553.08 0.8068746329963478 0.2916834718125376 0.7941223878092808 2.1411285400390625 292670.44 0.8296038521893307 0.23967914062632686 0.876590711091932 2.3298277854919434 False 12 4100 9.28 13.33 125888.016 0.812481986034369 0.28434825314463685 0.7913909607055963 2.135023593902588 272994.4 0.8336764264844042 0.23189006344230625 0.8766748328086909 2.2839837074279785 False 12 4200 9.238 13.08 134854.0 0.807692737613423 0.2977753381118359 0.7949643660386062 2.090764045715332 309028.28 0.8365096905825748 0.24203997481634415 0.8792674988832254 2.0164127349853516 False 13 4300 9.199 13.15 144531.62 0.8089565035895426 0.28484304202573674 0.7947788354474373 2.087418794631958 296534.25 0.8296908333777334 0.2398335518437916 0.8786922962530004 2.146247148513794 False 13 4400 9.234 13.37 145238.58 0.7994979508191616 0.2967431531814645 0.8003637383402998 2.1344783306121826 322488.2 0.8316909513535785 0.23380809771115899 0.881007219384923 2.123647451400757 False 13 4500 9.242 13.47 132638.14 0.8116302150619227 0.292289350923772 0.7944094628299925 2.0831708908081055 306919.03 0.8399822577268009 0.23237394923907834 0.8761664452008461 2.161473035812378 False 14 4600 9.226 13.47 139894.78 0.7988022829521205 0.3070948577275692 0.8028058811617924 1.9886412620544434 289291.03 0.8240095670810975 0.2515577151470978 0.8826506647975435 1.9884939193725586 False 14 4700 9.245 13.54 174031.2 0.812448322103674 0.2889279024760403 0.7987751879856979 2.1092817783355713 424326.38 0.855145300761312 0.21531238980467646 0.8812355968564322 2.017169952392578 False 14 4800 9.252 13.45 133826.77 0.7982307004767506 0.30853336474393867 0.7980700550204283 2.1239492893218994 290552.56 0.825943929447481 0.25435829416400835 0.8803086606497114 2.0473251342773438 False 15 4900 9.212 13.44 139930.42 0.7950282955821706 0.3094626196752832 0.7992013165018804 2.276982545852661 293030.75 0.8225806767238298 0.2526949031004222 0.8810443374327952 2.2180447578430176 False 15 5000 9.234 13.46 136842.95 0.792272842309555 0.3156341572254143 0.8041111295789558 1.9774483442306519 290419.53 0.822098899746345 0.25506259915505414 0.8821061088943253 1.9861067533493042 False 15 5100 9.225 13.48 128590.66 0.8219101328305279 0.27856203094804244 0.8042010195794794 2.064452886581421 279400.8 0.8459935134390159 0.22475624517163087 0.8814305963796646 2.036893129348755 False 16 5200 9.221 13.48 150528.62 0.787977799131182 0.322852941276866 0.8073749946358458 1.9396934509277344 323455.3 0.821014382449059 0.26587106581802317 0.8832591333280295 1.952893614768982 False 16 5300 9.234 13.51 134100.45 0.7943560454880605 0.3179486636216454 0.8040735682162556 2.183570146560669 288416.75 0.824801390421211 0.25193834624631445 0.8835691096443588 2.4134023189544678 False 16 5400 9.298 13.06 140666.22 0.785225190939861 0.32888100863058983 0.8024387645655557 2.20696759223938 315504.34 0.8228046019430955 0.26074890999955486 0.8838661988248975 2.15287184715271 False 16 5500 9.057 13.0 145091.0 0.7861791260789779 0.3245334983043466 0.8087831212830304 1.9998981952667236 315633.62 0.8238010827123845 0.2576517623339649 0.8848550477112208 1.995252251625061 False 17 5600 9.309 13.48 143723.56 0.7826757316667181 0.33561274239749317 0.8109009921007938 1.9204959869384766 324256.3 0.8239939646411938 0.26548246097556083 0.88592362235847 1.9036574363708496 False 17 5700 9.209 13.42 139716.58 0.7790840789330301 0.34326717456187006 0.8122868846319207 2.117187023162842 294143.8 0.8150651652148242 0.27495682030309665 0.8864855088421194 2.098170757293701 False 17 5800 9.211 13.45 138743.31 0.780326829238282 0.3379385520527469 0.8134505022281614 1.9515345096588135 307432.8 0.8204352442750642 0.26723394543807927 0.885261909325648 2.081414222717285 False 18 5900 9.223 13.55 135129.11 0.7842987491703339 0.33373337824880733 0.8101681355456983 1.9441920518875122 290105.06 0.8196244282147013 0.26354467797715975 0.8884625974491904 1.873522400856018 False 18 6000 9.249 13.13 133019.11 0.7865744275921102 0.34224827491706084 0.8149088411206977 1.9361833333969116 287479.38 0.8230534233130687 0.26940997827364993 0.8885528104923635 2.0257656574249268 False 18 6100 9.231 13.33 145547.81 0.7827409924560637 0.3354415646472486 0.8122254857256933 1.9181108474731445 319748.9 0.8251580287710653 0.25437785582105166 0.8864873373593101 1.9203729629516602 False 19 6200 9.194 13.43 141265.27 0.778893646195907 0.3396444615452904 0.8169291562270139 1.901403784751892 297074.4 0.8173572886249781 0.26530868794297574 0.8858160274258755 2.0489602088928223 False 19 6300 9.234 13.47 151244.4 0.7747743263278389 0.3403413811594147 0.8098513233625168 1.9743688106536865 323272.75 0.8172990994662641 0.26317252897846977 0.8882329804115472 1.866590976715088 False 19 6400 9.227 13.48 143768.38 0.7757541901789445 0.3435083378549379 0.8153645793400398 2.1767983436584473 315492.5 0.8182060822984025 0.26612263498022326 0.8875653044888095 2.1669840812683105 False 20 6500 9.229 13.46 160452.19 0.7823258464779644 0.3338339693481061 0.8137994221113257 1.89866304397583 354444.75 0.8292194923747749 0.24359600549105478 0.8849964484272741 1.9165441989898682 False 20 6600 9.227 13.42 149015.38 0.7752717317199869 0.3461467153199841 0.8152342419424549 1.9354008436203003 311913.9 0.8169608916781491 0.26397380792693453 0.8887967561742455 2.0573995113372803 False 20 6700 9.225 13.46 156293.64 0.7752859973666874 0.35068930691049693 0.8192223923569152 2.004209518432617 350805.97 0.822318314179841 0.27100992929353257 0.8889131508544459 2.215703010559082 False 20 6800 9.295 13.41 144964.62 0.787053531729004 0.3448370025485086 0.8192929818866039 2.305434465408325 300663.0 0.8226923132777123 0.26729435404306434 0.8833426248126398 3.013463258743286 False 21 6900 9.292 13.48 135178.9 0.7788700005369269 0.34867408823835594 0.8165591845830257 2.04477858543396 297438.6 0.8213098040728336 0.2648624177353748 0.8842206645472083 2.343843936920166 False 21 7000 9.299 13.45 155740.75 0.7845043439427779 0.3391633137577785 0.8175314974135758 1.96232271194458 321581.22 0.8241584751084968 0.25277234425769457 0.888612632256479 1.950478196144104 False 21 7100 9.279 13.03 146089.3 0.7683289985990641 0.3595723664625142 0.8209478167467467 2.04992938041687 311564.03 0.8135830296619118 0.27176681043289086 0.8831272419017568 2.4710288047790527 False 22 7200 9.289 13.14 149365.2 0.768529625868843 0.35781928900063315 0.8238683407827754 1.8167134523391724 318088.8 0.8150436658124023 0.27209466974814905 0.889554284379494 1.9217171669006348 False