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 5.633 16.52 884668.4 inf 0.0068873451990620034 -0.48192780041607436 249.88803100585938 98760.31 inf 0.005618469055250205 -0.45350693691520816 249.47894287109375 True 0 100 10.25 14.33 121891.055 0.9795828719518644 0.009825325218300878 -0.4818051877670674 25.516376495361328 67575.56 0.9787422687001895 0.007882418504222223 -0.44828329535093564 25.925270080566406 True 0 200 9.876 14.15 40233.5 0.9894058431912974 -0.008117662094384701 -0.4713664546662938 10.799264907836914 550533.06 0.9888010513068389 -0.007216583108236494 -0.4369668020447447 11.017358779907227 False 0 300 9.522 14.27 36832.16 0.9891809034347877 -0.0061517842449614665 0.4511989785669903 11.668465614318848 367227.3 0.9886693919965113 -0.005195956170214809 0.4003605351784375 12.111063957214355 False 0 400 9.753 14.31 19207.443 0.9921007755708081 -0.007069433848692192 0.4533770409435722 4.26123571395874 130596.46 0.9915772264855925 -0.006151066325707537 0.40096091569305664 4.494352340698242 False 1 500 12.4 14.28 390444.2 inf -0.0073798432985128625 0.4634172100681981 4.637735843658447 172052.38 0.9957769714530877 -0.006942824800552776 0.41713474636784437 5.135695934295654 False 1 600 9.716 14.16 28500.383 0.975227216212272 0.019473732998486232 0.415875723960728 4.542583465576172 50938.367 0.975181105416926 0.016047789062467177 0.35788394805576546 4.785621643066406 True 1 700 10.1 13.98 622366.25 inf 0.021652419286156195 0.4608394374470624 5.408761024475098 78278.13 inf 0.018540554129368243 0.4068618910197712 5.766146659851074 False 1 800 9.525 14.18 23035.902 0.9777635787811901 0.018745427518436303 0.39793003442594405 4.918740272521973 71227.484 0.9769312301352132 0.017307798955345136 0.32824725129669535 5.197998046875 False 2 900 9.753 14.2 26384.889 0.9899790724130952 -0.010853382915791404 0.45602897817269994 6.422336578369141 126735.45 0.9893278214182447 -0.010327827800272303 0.40342948642148513 6.833399295806885 False 2 1000 9.579 14.07 25073.418 0.9886928518392767 -0.00881725010210763 0.4443452991836684 5.640511512756348 90548.38 0.9879225139420457 -0.008323454057862213 0.38430375744342404 6.035745143890381 False 2 1100 9.504 14.29 33428.113 0.9731293661417517 0.0373618271997113 0.13210998950736075 5.024621486663818 71814.56 0.9728033411096491 0.03455151973719353 0.06947170912341848 5.210377216339111 False 2 1200 9.794 14.34 22621.174 0.9902686686421148 -0.0061415877888818474 0.4584931900556939 5.362361431121826 187735.78 0.9900588038367719 -0.006151065858578811 0.4090318238604863 5.790135860443115 False 3 1300 9.52 14.38 39307.81 0.9863893631495432 -0.002789511326961272 0.4583871439414578 6.253506183624268 357186.53 0.9859994818931486 -0.0024051126323656057 0.40955080070139227 6.703890323638916 False 3 1400 9.773 14.03 16267.613 0.9751458395315467 0.02185430581989887 -0.3453394834578324 6.205597877502441 74707.74 0.9745663216526481 0.01947957306684203 -0.36312365289837883 6.472054958343506 False 3 1500 9.748 14.15 65617.02 0.9890191158976471 -0.01077098682334957 0.3735672477501853 4.684338569641113 73659.83 0.9874913659269269 -0.011459143533785365 0.29956394316364054 4.897642135620117 False 3 1600 9.676 14.3 81901.836 0.9801356091982164 0.008121198616202608 -0.18965997443204544 5.751566410064697 67085.3 0.9792236203885004 0.006508853078250161 -0.2553183913467842 6.000157833099365 False 3 1700 9.721 14.11 350985.06 0.9784356830924852 0.013631413544628575 -0.12478236712724551 6.036402225494385 74177.4 0.9777631419979181 0.011371032334457463 -0.20198302789613154 6.303617477416992 False 4 1800 9.614 14.28 41939.715 0.9880904018641666 -0.00863972062048143 0.4396511784410378 4.244256019592285 389995.94 0.9877063906159701 -0.008604652903773798 0.3826899813877872 4.548835277557373 False 4 1900 9.368 14.13 12945.359 0.9833564546542803 -0.0030229713686146147 0.2939754084124789 4.839327812194824 81187.95 0.982699362071542 -0.0029959407697493848 0.202783976525863 5.086003303527832 False 4 2000 9.734 14.09 18608.002 0.9861642138789405 -0.008839413049634632 0.2363999276241218 11.125948905944824 107811.61 0.9855053107168078 -0.007970055979232003 0.1411752628675565 11.457244873046875 False 4 2100 9.602 14.39 14864.409 0.9878663703796197 -0.009083132196129872 0.4198942749592828 9.313458442687988 79993.81 0.9871187136919076 -0.00863773049945451 0.3507736506357418 9.40184211730957 False 5 2200 9.751 14.23 15244.371 0.9869021629494198 -0.007555571622192048 0.4112732368657228 7.250368118286133 109823.11 0.9863886423001783 -0.0069660415282186165 0.33869065946396437 7.57922887802124 False 5 2300 9.581 14.03 16452.934 0.9858348649994605 -0.0032271607786418344 0.22703779287187378 6.097315311431885 155756.9 0.9853424080428113 -0.002773725302041118 0.12848357632551963 6.3810296058654785 False 5 2400 9.848 14.27 14836.975 0.9792961950234196 0.011200296375086299 0.2378123573652527 5.052528381347656 73547.28 0.9784683595643333 0.010506064012704491 0.1401745227163504 5.280452728271484 False 5 2500 9.951 14.04 18497.541 0.9870398004655914 -0.00811220963438543 0.4141570208688522 5.406212329864502 129917.625 0.9864867076966363 -0.007520178898011817 0.35123056227813454 5.662313461303711 False 6 2600 9.604 14.1 75477.47 0.9791716720655663 0.010457822059797258 -0.15618872247351842 9.692754745483398 69911.766 0.9781594227886746 0.009026214677511121 -0.24482585485937475 9.982685089111328 False 6 2700 9.876 14.32 14400.067 0.9764175050418329 0.024018844955045603 -0.3896215207915048 5.555811405181885 71300.836 0.9758755028681279 0.02167396054388173 -0.4018789140258911 5.7627129554748535 False 6 2800 9.885 14.18 15128.742 0.9821814907545262 -0.01362254742219293 0.45282081408271235 8.687394142150879 74523.78 0.9812460666080192 -0.013313493926228987 0.3931732199070733 8.99057388305664 False 6 2900 9.519 14.15 15985.009 0.978702968528048 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0.9821637263022965 -0.00737958530104814 0.43905351573588575 5.538370609283447 74609.34 0.9814337482805328 -0.007632500267733309 0.3734106119829739 5.794097423553467 False 8 3500 9.845 14.2 12981.08 0.978848716822533 0.00941209637656112 0.3577422316994838 5.874387264251709 64947.836 0.9781134440456631 0.007647841952226947 0.26911133615057337 6.137659072875977 False 8 3600 9.695 14.15 15075.888 0.9851101600265805 -0.002316108013411453 0.26741339241424966 5.725093841552734 91246.36 0.9846620432021952 -0.0024313967382369977 0.18609021460832303 5.9981818199157715 False 8 3700 9.776 14.17 15164.858 0.983983101022153 -0.0006439789264158768 0.40336789143813867 4.269917011260986 63736.555 0.9830486037037025 -0.0026747978449827288 0.3386548558439342 4.554955005645752 False 8 3800 9.816 14.13 22564.436 0.9821266580640033 0.004265955789118892 0.33972660108234004 4.5796942710876465 63160.758 0.9809036475478496 0.0035504154400876984 0.2595281780671378 4.834641933441162 False 9 3900 9.908 14.2 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