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 16.97 55.61 15019.463 0.9656182597920571 0.0018782697564337309 0.04988083873306871 365.4918212890625 10140.088 0.9697516766139993 0.0012307390944615504 0.05837535599698354 365.55010986328125 True 0 100 29.32 38.46 2296.194 0.9629623157102073 0.01605504196243883 0.014451842296238969 11.536788940429688 1650.7715 0.9672002671265725 0.014359743265032393 -0.008490063107729656 10.954522132873535 True 0 200 29.46 226.7 1276.9961 0.9511183766460845 0.048943649158855455 0.011020302312521421 6.067188262939453 1049.425 0.9577923551406913 0.04275221946891118 -0.01612772464321412 5.589167594909668 True 0 300 29.43 38.61 1229.9923 0.9513078817327519 0.04295532978729013 0.02483146792157908 6.036062717437744 1039.102 0.957782601360219 0.037906131168157414 0.0018191395367243388 5.550471305847168 True 1 400 39.78 40.57 1231.2812 0.9502907206770327 0.04460580392578932 0.010163448261229736 6.062712669372559 1032.503 0.9565854388834081 0.040556019614508734 -0.009982076734090585 5.576961994171143 True 1 500 29.18 42.42 1158.108 0.9511460051629809 0.04167281177053699 0.020100190079970454 6.039707183837891 1056.1031 0.9578278153892199 0.03537955352906078 0.00651669334558198 5.542126655578613 False 1 600 28.89 37.7 1103.287 0.9493373498954542 0.04959782571700353 -0.004388296837777484 6.035397529602051 1026.2264 0.9562611080496122 0.04301063809163831 -0.02002764892736155 5.542192459106445 True 2 700 29.18 39.83 1095.1558 0.9479726808186351 0.05238193199522482 0.011557774756593012 6.068263530731201 1018.27936 0.9551881573110828 0.044300117981102026 -0.010961450847670003 5.583659648895264 True 2 800 29.45 66.19 1218.7773 0.9479558440514879 0.05255522969075546 0.011224679266932667 6.081045627593994 1035.7009 0.9554569386736907 0.044321158068289526 -0.01597264968553217 5.604677677154541 False 2 900 28.92 38.51 1134.3224 0.9478813835030816 0.062241157421613014 0.009604520865477747 6.055238723754883 1010.5499 0.9546997521755629 0.05404024987338757 -0.021592514795958615 5.581057548522949 True 3 1000 29.33 39.18 1036.6736 0.9457842046118766 0.05710039202599206 -0.04234476625415897 6.073803901672363 999.7897 0.9534929268528262 0.04766538739098563 -0.06474511368054958 5.584733963012695 True 3 1100 29.01 59.86 1027.7089 0.9466775181580117 0.06039651384461904 0.007547545985422717 6.179565906524658 973.69946 0.9539054247161812 0.05289658131497935 -0.029903376332187766 5.722715854644775 True 3 1200 29.58 38.48 976.6298 0.9452244553618867 0.06648573241710083 0.01897885339009105 6.027738571166992 969.3194 0.95303563299277 0.054866478968859336 -0.006674936406013959 5.534789085388184 True 4 1300 28.9 46.41 939.50775 0.9433662384836453 0.07090515131909986 0.08927741837882304 6.0047173500061035 981.8494 0.9513984937836272 0.05958337256575531 0.06439329978844298 5.51247501373291 False 4 1400 29.09 324.9 1015.82404 0.9460111834574746 0.07152670028488775 0.030051116148310186 6.101535320281982 982.0611 0.9528623547735711 0.06280182122595009 0.0069862661525985125 5.619222164154053 False 4 1500 28.68 40.55 969.66095 0.9427802834726756 0.07102766701312337 0.03444790744281654 6.016244411468506 992.4206 0.9505609483717765 0.059206520609037486 0.05480537849529386 5.508113861083984 False 5 1600 28.85 43.02 963.7926 0.9446445692711293 0.06602332065432878 0.10080423501002292 6.036319255828857 982.8055 0.9523735447549269 0.05415235563001737 0.11045387146131717 5.523017883300781 False 5 1700 29.0 71.29 1002.15045 0.9444238048205129 0.06561620413205946 0.027275182658485893 6.050640106201172 965.08386 0.9517965859170572 0.056178100313200585 0.017986590584185284 5.550021171569824 True 5 1800 30.31 38.78 1217.3854 0.9540342619748688 0.04273538853926858 0.12626803356705835 6.02992057800293 1197.6748 0.9608844558307862 0.03221693758937278 0.11922771732796987 5.547420501708984 False 6 1900 28.98 41.69 943.5816 0.9423540393095884 0.07588053895555918 0.025543157334068107 6.281628608703613 953.9242 0.9503922705355088 0.063827960296226 -0.007048579536499205 5.8088884353637695 False 6 2000 28.84 86.24 1144.9099 0.9499668948962995 0.05353919474311462 0.026611347712550096 6.034844398498535 1012.8882 0.9569544136678181 0.044391528402041115 -0.013857982979572171 5.565286159515381 False 6 2100 30.45 43.32 929.8829 0.9417158694319046 0.07394113795211252 0.07141228718252134 5.999392032623291 957.22235 0.9507847671184825 0.05761416670275948 0.03741727098855731 5.5198750495910645 True 6 2200 29.18 38.31 1014.2221 0.9443427557703585 0.06784494378892143 0.04969246962886187 6.598484516143799 1021.0182 0.9531594051799505 0.052513696035698124 0.023283507800587935 6.080918788909912 False 7 2300 29.11 38.63 840.1871 0.9373698634833584 0.09087687325727516 0.13221264125497048 5.979068756103516 948.5642 0.948664509553518 0.06815360185080602 0.1052074036281414 5.488582134246826 True 7 2400 29.43 54.52 803.0169 0.934747099962284 0.09809078876648997 0.0840836960510393 6.163304805755615 932.7646 0.9484002362506045 0.06956701711520498 0.06919251135367387 5.645885944366455 True 7 2500 29.48 55.2 852.45337 0.9387083017315119 0.08277499358262097 0.10085784977547183 5.990272521972656 932.41614 0.9498067586008594 0.06354178481314525 0.07990766385578883 5.509625434875488 True 8 2600 29.41 54.39 862.9452 0.9379152999214291 0.0899053154996299 -0.02616852115931003 6.092235565185547 1006.6313 0.9494544658029661 0.06707396607803189 -0.02184847718092245 5.604495048522949 False 8 2700 29.15 40.82 847.1583 0.9414259068677608 0.07832213794616844 0.12851292143623633 6.067957878112793 984.34393 0.9518133758939183 0.05759928926373149 0.13436183388812645 5.545045852661133 False 8 2800 29.05 357.2 766.29315 0.9352467778074756 0.09317570490760661 0.09760262989829077 6.016909599304199 956.84863 0.9493391420237883 0.06270080427070629 0.07352134579206153 5.543887615203857 False 9 2900 29.5 46.72 766.6301 0.9328362669498423 0.10389810065701396 0.10066973659773507 6.038943290710449 930.3293 0.94722695173225 0.07147882014999724 0.07423638579040917 5.544346809387207 False 9 3000 29.2 40.24 741.12244 0.9312220886325303 0.1111281253183262 0.11603768227552189 5.9733734130859375 941.56445 0.9466912125791187 0.07582666182412875 0.09547560592938624 5.4839372634887695 False 9 3100 29.28 41.69 904.222 0.9417988439917964 0.08155519084936445 0.07303284089263849 6.292564868927002 1057.1592 0.9530103815846472 0.057416446931943844 0.040203632604568454 5.8048319816589355 False 10 3200 29.21 40.21 733.3834 0.9340932467519638 0.10460195849107455 0.10630966329624028 6.084815979003906 971.3191 0.9477731613235797 0.07447689731285984 0.0933223732853681 5.612336158752441 False 10 3300 29.23 46.88 838.5886 0.9413833117779079 0.08743179535947906 0.1249811852744758 6.744200229644775 965.6547 0.9520486975417457 0.06211345138049241 0.1136554771196763 6.20007848739624 False 10 3400 29.28 212.7 709.9755 0.9311903776056443 0.10861986813211255 0.13997390474990426 5.979227542877197 982.22095 0.947273971549336 0.07122482671598059 0.13124951393079076 5.4779767990112305 False 11 3500 29.05 47.15 679.9312 0.929798663323872 0.11808207411476596 0.11229676402053768 6.088980674743652 955.2763 0.9462677285251747 0.07852166728190833 0.08201917015562361 5.5871148109436035 False 11 3600 28.93 41.11 671.2395 0.9276531046652909 0.1170416902301802 0.08686626045648232 6.109750270843506 981.32465 0.9463335230925741 0.074279829220966 0.06988125966951027 5.598190784454346 False 11 3700 29.13 42.7 701.70197 0.930509504973358 0.11641482529040195 0.08597311209286948 5.980528831481934 979.80194 0.9458203484922044 0.07982988234486335 0.06118457039615162 5.502685070037842 False 12 3800 29.07 122.1 669.0134 0.9236806851407603 0.13017941329484503 0.1398884308876572 5.985739707946777 1035.6067 0.9439017133644242 0.08376427153981296 0.12525516131053305 5.514504909515381 False 12 3900 29.32 44.04 708.4188 0.9320789000223663 0.11520758456148347 0.08717573539571079 5.9828104972839355 971.5866 0.9470238546924739 0.07810977348260251 0.07558586802987999 5.492568492889404 False 12 4000 29.23 52.54 687.18756 0.9283831933387444 0.1149808269081927 0.14763998956999086 6.152037620544434 1115.8341 0.9486286785176415 0.06956645741803365 0.13404285174937025 5.701594352722168 False 13 4100 29.01 37.98 643.3712 0.924217644593655 0.12370130532170538 0.11131031343112835 5.98237419128418 1003.3613 0.9462103869124925 0.07326992013242248 0.07573747934052177 5.519680023193359 False 13 4200 28.65 49.79 608.74115 0.9185479760153317 0.14545901079759918 0.1569293802297729 5.957955360412598 1026.54 0.9430073640790578 0.08851763233152392 0.1301795591466498 5.491156578063965 False 13 4300 28.97 61.21 592.5307 0.9154040256707249 0.15686370582148493 0.15900301543004186 5.935731410980225 984.6427 0.9407664854318829 0.09540160269932892 0.134739140608894 5.452622890472412 False 13 4400 29.2 37.66 747.68994 0.9240817210536342 0.13353805935696125 0.12507885377198602 5.97544527053833 1007.8847 0.9463370884981714 0.0789034808452855 0.10670925774728249 5.481055736541748 False 14 4500 29.06 352.2 695.47034 0.926907147809008 0.13868964096436506 0.08163943395423622 5.992279052734375 987.88983 0.9448472521662057 0.09140474389800174 0.04845754180112274 5.511898517608643 False 14 4600 29.03 37.24 666.81195 0.9176988519879525 0.15096098276745376 0.14314236036384473 5.957948684692383 1034.7662 0.9423167217831747 0.0921952604798528 0.11141747097153905 5.4864654541015625 False 14 4700 28.93 354.9 652.86346 0.9144809851207172 0.1638285601766206 0.14112688902633536 5.952674865722656 996.4662 0.9407062461064181 0.09921586461376128 0.11182939744196825 5.4696574211120605 False 15 4800 29.03 160.3 730.9202 0.9233431862717942 0.13822729131807748 0.1215143139490029 5.960679531097412 1032.2502 0.9450453451388233 0.08366612566446434 0.10437097147777988 5.474594593048096 False 15 4900 28.63 108.7 701.39966 0.9226925990311943 0.1426902827439194 0.15979013127929262 6.181735992431641 1007.2922 0.9444595358819875 0.08698915001593402 0.13895509767667144 5.657830715179443 False 15 5000 28.93 88.46 693.80304 0.9179730993575932 0.14617008770249287 0.144433923271617 5.959602355957031 1039.4763 0.9450031088483145 0.0809049636982985 0.11702879801845456 5.471940040588379 False 16 5100 29.02 37.67 673.9206 0.9111779467548977 0.16404386013289243 0.16745708612262322 5.934448719024658 1057.0746 0.9426716566248747 0.08880701979140677 0.1338772430364847 5.459501266479492 False 16 5200 29.34 37.79 626.9868 0.9129323784623802 0.17179832578449403 0.14119973634999686 5.978271484375 1022.52875 0.9430548449975464 0.09384511640198544 0.10475826196016627 5.522240161895752 False 16 5300 29.09 38.31 597.94275 0.9111396554319122 0.17117844001881416 0.15229084553671815 5.954823970794678 1001.07263 0.9420423899771406 0.09313662573025164 0.12143019721961266 5.492180824279785 False 17 5400 28.9 37.31 590.29376 0.9089433876554559 0.17588685729046258 0.14164919256108832 5.947120666503906 1001.7557 0.942140825004337 0.0924355184960499 0.10648204873747942 5.489645481109619 False