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 16.88 612.3 29930.484 0.9840777728783474 0.010573558516017748 0.17877661188550933 160.7584228515625 11044.318 0.9849308204556152 0.00989531387804625 0.18322293732010117 163.89036560058594 True 0 100 28.74 92.45 3627.1519 0.9812259084426904 0.03302309910193693 -0.24964271069451652 8.156512260437012 1710.1989 0.9822771975786068 0.033061569220827085 -0.3700835227717258 7.512963771820068 True 0 200 29.44 74.9 4179.7866 0.98630330002097 -0.0021370802194809408 -0.30985282690924215 16.231897354125977 1826.3752 0.9871352166862377 -0.0021265488291788274 -0.4417850323896804 15.210886001586914 False 0 300 29.26 71.84 4358.6387 0.9791945672374677 0.030118109792699906 -0.36130345256528495 6.102462291717529 1929.711 0.9795978896240609 0.03162574930527681 -0.49012648628073635 5.805409908294678 False 0 400 29.41 84.19 3501.78 0.9825752547194896 0.023895852329926314 0.04840890012101471 8.138448715209961 1677.737 0.983477064087304 0.02491194805939161 0.008394784319974643 7.473145961761475 True 1 500 37.76 58.24 3248.83 0.9790678687902327 0.04249085649630258 -0.32011536633044935 6.373118877410889 1619.6915 0.979890327459267 0.044287994311852055 -0.45089812871157453 6.026629447937012 True 1 600 29.72 70.39 3399.782 0.9830591843629334 0.015389397395086319 0.24542427362777175 4.047857284545898 1782.543 0.9841014820370017 0.015310183357516698 0.2761384534216281 3.8391478061676025 True 1 700 29.69 80.68 3318.3955 0.9831594652847137 0.016376093249705893 0.3230210473899341 10.68278694152832 1745.4125 0.984226727860941 0.016258867300687988 0.3878236058806544 9.861371994018555 False 1 800 29.47 63.0 2735.4185 0.9763576199360251 0.04187065329026749 0.23720707678021594 8.035669326782227 1678.3207 0.9774548248117901 0.04139915990653947 0.2722482744997407 7.355160236358643 False 2 900 28.98 74.86 2344.7063 0.9755610359313862 0.04886166901773236 0.3662341906043114 3.698775053024292 1557.5016 0.9768793849550812 0.04831395011197904 0.4615400360835228 3.3274319171905518 True 2 1000 29.27 63.93 2042.7211 0.9712629283882142 0.05649905763063694 0.3680016582975337 3.642599582672119 1514.6608 0.9726839776012697 0.05598698258220601 0.4642330096225476 3.2627992630004883 True 2 1100 29.44 63.57 2472.1792 0.977286326986011 0.03267785846601679 0.3765351928448702 4.27139139175415 1595.8041 0.9783448632864599 0.03354737692086532 0.4575608271924467 3.8678598403930664 False 2 1200 28.99 78.96 2350.8262 0.9712680738270641 0.06242030805104359 -0.08083366000329917 4.666296482086182 1523.9158 0.9732259136975335 0.061222680838821805 -0.19001488296965646 4.417899131774902 False 3 1300 29.42 51.97 2044.977 0.9731993474634574 0.0528502191201808 0.375587534112345 3.738058567047119 1477.7833 0.9747418394100824 0.05388015742614874 0.4683521849404511 3.3817203044891357 True 3 1400 29.55 56.42 2166.945 0.9743197925940763 0.041093838140875 0.36040052310443527 3.778557062149048 1610.6288 0.9763139027421074 0.0388688883851624 0.4529653161266437 3.360884666442871 False 3 1500 29.13 56.36 1964.855 0.9691204261280563 0.06731645433150371 0.2950926631707787 4.397251605987549 1539.127 0.9715642715084587 0.06561776455770307 0.348720190024055 4.0643534660339355 False 3 1600 29.48 60.29 2061.264 0.9679998216875733 0.0647588053469168 0.370652205933376 3.74651837348938 1452.9884 0.9700918177762844 0.06560217233047784 0.4642033018688995 3.3831899166107178 True 4 1700 29.2 55.11 1684.259 0.9636482727978875 0.07663504219439336 0.3736178496971327 3.6326253414154053 1424.457 0.9662853598242953 0.07610455689666767 0.473485630929456 3.216627359390259 True 4 1800 29.27 71.95 1868.2756 0.9616196600963757 0.08049783326499578 0.3788460122217688 3.5851118564605713 1420.2252 0.964636515724917 0.07901369837290302 0.4853144679829079 3.1144018173217773 True 4 1900 29.49 154.3 1862.0319 0.9689790314594611 0.06107206541087457 0.38194259191381963 3.591007709503174 1467.2532 0.9720505002861977 0.05763701739231313 0.4888338607104751 3.09938383102417 False 4 2000 29.18 56.34 1863.5215 0.9606408889258536 0.08625857010439017 0.3761072276542665 3.6118245124816895 1406.7124 0.964307625825095 0.08258411080083763 0.4829659361683485 3.152355432510376 True 5 2100 29.18 51.56 1889.4803 0.9642210848677237 0.08362053266692465 0.38675461150510587 3.5738120079040527 1453.3137 0.9672344122288726 0.07954007785690839 0.4952229983525268 3.121955156326294 False 5 2200 29.56 56.45 1926.6401 0.9632624589948271 0.06693532857273247 0.3974253021808951 3.5475902557373047 1508.7235 0.9660536495742577 0.06534274566361185 0.503561022876248 3.0455167293548584 False 5 2300 29.03 62.59 1608.2705 0.9630043048113228 0.0910784303528527 0.3817542334737451 3.603410482406616 1394.7511 0.9665796729037116 0.0868902684979483 0.49003303064554266 3.1156585216522217 True 5 2400 29.28 70.11 1495.7676 0.959011025561772 0.08450057630742676 0.387734898652496 3.597722053527832 1356.813 0.9631135120099363 0.08117096663629061 0.4909735766881864 3.156048059463501 True 5 2500 29.2 70.96 1506.7109 0.9565994267965403 0.09763213355181725 0.3980085877883056 3.522585391998291 1330.9117 0.961145427323419 0.0921340851599759 0.5050887754854048 3.0307555198669434 True 6 2600 29.48 70.58 1602.7561 0.9606097664988053 0.09253011777346823 0.3967855372414487 3.6329853534698486 1352.4705 0.96474777082556 0.0861452924783701 0.5048656649729935 3.1231014728546143 False 6 2700 29.21 309.3 1764.0258 0.9551353282369169 0.09337621347779242 0.4053894768575704 3.5264525413513184 1371.5671 0.9591462598530777 0.08852057637043564 0.510598029783042 3.05690860748291 False 6 2800 28.84 79.77 1680.4602 0.9601161537535366 0.08723536247718845 0.42108038902147804 3.5260534286499023 1357.0992 0.9647813162551035 0.08050437442371312 0.5224268809516542 3.1211485862731934 False 6 2900 29.26 57.84 1538.8439 0.955623420631332 0.09638926471002493 0.4169226805291364 3.4698615074157715 1325.808 0.9610118846169677 0.08954908185286005 0.5220461748969063 2.97334885597229 True 7 3000 29.32 49.67 1714.4701 0.9566848969466026 0.09581405474932715 0.413287838035177 3.474560260772705 1359.881 0.9610769940098768 0.08922660524031113 0.5183602806618577 2.9781832695007324 False 7 3100 29.03 122.0 1647.944 0.950828332947205 0.10427106488537646 0.4116269926449853 3.516547203063965 1314.6082 0.9565680250095808 0.09633601330251575 0.5175224356077135 3.055018186569214 True 7 3200 29.15 53.49 1626.697 0.9595194973414966 0.09730397197658881 0.41678163906226723 3.5416054725646973 1326.9252 0.9635820604073924 0.09152814039319178 0.5205517617295352 3.104714870452881 False 7 3300 29.01 61.73 1542.3009 0.9562865924615855 0.09968982659508606 0.4105930794330493 3.4825820922851562 1323.2814 0.9613445393317935 0.09277593196864893 0.5158273951502629 2.9929630756378174 False 8 3400 28.93 67.81 1533.0491 0.961396472977121 0.07232086451261775 0.4230860176071374 3.485363006591797 1373.7628 0.9671968377445329 0.06349960269876842 0.5240128792638442 3.0451436042785645 False 8 3500 29.16 578.0 1548.4567 0.9606973924230454 0.08096250582742581 0.42639587018560954 3.4474499225616455 1363.1815 0.9658473149391873 0.07365947341902286 0.5288805865104323 2.9827680587768555 False 8 3600 29.03 49.64 1360.1238 0.9560371522115861 0.10693346951840164 0.4181781831319441 3.5395939350128174 1309.3467 0.9617957081768916 0.09744209821273042 0.524748349689445 3.0072824954986572 True 8 3700 29.43 50.03 1296.7008 0.9483895349741565 0.12336267518625581 0.42044551551643694 3.4510345458984375 1284.7654 0.9542115992492651 0.11305285702392472 0.5237919753194175 2.9595837593078613 True 9 3800 28.98 217.8 1321.567 0.9538037272585352 0.1143024743156694 0.4263108897729713 3.430934429168701 1293.0781 0.9594371437653244 0.10385428439457979 0.5287449448169714 2.953591823577881 False 9 3900 29.73 503.7 1285.8217 0.9467301141955806 0.11593445257925462 0.44020810468864774 3.3979713916778564 1249.4675 0.9535058559932762 0.10504153653039587 0.5372966785962369 2.9492440223693848 True 9 4000 29.52 64.12 1293.4731 0.94686855865926 0.11549483679475392 0.44104202283129046 3.406337261199951 1312.0159 0.9543479468943409 0.10153999889246974 0.5443571539989154 2.9352710247039795 False 9 4100 28.89 51.0 1394.9495 0.9511500427142544 0.11548187553386632 0.44199494820221114 3.4247043132781982 1285.8572 0.9582353111971242 0.10262296491851258 0.5451249611316673 2.9720587730407715 False 10 4200 28.87 53.74 1337.4918 0.947165312242348 0.11792932605698299 0.44219071149118294 3.3999319076538086 1263.2773 0.9547958337880573 0.10474004161797536 0.5456347791229001 2.8554317951202393 False 10 4300 29.2 54.77 1385.6318 0.9449940968134465 0.11186762838764401 0.444300516164021 3.4586727619171143 1252.6145 0.9527098074741331 0.0990114942644492 0.5418311668450668 2.9523539543151855 False 10 4400 29.08 59.85 1451.9307 0.9444556035645819 0.12455372910242371 0.4499434510251485 3.4363906383514404 1240.1943 0.9522676827966068 0.11089575131075104 0.5505696305519997 2.8927555084228516 True 10 4500 29.63 49.7 1322.902 0.949992557580115 0.11136813598177328 0.4601120984274778 3.5389158725738525 1279.3475 0.9578535595769131 0.09766521547095142 0.5560272706149711 3.167515516281128 False 10 4600 29.42 147.6 1361.7775 0.944279957150328 0.11862406946368073 0.43931802556463084 3.411233901977539 1301.483 0.9518044634218996 0.10451823457587227 0.5388023362026095 2.862166166305542 False 11 4700 29.17 84.85 1290.8231 0.9426225558872438 0.1217440887006154 0.4556344684266653 3.39127516746521 1263.9778 0.9519090253958511 0.10566032463406093 0.5495725837238024 2.895075559616089 False 11 4800 29.15 621.0 1424.9359 0.9455594658896306 0.12574264392834575 0.47985100324527713 3.332728862762451 1246.0444 0.9538559364527923 0.11122071416289318 0.5738860241971234 2.929187536239624 False 11 4900 29.24 335.4 1312.3585 0.938158224614079 0.12818199363169142 0.4492911139930918 3.368332624435425 1277.0386 0.947633930171104 0.11064190577018562 0.5495897168195967 2.870131492614746 False 11 5000 29.11 53.78 1246.2004 0.9376723928183271 0.12742680238694942 0.45133906989117617 3.334113597869873 1270.2452 0.9468733390756155 0.11064949071558353 0.5504626659722057 2.833441972732544 False 12 5100 28.83 61.5 1344.5157 0.9524849865586635 0.08852051917444934 0.45423870081305867 3.5468153953552246 1344.1844 0.9608365668906672 0.07290530113444493 0.55320031724407 3.0586800575256348 False 12 5200 28.85 53.06 1174.0242 0.9399982636597352 0.11746433427598105 0.47228913609730405 3.4603190422058105 1266.7526 0.9500336301602242 0.09957099868290027 0.5576271444028256 3.046351194381714 False 12 5300 28.74 55.08 1218.2539 0.9378332224329683 0.14030908716913545 0.457696365355517 3.3620357513427734 1201.506 0.9471351385958017 0.12175963928659325 0.5560457391167014 2.9051599502563477 True 12 5400 29.39 53.45 1362.1932 0.942788839170817 0.11961791226269704 0.4604667338201538 3.334846258163452 1223.6228 0.9500663520375828 0.1076452400411292 0.5572825855196945 2.8684380054473877 False 13 5500 29.0 61.12 1396.4216 0.9580657235977077 0.08373653377574174 0.44671158207369394 4.494551658630371 1410.3285 0.9653655998437809 0.06722991067896639 0.5420352177404086 3.951866388320923 False 13 5600 29.39 60.26 1266.601 0.9417451420682775 0.13975333890131492 0.45600873033048744 3.3718626499176025 1260.3933 0.9499598646370658 0.12077651745523549 0.5573929007762518 2.8804738521575928 False 13 5700 28.99 55.64 1174.9854 0.9429036962820332 0.13160416618004747 0.4594823540149767 3.323672294616699 1250.4807 0.9517659808478705 0.11372455979543443 0.5576996473697059 2.84948992729187 False 13 5800 28.76 59.41 1226.3044 0.946048322104345 0.1368096479838197 0.4543148361447803 3.34325909614563 1251.9119 0.9539787730599287 0.11811929062915438 0.55501451985281 2.8609554767608643 False 14 5900 28.89 60.67 1280.9208 0.9405890595477917 0.13783626964109455 0.4708316791000815 3.283266544342041 1192.6252 0.9501056835923459 0.12124544476142154 0.5636628377047638 2.8135948181152344 True 14 6000 29.6 62.54 1292.0984 0.9437673321506338 0.11149464490883043 0.4783622207424149 3.271106719970703 1283.9138 0.9540621242856772 0.09165744712151405 0.5709558633259645 2.8309311866760254 False 14 6100 28.75 180.0 1235.4965 0.9347099284015834 0.14038412675499426 0.472928156199711 3.2529137134552 1186.6134 0.946015236533951 0.11963485503234556 0.5648264808824168 2.773844003677368 True 14 6200 30.24 405.1 1031.7284 0.9350560697111583 0.1494724124188359 0.4732944855554504 3.278878927230835 1178.5387 0.946562667835816 0.12698647267116758 0.5675368359053999 2.773498058319092 True 15 6300 29.78 137.9 1064.5725 0.9345632906111387 0.14362188747070495 0.4829086488682797 3.2817130088806152 1179.0688 0.9469858879833208 0.11897130054557897 0.5759732586376333 2.8137423992156982 False 15 6400 29.46 66.78 1047.9141 0.9237532298397622 0.1581420178706225 0.4886273605712719 3.5238120555877686 1132.5288 0.9383411404319236 0.12990131517047726 0.5782809595449903 3.1129443645477295 True 15 6500 29.86 142.8 969.3906 0.9224186047299135 0.16505500590253713 0.49826767095810953 3.1850085258483887 1137.9132 0.9377539892625314 0.13474216754118176 0.5868990000186672 2.7019004821777344 True 15 6600 29.59 60.15 1095.5192 0.9265926416215453 0.1618214424218704 0.5013026238787271 3.3060736656188965 1216.8035 0.940859333991712 0.1302150616350822 0.5934261823482626 2.870497703552246 False 15 6700 29.04 58.23 1247.3286 0.9326670994525204 0.14277207037394338 0.47635394217788457 3.2460687160491943 1176.4443 0.9440494015367583 0.12058169804977222 0.5722524826634943 2.756781816482544 False 16 6800 29.07 65.92 1126.2974 0.9343666477089041 0.1557890500288859 0.49467581979988784 3.4219303131103516 1227.2765 0.9458666441829887 0.12793743711949718 0.586028437732269 2.916811466217041 False 16 6900 29.0 71.81 1025.0511 0.9309881852604726 0.15726792967965267 0.4928886687252602 3.278008460998535 1171.074 0.9441467688232535 0.1301251960885027 0.5829277096967839 2.7937324047088623 False 16 7000 28.88 72.25 1111.4459 0.9385814446446729 0.15115927018879916 0.4980563519369601 3.1845760345458984 1182.3435 0.9492566150845859 0.12820133228813257 0.5837010929008118 2.7528584003448486 False 16 7100 29.24 76.51 966.4526 0.9288792934701696 0.1571417753484599 0.49060850641313863 3.18994402885437 1134.9431 0.9414059032861354 0.13299896031859562 0.5815012811200173 2.716041326522827 True 17 7200 29.8 78.6 890.8283 0.9285942078222702 0.15670543126134104 0.5043201605901251 3.1659996509552 1133.6271 0.9436564772105117 0.12658175738309616 0.593562996100406 2.7197282314300537 True 17 7300 29.99 82.24 971.6864 0.9341786754752515 0.15063106384113403 0.5061963178034966 3.212630271911621 1222.9264 0.9485848529882679 0.11800745454250759 0.5905866833192068 2.7698745727539062 False 17 7400 29.42 78.88 902.424 0.9218860992438385 0.17267024235565195 0.5142278621555393 3.1192095279693604 1124.7897 0.9396751888144227 0.13491031569378997 0.5986034572023019 2.626540184020996 True 17 7500 29.81 79.28 1006.8334 0.9228531422786374 0.16745512411372104 0.5175840688336875 3.0953218936920166 1135.6914 0.9402340068806072 0.1312845974229644 0.6008107363461502 2.66115403175354 False 18 7600 29.15 80.49 947.326 0.9321123061989735 0.16598853709408434 0.5043882608305302 3.2500176429748535 1162.8556 0.9472079186055488 0.13163986860114976 0.5913274792035086 2.7607758045196533 False 18 7700 29.66 73.65 901.7939 0.9190130187500991 0.1743154335952636 0.5074838815390496 3.129460573196411 1114.1243 0.9371037182960258 0.13742612415850908 0.5927342707858315 2.659743070602417 True 18 7800 29.77 72.71 1311.1881 0.9298248334287194 0.1392035658920945 0.49553179611248216 3.191722869873047 1197.6041 0.9472003304871472 0.10367867305154577 0.5836276430419117 2.694941997528076 False 18 7900 29.63 78.08 1113.5283 0.9216047602485442 0.1557800249313548 0.5085221642584536 3.4015159606933594 1226.3121 0.939177143282182 0.12102955011046976 0.5962635821523183 2.862220287322998 False 19 8000 29.64 147.6 1083.9495 0.923941130450407 0.16807510507670828 0.5066924542354281 3.132180690765381 1123.784 0.9399077812509278 0.13208808017557655 0.5960253214573733 2.650735378265381 False 19 8100 29.88 454.3 1086.0677 0.9339056729673273 0.14900531788030047 0.5193095487820792 3.1211466789245605 1181.4299 0.9485555059917112 0.1155468230929767 0.6002213693734056 2.6398379802703857 False 19 8200 29.04 264.8 936.6999 0.9102034895186512 0.17897364526907367 0.5270284184430243 3.175959825515747 1158.0831 0.9327680977924844 0.1344937061741303 0.6054317921651254 2.695021867752075 False 19 8300 29.11 415.7 874.12775 0.917025610483291 0.1793777350507456 0.5251408538328238 3.2343685626983643 1142.4135 0.9386617566902057 0.13168273737860986 0.6034543923451482 2.761218309402466 False 20 8400 30.08 61.48 1009.7035 0.923468741509925 0.18065786730692648 0.5242785299877541 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