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 16.92 65.99 2235.7163 0.9585324254135507 0.005096791746247127 -0.005578438030814356 699.554931640625 1952.8423 0.9575099910183863 0.004899017927167105 0.010382159035498327 688.56201171875 True 0 100 29.35 47.36 1490.439 0.9464204033959932 0.034604209985430186 -0.01798254246551013 5.868335247039795 1311.7084 0.9453466337199705 0.0340519550681458 -0.00892087637690827 5.517646312713623 True 0 200 29.18 46.98 1429.6642 0.9470701835550905 0.028459063642331986 -0.041149263146644695 9.270482063293457 1308.6251 0.9462363668427392 0.02780405249992041 -0.04109199231564537 9.522537231445312 False 0 300 28.97 47.94 1321.5076 0.9453878239560046 0.033501758272262164 -0.03141264326140057 5.932161331176758 1295.4603 0.9450949714667012 0.030773202300831425 -0.030740222244009525 5.6486287117004395 True 1 400 32.43 50.43 1297.6649 0.942063387437362 0.051214557443039925 -0.03496872015949023 5.907787322998047 1263.4545 0.9415718898798819 0.04872971942125621 -0.031599398932453254 5.599366188049316 True 1 500 29.3 77.29 1521.2302 0.9497778138433459 0.02843923042458267 -0.030185011055506684 5.945560455322266 1453.9576 0.9493128232194861 0.027092095953055225 -0.023362373801797766 5.6754937171936035 False 1 600 29.43 49.3 1306.0317 0.9418386455556685 0.04732555509647784 -0.02814987449558912 5.935123920440674 1277.4792 0.9412020380236292 0.047176098059093195 -0.018638451793274866 5.498279094696045 False 1 700 28.87 66.81 1316.5376 0.9422064948760387 0.047904826871482904 -0.022161812703078456 5.9044694900512695 1259.3429 0.941685155459265 0.04541733049423286 -0.017978999639663547 5.596002578735352 True 2 800 29.6 51.86 1269.0728 0.9422312613430812 0.0475559549715004 -0.023657599206135516 5.902129173278809 1253.4532 0.9419281476367951 0.04556828474626322 -0.01690548218915372 5.590132713317871 True 2 900 29.36 73.72 1230.8304 0.939173198784367 0.057819585260493134 -0.01736599685614383 5.881497859954834 1227.2499 0.9382518349221397 0.05836806171644575 -0.0014854333606398227 5.483530044555664 True 2 1000 29.47 47.79 1171.2719 0.9379492773180237 0.06438143128407355 -0.016417919640427197 5.866786479949951 1212.2035 0.9376758303904762 0.06249644748014268 0.011682153002792406 5.515767574310303 True 2 1100 29.27 51.3 2055.9492 0.9521353685529852 0.035520230725286615 -0.03889945431225693 7.354523658752441 1986.8872 0.9516822476860223 0.03398959527156972 -0.021237227864762155 7.366199493408203 False 3 1200 28.85 66.72 1225.7882 0.9403565055200217 0.05159414036314999 -0.026410202495258012 5.931920528411865 1291.7478 0.9396578783862406 0.05116270939074964 -0.026019672016194286 5.515363693237305 False 3 1300 29.15 54.83 1274.1349 0.9445366555682744 0.04418075387431374 -0.059974179873211006 6.116074085235596 1346.0623 0.9444124145349124 0.040970233641802745 -0.052159663915486994 5.904960632324219 False 3 1400 29.33 55.32 1116.5587 0.9364241755544153 0.07082329171818183 -0.09208250262832218 5.91210412979126 1214.9462 0.9375684024563673 0.06299013722779066 -0.06572214044461781 5.516674041748047 False 3 1500 29.0 49.57 1112.1404 0.9379929714581516 0.060720474913520645 -0.06049555176276831 5.9066925048828125 1223.2827 0.9387445215447273 0.05497245425596179 -0.03631193413614122 5.578034400939941 False 4 1600 28.63 59.95 1082.2795 0.9359443410316839 0.0680695948734239 -0.058585183170944036 5.896460056304932 1198.7573 0.9371540450527897 0.061330591965578427 -0.037911750501908294 5.523006916046143 True 4 1700 29.36 361.3 1078.475 0.9357718735272631 0.06885754632102166 -0.011963964618111647 5.873622417449951 1223.744 0.9371446421594856 0.06129336634811633 0.01916441506381955 5.4996867179870605 False 4 1800 29.61 49.03 1081.6342 0.9333881957330876 0.07896435663111737 0.009265282123571375 5.8576459884643555 1178.9124 0.9346600969828013 0.07112784595934986 0.03528123321643659 5.475912094116211 True 4 1900 29.26 50.62 1124.9111 0.9392965227140858 0.055719578925179473 0.03653607280485348 5.860902786254883 1258.63 0.9406118662896874 0.04966009820549891 0.06459128232821339 5.525365352630615 False 5 2000 28.53 47.97 1011.41144 0.9326204783232142 0.07484663217502674 0.09723685704589563 5.874979496002197 1202.9836 0.9350084295465265 0.06647251427738224 0.12607401132725143 5.421298503875732 False 5 2100 28.92 67.49 965.1486 0.9303954263819111 0.08820196706849755 0.09041778554381381 5.813700199127197 1182.066 0.9329004795706652 0.07704449210740975 0.1189135711821804 5.412586212158203 True 5 2200 29.35 79.53 1510.4083 0.9473770490967046 0.04830228034134269 0.12114923781709486 6.375527381896973 1661.1315 0.9482404871367163 0.04209626123744273 0.14675458963563354 6.2033843994140625 False 6 2300 28.78 426.5 1055.4166 0.9364405583940344 0.06617404870494405 0.1041501170225134 5.797774314880371 1226.4479 0.9383279735662738 0.056934341016777294 0.1263663385122201 5.412119388580322 False 6 2400 29.96 66.81 972.80414 0.9314444737538164 0.09439595168052356 0.039402821436566995 5.967311859130859 1164.3267 0.9338463938752231 0.0817436080888065 0.0626130380781465 5.692543983459473 False 6 2500 28.92 50.05 922.3328 0.92695646707618 0.10510607142321064 0.1034204897462049 5.807197570800781 1143.7573 0.9302584136882689 0.09205497565552513 0.13551677105003912 5.392251968383789 True 6 2600 29.33 48.68 971.0537 0.9285585238745547 0.09956210231883247 0.08458044881314795 5.835803985595703 1183.197 0.9326309383810363 0.08276406250137522 0.11495071299057764 5.4019365310668945 False 7 2700 28.47 50.88 952.22595 0.9277290701016118 0.09823978465969617 0.12407337893302171 5.802537441253662 1219.4071 0.9333390797610975 0.07881990795056174 0.14880453261400411 5.446174144744873 False 7 2800 28.98 47.16 972.6756 0.9284231266425246 0.0963277159063979 0.08645172112442875 5.900801181793213 1184.1105 0.9329156744142431 0.07967820935033885 0.11098646162414576 5.59116792678833 False 7 2900 29.08 49.01 955.2719 0.9275382020994507 0.10364803160119897 0.10394236888173365 5.795121192932129 1185.9987 0.9327894692844878 0.08243580951336878 0.12242695648707468 5.420549392700195 False 7 3000 29.1 54.74 947.6846 0.9258785719720897 0.10619725055516265 0.07457606567609229 5.837733268737793 1155.2219 0.9316310176020671 0.08486878593376358 0.0952730409599753 5.417464256286621 False 8 3100 28.88 48.61 1004.258 0.9275089398460692 0.09776335511441868 0.08989165811524731 6.124168395996094 1144.344 0.9312158508122239 0.08394631855914693 0.10472053172193838 5.6017165184021 False 8 3200 29.04 50.19 977.9919 0.9283819609616759 0.0997843990523878 0.11043344222644916 5.811931610107422 1194.2948 0.9330767994658078 0.08054599874129208 0.13138870335527061 5.4670023918151855 False 8 3300 29.09 51.74 924.1559 0.9228517073579133 0.11042676291218696 0.12293855985355222 5.778237342834473 1172.4336 0.93114974008391 0.08353372673478485 0.1401338715769132 5.408116817474365 False 8 3400 28.83 49.3 879.6883 0.9220537849667396 0.12943696259192491 0.1257023062597677 5.962284564971924 1149.6415 0.929451064710015 0.10016410684927045 0.14625819900403342 5.459343910217285 False 9 3500 28.77 49.16 946.30066 0.9227313874590221 0.10928263893107416 0.15640420929240934 5.7386016845703125 1227.7761 0.93237904772055 0.07881202418987004 0.1775301966537358 5.351589679718018 False 9 3600 28.86 53.61 871.949 0.9192607542670084 0.12464752542687761 0.16886839792245303 5.783819675445557 1171.9039 0.930248442034213 0.08841556975661932 0.1853689825902832 5.455557346343994 False 9 3700 29.1 48.04 942.42926 0.9250551112880273 0.10712698638133755 0.13102930061021345 5.776630878448486 1217.8455 0.934300038939477 0.075817943285113 0.1429293565048392 5.417980670928955 False 9 3800 29.03 56.75 877.39667 0.9223762631112165 0.12012336870009464 0.12346408922811732 5.850086688995361 1162.835 0.93067737255805 0.08933358468286967 0.13902064637816128 5.5288896560668945 False 10 3900 28.84 52.17 825.6149 0.919541767782404 0.12447535290907286 0.0849113304880392 5.894215106964111 1163.8553 0.9310663434566723 0.08756163164165509 0.09885457261346225 5.57358455657959 False 10 4000 28.94 80.46 806.46844 0.9166854519057613 0.136319156133793 0.11682509512684534 5.871906280517578 1148.4039 0.9284713607281642 0.09666710626880196 0.12941919873936739 5.558741569519043 False 10 4100 28.82 192.1 779.85675 0.9173622381418175 0.14476268097565895 0.13878716008356373 5.758286952972412 1135.4066 0.9281707071649264 0.10449797609363193 0.1575175298475689 5.384866237640381 True 10 4200 29.49 210.7 753.7485 0.9134978738200761 0.1394702055916997 0.11191086316239211 5.829292297363281 1142.549 0.9282893486998399 0.09269046191704346 0.12686931740724677 5.394896984100342 False 11 4300 28.95 207.1 715.0982 0.904625635064137 0.16423098694551458 0.12286970269534218 5.81277322769165 1129.6616 0.9245389597734863 0.10613134639194559 0.13924818116980311 5.378907203674316 True 11 4400 29.93 225.9 956.60846 0.9280253454209033 0.09911167059379304 0.11503683860202328 6.335796356201172 1260.5118 0.9352012472365125 0.07401823090789902 0.13326262812450126 6.133440017700195 False 11 4500 28.66 301.2 717.6154 0.9093317509203531 0.1587680405982797 0.1265397952724365 5.765927314758301 1140.4644 0.926045361845576 0.10617110275634875 0.14437870352353588 5.370931148529053 False 12 4600 29.14 57.71 783.4554 0.9144218860842885 0.1349888634806815 0.11972324507096735 5.811922550201416 1196.0521 0.9289046973061958 0.09061915381107964 0.13658395820220148 5.466521739959717 False 12 4700 28.96 47.6 756.5257 0.9056875278677882 0.16716568095075932 0.1333234814341835 5.793437480926514 1149.2585 0.9247146526963946 0.10792888728563249 0.1500948003605751 5.360935688018799 False 12 4800 29.01 160.4 802.7048 0.9123716740848024 0.14547580977873217 0.13804899741525128 5.780960559844971 1224.6617 0.9296217542971744 0.09170846653113449 0.15491474822722504 5.425815105438232 False 12 4900 29.1 64.97 741.3483 0.9083268206080766 0.17520144342570673 0.1110987785253842 5.79981803894043 1113.049 0.9237686656814813 0.11869845216686434 0.1253467918861666 5.383330821990967 True 13 5000 29.29 47.71 713.9178 0.9001662022894732 0.1819281379573461 0.133465764756981 5.979653835296631 1168.1189 0.9229520060202491 0.11280754271429147 0.1418018901837877 5.506852626800537 False 13 5100 29.19 54.49 714.3873 0.903140594015111 0.16834768835184644 0.1401078022898544 5.745424270629883 1120.9229 0.9244643288022617 0.10496914598386495 0.15557743553901543 5.360702037811279 False 13 5200 29.34 54.68 669.2174 0.8977324556212496 0.19435874091266692 0.14232683385607747 5.812633514404297 1127.8202 0.9228475448516629 0.11710336384018259 0.1559863175147375 5.480942726135254 False 13 5300 29.22 47.96 801.9039 0.9117016678586212 0.16001950627715164 0.17099733343491777 5.731165409088135 1169.133 0.9253826401832398 0.1087880272686443 0.1864723351239184 5.370786190032959 False 14 5400 28.78 47.99 682.6542 0.9015282593634557 0.1852076421934441 0.18669742120555513 5.696139812469482 1131.683 0.9225748880108136 0.11931235259567877 0.19748056363892702 5.322129249572754 False 14 5500 28.88 48.01 665.364 0.8948576143194101 0.19597836366583282 0.158814620170512 5.773463249206543 1150.8068 0.9227082151124767 0.1142811859482386 0.16991285697283923 5.338305473327637 False 14 5600 29.04 50.54 690.7845 0.8939537833412674 0.2056521582341583 0.16279922146488265 5.743828296661377 1156.6954 0.9218110773145977 0.12153945374398115 0.17096580958074167 5.398891925811768 False 14 5700 28.8 86.22 726.66907 0.8946456091621642 0.19942522445576 0.168904935763965 5.705843925476074 1180.3236 0.923403339503125 0.11287928065848661 0.17966547434917512 5.338470458984375 False 15 5800 28.74 72.64 703.74396 0.903140854510791 0.19048406325306577 0.1793502926500011 5.734418869018555 1164.8628 0.924456928789683 0.11529980031513397 0.18735048289362274 5.400003433227539 False 15 5900 29.3 48.05 677.2319 0.8938812710394233 0.20594712650999158 0.16305300544549348 5.751465320587158 1162.9454 0.9214935260282847 0.11858139110390811 0.1607337461528343 5.423098087310791 False 15 6000 28.97 62.57 731.43634 0.903960220996553 0.1674509031876883 0.17250424057369387 5.845579624176025 1189.3342 0.9248573813525232 0.1020569383229022 0.17722268775891645 5.560103893280029 False 15 6100 28.85 155.4 678.41785 0.8911651261394283 0.20804607535448186 0.1762645268306206 5.728288173675537 1151.7284 0.9202796852891653 0.1212970306925843 0.18165980473157206 5.389205455780029 False 16 6200 28.62 59.12 702.8118 0.8965256881855039 0.19417326273665517 0.18290268684686758 5.682684898376465 1132.513 0.9215405135774231 0.11525056341802573 0.1883141907131879 5.301012992858887 False 16 6300 29.23 64.46 687.04596 0.8915491137758288 0.21234605751564842 0.1896047683253642 5.718477725982666 1138.008 0.9213110303709185 0.12031374667586571 0.18996555904710696 5.388864994049072 False 16 6400 29.0 207.0 759.3198 0.9021640847570588 0.16975856473176287 0.19326982657232175 5.696680068969727 1200.6072 0.9283222131631916 0.0893075445225637 0.19477493840577562 5.291126251220703 False 16 6500 29.57 46.79 682.3538 0.8999178340656836 0.1969928499406817 0.16782156580520005 5.706640243530273 1172.8423 0.9251702267785912 0.11033937963316567 0.16994830636624564 5.339329719543457 False 17 6600 28.94 56.84 664.0981 0.8944971954997875 0.20392554638243593 0.18092174380164006 5.7513298988342285 1172.1268 0.924027547422304 0.11074163384789108 0.18217776052100676 5.323802947998047 False 17 6700 29.08 69.08 718.75555 0.8976891637622011 0.18967797036973155 0.18745306245121196 5.666575908660889 1190.5234 0.9244418012860587 0.10674127281118122 0.1852291802624753 5.306264400482178 False 17 6800 29.26 57.33 643.72174 0.8875481809273476 0.21652783445437243 0.2024627440044802 5.648123741149902 1185.0088 0.9227873190309871 0.11075509806473272 0.19889439038658419 5.279839515686035 False 18 6900 28.88 55.0 605.14636 0.8818214147526033 0.24159332373903658 0.22516887773198174 5.626685619354248 1159.4111 0.9191080163765558 0.12925184362891956 0.21861589387188263 5.243227005004883 False 18 7000 28.95 57.82 609.36 0.8823679676871948 0.23675104914392903 0.2283226218032107 5.612008571624756 1166.5878 0.9206318135904118 0.12352431423120788 0.21966222603090216 5.282552719116211 False 18 7100 29.03 47.79 671.71814 0.888349327967201 0.2290256338838975 0.23814796767598057 5.711490154266357 1171.0723 0.9223335324227776 0.12100835311994083 0.228551691715637 5.417210102081299 False 18 7200 28.93 48.66 640.63086 0.8892111053549978 0.22567279474946964 0.21650871705447508 5.652670860290527 1137.9534 0.9204195146363953 0.12455441319321195 0.2049798158113537 5.308144569396973 False 19 7300 28.99 49.77 663.4388 0.889505672979499 0.22112946914197076 0.21371402951539223 5.700137138366699 1162.7025 0.9230291492486339 0.11670148322211212 0.20910892451449167 5.389710903167725 False 19 7400 29.04 48.58 634.78375 0.880689270012295 0.24222707845781596 0.22332110464108756 5.613740921020508 1164.6388 0.9205615709664979 0.1205070468507025 0.20574938985466265 5.27921199798584 False 19 7500 28.91 472.5 674.0391 0.8881470896020012 0.213979929477214 0.2180767230072567 5.634197235107422 1184.7214 0.9241535377314868 0.10576923729062108 0.19288321843530376 5.321455955505371 False 19 7600 29.0 465.0 676.22064 0.8981981919332908 0.20565232810075149 0.24793972282349447 5.689850807189941 1167.499 0.9265247303119162 0.10294160905008291 0.23110253577448894 5.425744533538818 False 20 7700 30.95 153.5 614.1944 0.8786507793970072 0.24617665882681858 0.24378115127317718 5.539977073669434 1154.776 0.9213817890488449 0.11481270442775694 0.22872135496504664 5.205558776855469 False 20 7800 29.32 130.3 617.1607 0.8779897326509926 0.2508516669232712 0.2339726510122041 5.574364185333252 1135.447 0.9188369736564386 0.12549543063285576 0.2132402791762138 5.249649524688721 False 20 7900 30.77 513.9 618.21576 0.8780489486092452 0.2452210696263248 0.21191787134658593 5.704087734222412 1179.8843 0.9201772654932989 0.1201620288380964 0.18507616998606585 5.328386306762695 False 20 8000 29.01 509.1 721.26196 0.8903594083296746 0.20080227707533152 0.24983374358647567 5.563246726989746 1242.2709 0.9251787219044831 0.10073906261596191 0.22828462675423375 5.212101936340332 False 21 8100 28.98 46.75 605.3362 0.8719536310377805 0.26160259402473035 0.23189534318722785 5.571718692779541 1155.6411 0.9195248829812841 0.12259490456324358 0.21294150546382995 5.233722686767578 False 21 8200 29.3 292.4 623.0608 0.8818242001066272 0.25077181372456386 0.2461132085672524 5.562690258026123 1154.09 0.9214006589014463 0.12340263521832967 0.21627603346864976 5.237928867340088 False 21 8300 28.87 154.9 595.62286 0.8817200750348694 0.2516186560255419 0.24250861652935424 5.580571174621582 1162.8953 0.9223695043778718 0.11863679801028859 0.2100973850801724 5.252833366394043 False 21 8400 28.91 47.74 597.2408 0.879217478954628 0.2415188147325652 0.2359613041905267 5.6448211669921875 1198.5424 0.9236192092310581 0.10682475542851937 0.1991515133626056 5.38077974319458 False 22 8500 29.12 57.3 562.931 0.8725478855816795 0.27027535561343413 0.2634189437762226 5.507614612579346 1177.1158 0.9191519310086104 0.13128244116556703 0.22993769613885584 5.206236839294434 False