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 2.927 29.1 30152.527 inf -0.003970346786899637 0.3988292785326925 389.29803466796875 20715.04 inf -0.004168143528348842 0.523703402596979 391.7455749511719 True 0 100 9.877 26.31 6642.0034 0.9834495729786044 0.022233317821365072 0.40858484935274797 13.031888008117676 2541.3281 0.9839969493528383 0.022051022859223654 0.5362327642210631 12.332440376281738 True 0 200 10.14 25.21 3320.9263 0.983379169386309 0.022764040407380056 -0.3914668827431587 8.97707748413086 1548.0137 0.9838879093275821 0.022901601959824793 -0.5206938352460752 8.394906997680664 True 0 300 10.73 25.87 5187.2354 0.9878204050873309 0.012029065038495821 -0.37910051388047356 5.4793195724487305 3325.2446 0.9886201778516753 0.011681187958693079 -0.5021621560272895 5.052064418792725 False 0 400 9.703 22.09 2345.3872 0.9800037085804743 0.04247489725384162 0.27312325640396073 4.012633800506592 1336.8477 0.9809886405452042 0.04238941802274167 0.36136830306282125 3.693241834640503 True 0 500 9.832 22.5 2350.6777 0.9783843920995098 0.040598572081184475 -0.29880197716899276 4.165907382965088 1325.088 0.9790788707871352 0.04085220620371269 -0.3998884585368059 3.893357753753662 False 0 600 9.058 22.13 2283.325 0.9823071932619916 0.02995630804275021 0.016522944833843648 7.080416202545166 1444.3134 0.9833295530163599 0.02864007525089734 0.02298418694026797 6.559778213500977 False 1 700 10.7 22.4 2214.8696 0.9812230108185125 0.028371532651934362 0.35452239062463997 3.753476858139038 1484.9447 0.9824391961894825 0.026697088783646402 0.45157991296907835 3.4765536785125732 False 1 800 10.09 21.65 2059.1167 0.9752684021954494 0.04769115075895817 0.3873073428859251 3.4359121322631836 1231.9169 0.9763572515385031 0.046955601890954 0.513856588857349 2.980182409286499 True 1 900 9.591 22.51 2174.5852 0.9819557657412716 0.025854154604393168 0.3852180301612739 3.4009485244750977 1543.1211 0.9833992331333088 0.022890758109006763 0.5109286429883755 2.8656749725341797 False 1 1000 9.592 21.62 2044.3518 0.9806074049241369 0.03489025297465472 0.39662920722433975 4.165939807891846 1376.2853 0.9817611078174302 0.03381532986976519 0.5125566763522013 3.762242078781128 False 1 1100 9.449 22.1 1828.9237 0.975816339839134 0.04907284897163797 0.3920406992688743 3.3771955966949463 1253.4916 0.9772704102066997 0.04729093499308775 0.5148810712560343 2.870497465133667 False 1 1200 8.523 21.9 1778.9097 0.9744881062874171 0.0478907409392587 0.39532464128973754 3.2701570987701416 1266.5054 0.9765176533427761 0.044462252033103354 0.5197704962960015 2.7212209701538086 False 1 1300 7.809 23.29 2362.567 0.9843363834902921 0.02420551974042727 0.38172779696642867 3.9093470573425293 1732.5276 0.9853765499202515 0.023113270020518266 0.5048802381215715 3.4941322803497314 False 2 1400 9.477 22.36 2019.7467 0.9779389290024306 0.05275689337230171 0.2675049372782579 3.9326961040496826 1258.2258 0.978753762583018 0.05213012457062536 0.32835562634204113 3.6212942600250244 False 2 1500 9.361 25.6 1952.5143 0.9809667863148064 0.02874278457809536 0.3810188773999415 3.612109661102295 1449.7941 0.982540697756954 0.024602669726991367 0.5062535704823621 3.18371844291687 False 2 1600 9.514 25.35 1910.5162 0.9804252148334955 0.039043276610116126 0.32955741537125144 3.6498844623565674 1380.0804 0.9819069054478753 0.03554114204522906 0.4491049628481091 3.2692008018493652 False 2 1700 9.481 23.41 1622.6246 0.9735327388916344 0.05182137574872201 0.3834631019242515 3.308511972427368 1212.1224 0.9754598555836927 0.04749848680984658 0.5089391244093476 2.7735681533813477 True 2 1800 9.896 22.5 2389.5625 0.9833453642035247 0.022853561850401716 0.4010943240157608 3.835519552230835 1973.1863 0.9851606170607541 0.018477048215546497 0.5209228760767317 3.433640241622925 False 2 1900 8.432 22.67 1599.9523 0.9716584882285585 0.057568872231682854 0.4009125514921865 3.399106025695801 1162.0881 0.9738117510244854 0.053181332216951184 0.5188857269203493 2.9721481800079346 True 3 2000 9.918 23.18 1482.1888 0.9703741179876268 0.06605052650205184 0.4037252314057743 3.251821517944336 1146.2036 0.9728573277046214 0.05995910479769801 0.5232579911128928 2.721952438354492 True 3 2100 9.892 21.61 1530.8971 0.972639661730957 0.05080814903274953 0.4053374201870197 3.244379997253418 1242.9031 0.9757738650199218 0.04421576220709341 0.526848008812187 2.7036588191986084 False 3 2200 8.882 22.06 1349.012 0.963147617058768 0.07821813438427629 0.39847630414113233 3.2656450271606445 1043.6594 0.9661997941347494 0.07158514687569471 0.5171862700134914 2.7028796672821045 True 3 2300 9.924 24.48 1550.9203 0.9721765065587546 0.07848705723639929 0.41402877257514675 3.227869987487793 1145.5798 0.9738471555551969 0.07424047996935804 0.5351716954840331 2.660759925842285 False 3 2400 9.931 22.5 1504.4673 0.9646898122621836 0.06657290125374743 0.42114768167447536 3.306539297103882 1089.1727 0.9679284723245647 0.059958189963845436 0.5377415967320733 2.709077835083008 False 3 2500 9.696 22.18 1323.95 0.9617472857291492 0.08802992341946599 0.42627009183963915 3.1788477897644043 1029.9899 0.9654954361728163 0.07963784089606984 0.5392778562458567 2.637752056121826 True 3 2600 9.879 22.48 1296.8561 0.9557279099242891 0.09677192558884302 0.429816774671214 3.1495649814605713 1002.7685 0.9593732326347638 0.08843200304600311 0.5402912492974844 2.58642315864563 True 4 2700 10.51 22.25 1252.7472 0.9592088101488162 0.09380438715096796 0.4347747372769957 3.1899495124816895 1033.7717 0.9640173725810591 0.08313262796908852 0.5450070766881903 2.6611897945404053 False 4 2800 9.753 23.37 1257.7444 0.9580163836304002 0.08944450103304515 0.4423544912715919 3.1307849884033203 1009.4842 0.9627201118968989 0.07898858346860643 0.5550775127306569 2.5948431491851807 False 4 2900 9.662 21.96 1276.4755 0.9604132281963221 0.08845332029102809 0.43484455780717174 3.139284610748291 1086.2583 0.9649111134888317 0.0789219000198035 0.5484997317340882 2.5412120819091797 False 4 3000 9.999 22.22 3159.197 0.9831355963648506 0.020760164909915703 0.06672596501153852 4.3444085121154785 2427.233 0.9856602746338307 0.015795846283978746 0.0701545065526432 4.003849506378174 False 4 3100 9.598 22.61 2101.307 0.9663599254785257 0.06973521519456533 0.39104610776095733 3.4169299602508545 1256.9463 0.9680170254553793 0.06635334808411683 0.4990309768948103 2.9366345405578613 False 4 3200 9.52 23.06 1509.8373 0.9736511712932855 0.061370256637637524 0.4038929161073114 3.24898624420166 1204.3373 0.9761460993833209 0.05348774398319435 0.5195536908911899 2.7119414806365967 False 5 3300 9.533 22.49 1475.5592 0.9677100898380185 0.09056105696482553 0.4159968502285183 3.2112503051757812 1096.7416 0.9695183500237814 0.08576657200013274 0.5302712821405648 2.683206558227539 False 5 3400 9.601 22.52 1314.4114 0.9616378819544593 0.08862135053913649 0.42786602636090343 3.1713063716888428 1042.0181 0.9651444549987768 0.08089619369779769 0.536008867315792 2.6483170986175537 False 5 3500 9.529 22.46 1267.6498 0.9556306371830167 0.09859574688381956 0.43467976471296055 3.1501760482788086 990.5183 0.9605008486261698 0.08830634071907187 0.5408231616942399 2.622166633605957 True 5 3600 9.894 22.63 1548.3187 0.9730461262653484 0.0509649842018614 0.41338584112495946 3.406437873840332 1368.6957 0.9760391786644924 0.04428451376816449 0.5260652161108536 2.886343479156494 False 5 3700 9.651 22.41 1223.6688 0.9571077692541562 0.09927397436765535 0.43500276895424334 3.157329797744751 1014.6806 0.9614648587386615 0.08943295747184069 0.5415584854349531 2.6338722705841064 False 5 3800 9.461 22.69 1243.7036 0.9526734010537721 0.0883550118003727 0.43795253007210994 3.2050037384033203 1022.9154 0.9593611693680278 0.07695861523494926 0.5424242278854122 2.7159347534179688 False 5 3900 9.614 22.33 1193.6901 0.9528780072444185 0.09785582553457668 0.4508619539727455 3.136401653289795 984.49603 0.958537695105272 0.08754667038691903 0.5572968024607231 2.574066400527954 True 6 4000 9.732 23.17 1189.939 0.9542440492325628 0.10245841545712335 0.439853839491234 3.1401937007904053 976.4209 0.9593997212021614 0.09058169652851071 0.5457569929552478 2.6025567054748535 True 6 4100 10.03 22.45 1171.2493 0.9534406810224273 0.10184888345921328 0.4394681801798643 3.118568181991577 977.58167 0.9594696627899727 0.08864431808775447 0.5490318516860294 2.551513671875 True 6 4200 9.912 22.8 1421.9954 0.9570562296084875 0.09055747388331553 0.45585736924550063 3.1809194087982178 1021.1632 0.9627254833510889 0.07876207466438655 0.5575045088885248 2.7105112075805664 False 6 4300 9.527 22.43 1241.7107 0.9543225461276138 0.10768787756511641 0.45115622409930817 3.088759660720825 963.0332 0.9599486615627824 0.09479028975809409 0.5565512834132303 2.529191255569458 True 6 4400 9.97 22.65 1226.84 0.9541818385083829 0.10999694458534884 0.47228911407840923 3.023944854736328 975.6077 0.9598375694751375 0.09742875659519004 0.573575422396761 2.4809489250183105 False 6 4500 9.672 22.35 1320.4752 0.9590841743866374 0.09561062927852926 0.4610437993355054 3.0535521507263184 993.47034 0.9636078914501898 0.08391626774891817 0.5705865311710779 2.4514503479003906 False 7 4600 9.534 23.57 1408.3403 0.9639885768256683 0.09529012764360367 0.48319253489367286 3.036576986312866 1046.6143 0.9675693329631161 0.08763806112168634 0.5886062830042819 2.5021920204162598 False 7 4700 10.08 22.26 1288.9042 0.9536462972747042 0.10832728431740525 0.4884828437907349 2.9931800365448 963.8028 0.9594559155383399 0.09595699209577538 0.5891085634116612 2.466505527496338 True 7 4800 9.986 21.54 1352.3035 0.9642414430445314 0.10633431908917072 0.41877864078241883 3.364522933959961 1103.827 0.9677686933387378 0.09560596024369178 0.526004676655321 2.8763418197631836 False 7 4900 9.551 22.46 1189.4014 0.9512810080446631 0.11529906274697306 0.4657870810708939 3.067349910736084 964.60016 0.9575837430555834 0.10103166139021451 0.5675658890868147 2.554940938949585 False 7 5000 9.622 22.09 1178.2369 0.9563434129087296 0.11237687069055351 0.4508652059375487 3.0866713523864746 998.0141 0.9616720720087307 0.09908987294765645 0.5550392508117845 2.5479254722595215 False 7 5100 9.71 22.04 1172.2557 0.9528431473135829 0.1027827038456628 0.46160363690100703 3.1135671138763428 1009.5482 0.9594505367195542 0.0892322775082935 0.566446776714402 2.554826021194458 False 7 5200 9.597 22.83 1488.2275 0.9583571418832819 0.08408916483521871 0.44379669746319694 3.15779709815979 1114.0013 0.9626449217127231 0.07476223383747795 0.5536364933013542 2.6438097953796387 False 8 5300 9.277 22.7 1403.6321 0.9580031304538776 0.08221849866062685 0.46131128646132447 3.048138380050659 1127.961 0.9639262325897359 0.07091842397425088 0.5644636545456657 2.4801454544067383 False 8 5400 9.538 21.56 1316.24 0.9563777537007195 0.10559972270329723 0.4685079626145154 3.1192739009857178 982.5535 0.9611585492817782 0.09495899575906627 0.5781854275525259 2.5029373168945312 False 8 5500 9.617 22.6 1356.5017 0.9498804983372128 0.1049836574979715 0.49135085256053185 3.0095551013946533 961.78796 0.9567856238223452 0.0916490616273289 0.5928029466606656 2.441045045852661 True 8 5600 9.91 22.04 1276.6132 0.9471882731101782 0.12025172281917383 0.5041506283458045 3.1836867332458496 928.3763 0.9543732394176043 0.10513484302849899 0.6015925163717682 2.6685216426849365 True 8 5700 9.577 23.4 1230.9281 0.9458447407669337 0.12375106278657792 0.5045730356118429 2.9144930839538574 906.1931 0.9533710957500292 0.1082130444425377 0.6005760748482561 2.371676445007324 True 8 5800 9.998 22.2 1170.5686 0.9496961555762253 0.11008587995944927 0.5072950050551401 2.895636796951294 947.3524 0.9562008608957773 0.09559647397228688 0.5987018378581277 2.3932576179504395 False 9 5900 9.498 24.86 1138.7166 0.9426050712693719 0.11654492107353093 0.5062407980332881 2.883995771408081 901.3568 0.9504392436496353 0.09965669199899911 0.6001643265269004 2.355212926864624 True 9 6000 10.05 23.15 1189.5181 0.9531449931523642 0.11333894181713382 0.49802647478884804 2.9470605850219727 953.504 0.959370232386099 0.09862680613518976 0.598493736293529 2.418166160583496 False 9 6100 9.297 23.94 1131.2212 0.9431367830990539 0.12883078108346976 0.50356236778945 2.9204800128936768 910.00354 0.9511110915388237 0.11175552727710794 0.5975699628722193 2.4168829917907715 False 9 6200 9.671 22.28 1504.0701 0.9622305352429006 0.07360699562473635 0.4086793147489284 3.2999582290649414 1207.102 0.9686867035529138 0.0608160689541686 0.48090407529575485 2.919330358505249 False 9 6300 9.552 22.4 1248.0603 0.9498932836124014 0.11448251366249398 0.4726527585196529 3.003981828689575 956.5278 0.9573500740253539 0.09823777504787724 0.5748269786416476 2.4499800205230713 False 9 6400 9.599 22.21 1164.731 0.9564860343303908 0.09852453250628947 0.46479367803522037 3.062288761138916 1020.8427 0.963404275729651 0.08294826764019628 0.5685401079750507 2.5454235076904297 False 9 6500 9.529 22.17 1072.9552 0.9472875953705426 0.11433979610883417 0.4690836467828646 3.063619613647461 962.58136 0.9553815493458078 0.09626154562156755 0.5757136741136377 2.480783700942993 False 10 6600 9.531 23.08 1152.2461 0.9497411772376918 0.1296189254843329 0.4839902244174167 2.9838225841522217 936.34045 0.9554540534997169 0.11558940588321095 0.5851144101015215 2.4277868270874023 False 10 6700 9.545 26.4 983.50275 0.9481768347168391 0.12357296535621405 0.5038180683376892 2.899404764175415 912.84955 0.9559658027612525 0.10571394088282979 0.600718001052715 2.359204053878784 False 10 6800 9.582 22.24 1054.5901 0.9427898708207263 0.11765615327388021 0.48695622249167275 2.954723596572876 903.5771 0.9512983848350796 0.09909082803500083 0.5869526224680154 2.4134788513183594 False 10 6900 9.525 22.09 1058.9921 0.9511030859981773 0.11773936308660687 0.48165633296973226 2.970912218093872 989.54205 0.9587734381764905 0.10083371125299186 0.579539139185064 2.414013624191284 False 10 7000 9.588 22.48 1080.7063 0.9564824628649433 0.1226631392531767 0.5189449384150072 3.122006893157959 958.51086 0.9619141731077253 0.10618674580724134 0.6119026215484993 2.6262295246124268 False 10 7100 9.515 25.06 1027.2594 0.9503164221233422 0.11529292544343323 0.49572591724571136 2.977186679840088 921.6278 0.9568047287827042 0.1002873174206772 0.5927393459652894 2.465902328491211 False 10 7200 10.08 22.07 967.6969 0.9436880043149432 0.12489259147441424 0.5107170871019986 2.9416298866271973 887.6621 0.9517261186218451 0.10769291473494082 0.6072392607536965 2.4050331115722656 True 11 7300 9.88 22.01 978.63916 0.9488011432471686 0.12737051866726382 0.4863736591808418 3.9867453575134277 968.77136 0.9565635475689426 0.1093362519718839 0.5837705637478252 3.47133469581604 False 11 7400 9.802 22.59 902.5195 0.9429049311515424 0.1329140253558225 0.5052194273785684 2.9157092571258545 898.17786 0.951664777167165 0.11480366368046072 0.6006366986969948 2.400491952896118 False 11 7500 9.649 22.41 911.99243 0.9394365621971881 0.13490551151893043 0.5200577944611449 2.8618292808532715 873.2072 0.9490837148624524 0.11483902794124784 0.6078464225211997 2.3533928394317627 True 11 7600 10.53 22.59 1098.3519 0.9590840205447512 0.09937374633194633 0.5194683746596953 2.9511728286743164 1046.7125 0.9661580010916616 0.08286067741976022 0.6097218924728857 2.480790853500366 False 11 7700 8.388 22.19 1025.1085 0.9493778324894627 0.11433055359308368 0.5217572111835534 2.8263776302337646 935.54736 0.9576524532695839 0.09747098160689066 0.6110410019730821 2.3046936988830566 False 11 7800 9.513 23.46 1218.5101 0.9459960316116758 0.12717968932379625 0.5232783939335284 2.8140244483947754 938.5775 0.9539728431256663 0.10958237664797439 0.6166333573616718 2.270778179168701 False 12 7900 9.546 22.48 1167.0132 0.9352071400504353 0.14015350396475032 0.5303943309779952 2.8028526306152344 883.8654 0.9460306881669671 0.1178129346433014 0.6238188456273105 2.276292562484741 False 12 8000 9.525 23.93 1129.0929 0.9352357519828153 0.14564303390012925 0.5409577657833352 2.7936954498291016 870.2829 0.9465954622105077 0.1218458137457392 0.632436240321837 2.2745254039764404 True 12 8100 10.03 22.49 1200.9155 0.9413762165856615 0.1316537463409466 0.5096544673222211 2.864509344100952 928.2303 0.9517570167616382 0.10963055136837778 0.6079735809807808 2.311599016189575 False 12 8200 8.482 28.4 1098.6863 0.9467266220504533 0.12263013481565094 0.5184800667952545 2.8377368450164795 912.10016 0.9559694721114369 0.10168494012592465 0.6150840530549555 2.300014019012451 False 12 8300 9.591 22.38 1060.0519 0.9436799096301027 0.11295270424769496 0.47851986761511317 2.989452600479126 940.8445 0.952754032394432 0.09462437404847118 0.580899027204626 2.4402706623077393 False 12 8400 9.553 26.41 1191.6863 0.9471981235486222 0.13072850881740716 0.4889227532571487 3.0307207107543945 922.58966 0.9538933595596377 0.11252088197572635 0.5925079274165498 2.422767162322998 False 12 8500 9.589 22.77 1107.8313 0.9421398358360333 0.13319322318071597 0.522026092430132 3.1669552326202393 871.1417 0.9512086655872745 0.11367390822528022 0.6137159290938842 2.6526620388031006 False 13 8600 9.519 22.81 1090.6527 0.9403007612950662 0.13484493960305388 0.5248947636691974 2.804020881652832 874.5433 0.9501959921240257 0.11300544920673478 0.6160998706172663 2.2694921493530273 False 13 8700 9.478 22.21 955.1431 0.9362540086925616 0.14309285351506726 0.5259266010036305 2.8371071815490723 849.7699 0.9465534932481142 0.12086548867531824 0.6172729333912085 2.293463945388794 True 13 8800 9.702 30.11 1079.7963 0.937768361215294 0.13199034961835418 0.5122200533604091 2.872758150100708 886.2793 0.9486019075431129 0.11121666440071376 0.6035560739505347 2.3376190662384033 False 13 8900 9.691 23.47 1213.8903 0.9349645096693777 0.14013437841494603 0.5362328373107288 2.759539842605591 868.85345 0.946767599579502 0.11636838582930739 0.6247342048646535 2.2369396686553955 False 13 9000 9.527 24.31 1148.9252 0.940658611018866 0.14078233030657797 0.5307062192829545 2.8286001682281494 881.69006 0.9507446131858637 0.11829657547580037 0.6192683183397195 2.340312957763672 False 13 9100 10.61 22.32 1124.7972 0.9313675990296948 0.1514625117509086 0.5336142974350507 2.8090813159942627 840.5639 0.9432128687774749 0.1287659715640576 0.6216115857493819 2.2695863246917725 True 14 9200 10.44 24.48 1124.4855 0.9299123223367451 0.15400814909164875 0.5472817376880228 2.7596986293792725 827.9416 0.942818458652562 0.1269374858525498 0.632466246316423 2.269831895828247 True 14 9300 11.24 21.88 1382.1035 0.9378858361765121 0.12290755870589169 0.4930809985519422 2.9883646965026855 896.3338 0.9466615438420438 0.10421050984263208 0.589571076502596 2.5005996227264404 False 14 9400 9.435 23.74 1087.2087 0.9443313499914491 0.12880991518718207 0.5308396763358124 2.7854132652282715 899.1703 0.9531397865489318 0.1093561806090638 0.622254135541996 2.25478196144104 False 14 9500 10.63 21.97 999.55383 0.9324685084641378 0.14781948724075558 0.5433500549816843 2.7588419914245605 828.6987 0.9440674792893008 0.12440595824420028 0.6308428262534932 2.258295774459839 True 14 9600 9.955 23.57 1146.1848 0.9377997686834584 0.11568699622379555 0.5127716810116382 2.8868215084075928 960.3581 0.9487511831345817 0.0945826776854566 0.5980257281395512 2.407956600189209 False 14 9700 10.4 22.18 1129.5027 0.9372522213972981 0.13135768222668734 0.5301325740802408 2.803783655166626 887.08795 0.9487394630278058 0.10712789671609356 0.6226789968587434 2.2734055519104004 False 14 9800 9.76 22.7 1005.3169 0.9343392168271797 0.1433671062784166 0.5410426294146822 2.9252498149871826 842.1833 0.9462413817304601 0.11753389840904988 0.6287658077797603 2.416344404220581 False 15 9900 9.661 21.85 1011.971 0.9397297887837504 0.15069221400095165 0.5373395679301778 2.7928965091705322 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