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 16.91 64.39 15793.244 inf -0.0019878306572694592 0.04827540886320221 575.4686889648438 15657.12 inf -0.0017669114022826218 0.010915678835231061 568.1768798828125 True 0 100 29.23 49.43 1142.1495 0.9553738154883583 0.059034102705191174 0.02906458572289486 6.902585506439209 1215.7704 0.9579272202920521 0.05423843349161797 -0.04328315994077443 7.04585599899292 True 0 200 29.24 74.28 1296.6866 0.9575651974550896 0.04008084077372013 0.028018535053597894 6.191987991333008 1386.8298 0.9601318345387558 0.03607252367100381 -0.04731922528424951 6.2256879806518555 False 0 300 29.02 53.19 1077.7429 0.9480853518004688 0.07292772436507662 0.03113851443156261 6.1383280754089355 1175.0404 0.9510336836903807 0.06728202443915192 -0.04360326680979624 6.13543701171875 True 0 400 30.82 84.66 1038.3251 0.9482256264482188 0.06551273826111745 0.0404849540815036 6.115329265594482 1200.8846 0.9516233894435246 0.05860757849413593 -0.02673581233575558 6.072396278381348 False 1 500 38.88 106.8 1065.1089 0.9525222925133906 0.04861482086712855 0.04149445069460595 6.141358375549316 1260.5424 0.9556785647898483 0.04257976125571898 -0.032967539810685946 6.136050701141357 False 1 600 28.97 366.5 995.51654 0.9482034993234241 0.06495647373259407 0.04469987982291286 6.116471290588379 1195.8203 0.9518274642998553 0.05709099748667446 -0.0296156044766557 6.093688488006592 False 1 700 29.0 304.9 1001.8868 0.9514802546806487 0.05213651064641223 0.0611579207601464 6.122174263000488 1278.8341 0.9552061210884607 0.04463118416398489 -0.013441339257964232 6.1050004959106445 False 1 800 29.36 48.32 942.23346 0.9459791200406835 0.07512983174916746 0.05604221196586332 6.14053201675415 1189.1519 0.9502271306000222 0.06434218732887192 0.027898503316251228 6.032464504241943 False 2 900 29.26 259.6 910.7399 0.9441104528273782 0.08220447037748922 0.04885117815436019 6.118522644042969 1153.4725 0.9486524664447707 0.07114895252168872 0.008775399582850703 6.0621337890625 True 2 1000 29.21 52.51 932.7879 0.9440207688954355 0.0811104781822401 0.04626202707824824 6.139041900634766 1156.648 0.9485119239655437 0.06958957448135829 -0.012357585132614776 6.051008224487305 False 2 1100 29.06 55.48 997.5424 0.948364549185912 0.061021024909159755 0.015006923948028363 6.150649547576904 1211.9684 0.9520721926766986 0.053040565049559764 -0.058788265483973236 6.140810489654541 False 2 1200 29.14 53.76 975.9336 0.9469950370954852 0.0677509562294835 0.014525231754651279 6.142531871795654 1192.2582 0.9506970016701582 0.05977848036274916 -0.05335815571259165 6.131462097167969 False 3 1300 28.95 56.85 958.38495 0.9453571679133099 0.06765104452975713 0.025916605790991375 6.125188827514648 1188.2299 0.9499015319051876 0.057541848918846825 -0.023796085610532845 6.079987525939941 False 3 1400 29.08 80.15 914.71045 0.9407831648290803 0.09158344253192872 0.047838335349083626 6.114821434020996 1148.5769 0.945189139872428 0.08017047206870438 0.024782574016016596 6.039644241333008 True 3 1500 29.51 49.47 879.38824 0.9394066807061727 0.10161035133446435 0.038396891405288736 6.121407985687256 1131.9005 0.9440326086025712 0.08906250915671475 -0.017056656148831558 6.070939540863037 True 3 1600 29.34 367.0 881.7786 0.9375083449625412 0.09744000233642941 0.03125608626467102 6.318794250488281 1136.6642 0.9426124895868939 0.0840007141739139 -0.0175633936831779 6.343414783477783 False 4 1700 29.16 219.0 845.81335 0.938288650093185 0.09634379906727568 0.07696628385323032 6.125929832458496 1145.1906 0.9436111099761526 0.08155158359527653 0.02561698118076596 6.0908427238464355 False 4 1800 29.37 51.45 925.44934 0.9405389432545318 0.08762869573929666 0.07070183593949467 6.137547016143799 1181.586 0.945687812827806 0.07425241788136216 0.047072865806768234 6.090824604034424 False 4 1900 29.08 49.56 874.60516 0.9389782138166876 0.08543612586710843 0.10748822588222269 6.351020812988281 1155.1996 0.9444575547928432 0.07174046243556687 0.049999455631757624 6.192305564880371 False 4 2000 28.99 143.2 804.80414 0.934223443016261 0.11057927379437348 0.053079871357830995 6.188474655151367 1063.1425 0.940380193343631 0.09337268505723248 -0.009179467134572853 6.086503982543945 True 5 2100 29.44 320.8 804.791 0.9352187014002974 0.10713851766612156 0.08935000370727181 6.0939555168151855 1101.7822 0.9415064848733151 0.08827690454300971 0.043503604589272195 6.021279335021973 False 5 2200 29.2 55.82 952.6117 0.945066513812331 0.07988816046804188 0.08030164440339366 6.115586280822754 1198.6082 0.9495227265492523 0.06746608463751783 0.010079140157043663 6.041944980621338 False 5 2300 29.38 53.74 844.7354 0.9356073386711982 0.11547626129721321 0.06590498775462185 6.387191295623779 1092.8813 0.9413357749110216 0.0974900522522255 -0.0016900662045245345 6.441215991973877 False 5 2400 29.36 269.5 836.01385 0.9323871888273654 0.11420183254316743 0.1229069849420375 6.120823383331299 1079.7094 0.9395131164098942 0.09340483990736366 0.0909798146729942 6.01077938079834 False 6 2500 29.18 322.5 828.1661 0.9354206716234181 0.12063594620497178 0.030808461785700125 6.227870464324951 1084.4412 0.9418285038185248 0.09887473970694931 -0.012831817220546455 6.228599548339844 False 6 2600 29.61 337.2 802.8791 0.9328082574558657 0.11015154363294292 0.026097358436342297 6.18367862701416 1079.4025 0.9414104462255194 0.08509212052794395 -0.016724774335426542 6.177403450012207 False 6 2700 31.88 56.11 813.4472 0.9324673003851698 0.10781844764067157 0.05914075818316278 6.1186299324035645 1112.6398 0.9410418060366321 0.08336318942737322 0.06743162540215872 6.045700550079346 False 6 2800 29.5 240.9 769.0213 0.9308048265599672 0.12164947267089753 0.035257198119838275 6.121708869934082 1051.4 0.9374631703971888 0.10153552317498311 -0.02415049313590533 6.07496976852417 True 7 2900 30.49 66.13 768.4878 0.9283786671266776 0.12365153637595604 0.05042881912481432 6.321819305419922 1072.0735 0.9380210848802364 0.09649111361617926 0.00959465101983249 6.169922828674316 False 7 3000 29.19 55.24 1496.2751 0.94599570941412 0.08957935795852819 0.04684533737877299 6.427909851074219 1829.4849 0.9520025078986085 0.07029246463698309 -0.005083523128199838 6.488383769989014 False 7 3100 29.84 354.1 848.04486 0.9356520178964659 0.10918315811971002 0.06934966099154996 6.118803024291992 1091.8417 0.9424687985982387 0.08848762966977385 -0.02137580716982903 6.1024322509765625 False 7 3200 29.04 443.0 786.2796 0.9252815007054825 0.14212823178038358 0.06408547879804094 6.219656467437744 1042.255 0.9350396074841217 0.11492580949095418 0.008833907157251781 6.210019111633301 False 8 3300 29.63 58.81 785.0755 0.927303089052839 0.13436800274410676 0.07681601586832004 6.114765167236328 1049.011 0.9370035747099018 0.10683923877705243 0.03530102106164174 6.023734092712402 True 8 3400 29.32 467.0 833.21735 0.9378385089190391 0.11350570922913375 0.04468609781276592 6.5978522300720215 1035.9789 0.9426506035914156 0.09917725516970419 -0.04969900221472826 6.422341823577881 False 8 3500 29.23 274.8 737.3299 0.9271519525477655 0.1284907439813342 -0.008199187512477045 6.196205139160156 1001.2745 0.9364681875504525 0.10228770223528012 -0.04137441913037147 6.08031702041626 True 8 3600 31.8 181.5 741.1756 0.9297035371033576 0.11508770330876718 0.041685272767866086 6.116177558898926 1081.9376 0.9403796203127509 0.08607229650058959 0.02304577125324166 6.032414436340332 False 9 3700 29.1 72.37 810.7778 0.9403906478782634 0.11134292694484221 0.006830676429965397 6.815946578979492 1076.673 0.9465065861910844 0.08987843032306547 -0.04917800571331312 6.917221546173096 False 9 3800 29.34 129.7 710.2301 0.9283045340163463 0.1347457252488043 0.036628495309179346 6.145636558532715 1053.7305 0.9395058505262429 0.10189779906156625 0.07659031011645998 6.073328018188477 False 9 3900 29.42 50.39 664.245 0.9217233923511009 0.1525025952596426 0.056008417972120056 6.1120991706848145 1011.49243 0.9348702599087458 0.11342387560822878 0.09337957356747321 6.015141487121582 False 9 4000 29.09 51.78 651.8435 0.9170878540080675 0.1662225544538838 0.0720814191183502 6.11110258102417 973.4026 0.931567572740702 0.12484744449096916 0.05830965455887511 6.041723251342773 True 10 4100 29.89 49.26 645.07367 0.9185403391356264 0.1581317744122016 0.06220001464832404 6.115307331085205 994.8521 0.9335492622881462 0.11790147964414542 0.027448546328585403 6.06410551071167 False 10 4200 29.08 48.64 642.6021 0.9163018138023276 0.1784684880673706 0.03582174605808725 6.120367050170898 995.7175 0.9327143067685746 0.13150276025230526 -0.017925204647686686 6.08005428314209 False 10 4300 29.53 51.01 635.29913 0.911460962411417 0.1828864710693475 0.05811546908867342 6.160550594329834 980.4459 0.9296544912364186 0.13293117015039063 0.03548722211569898 6.1256561279296875 False 10 4400 29.31 48.26 721.8839 0.9331976700380396 0.12128207136017392 0.06750680825442554 6.17246675491333 1076.0192 0.9419125002281261 0.09285162456989877 0.025990769758342178 6.154858589172363 False 11 4500 28.84 48.48 648.8705 0.9204944197900671 0.15317112928264773 0.029713245696357676 6.1522603034973145 1046.3619 0.9356767948644175 0.11011177351877491 0.11417070049126112 5.997264385223389 False 11 4600 29.01 48.53 707.6612 0.9236006637235674 0.13628256884946074 0.09969523098727243 6.09508752822876 1172.6226 0.939099876801921 0.09722239544095015 0.10257231009204362 6.006707191467285 False 11 4700 29.03 47.96 599.4065 0.9059012124045733 0.19309612698738038 0.08501870462994036 6.125953674316406 1004.57324 0.9259562688849763 0.1409084009112282 0.04165943455467469 6.029192924499512 False 11 4800 28.98 49.59 604.9401 0.9116039010737239 0.17501486159405572 0.088556572609744 6.089749336242676 1024.3077 0.9312636592845155 0.12248671719405545 0.030241422259165762 6.043264389038086 False 11 4900 28.8 49.37 683.03503 0.9256364447170322 0.13926212455424886 0.07371348188106515 6.21921443939209 1089.7078 0.9398020285682578 0.09861517831284654 0.02781139702692864 6.21236515045166 False 12 5000 29.02 49.0 643.84485 0.9242180944806984 0.1474044358038664 -0.008226913324302332 6.1476311683654785 1020.9439 0.9378078249629738 0.10597363308019131 -0.03654828773883913 6.0733232498168945 False 12 5100 28.7 48.27 601.019 0.9181580224618465 0.16424006660036747 -0.009790138019870541 6.167169094085693 1005.91156 0.9349865131030695 0.1146600057461607 -0.0055396768103676865 6.111454963684082 False 12 5200 28.96 52.47 573.00006 0.9102251975546377 0.17965029642491906 0.05750576201783703 6.115413188934326 996.63794 0.9314107316457673 0.12229331040645969 0.03800198696100595 6.05419921875 False 12 5300 29.14 50.17 561.0886 0.9025647821532065 0.19076702192793513 0.07225895827680696 6.196483135223389 1007.2154 0.9276628829490358 0.12941003416295396 0.04750641627685693 6.067587852478027 False 13 5400 29.04 49.16 547.4902 0.9032839205714366 0.19505394115503374 0.06536346497168753 6.106441020965576 1017.9635 0.9278428434428813 0.13358374229993128 0.07764819525864063 6.009807109832764 False 13 5500 29.61 48.95 659.84717 0.930013614423618 0.12607898171617907 -0.0502227556333769 6.15203332901001 1073.3274 0.9426960763191198 0.08712376599269765 -0.02460387628088291 6.0739426612854 False 13 5600 29.55 48.95 582.3258 0.9146398426253127 0.16052035148576496 0.05128076040415929 6.112478256225586 1019.11127 0.9330481100123017 0.10966747593308832 0.07918775928676373 6.010223388671875 False 13 5700 29.18 49.82 543.4559 0.9099884785813595 0.18297887932063572 0.048762068524303086 6.158668518066406 1012.0909 0.9317910898488484 0.1220910212902463 0.028338784763855124 6.12263298034668 False 14 5800 28.91 48.85 571.84204 0.9104619100246796 0.17831147666872704 0.05367441234012856 6.1135101318359375 1045.1407 0.9335583588797716 0.11480498593040166 0.03196232124214415 6.050627708435059 False 14 5900 29.19 48.9 533.54834 0.9035173133803296 0.200418781719543 0.07903637150801951 6.187519073486328 1008.94214 0.929295701633575 0.1306681665857107 0.06684124010821611 6.15851354598999 False 14 6000 29.12 48.66 534.1297 0.9069456089259356 0.19370188386936976 0.09026887359306368 6.089247703552246 1019.63446 0.9311402006381363 0.12675281522844048 0.05981634821607821 6.014988899230957 False 14 6100 29.49 53.61 515.80023 0.8987140083780969 0.2064257480898845 0.0971652757000333 6.099188804626465 978.46094 0.9272386482354686 0.132050671318902 0.08489844986958386 6.032214164733887 False 15 6200 29.03 48.92 509.00656 0.8922642739861935 0.22053745131481425 0.05239344396668887 6.147993087768555 1001.5806 0.9242184103954533 0.14219538051298902 -0.0011094705785179369 6.062595844268799 False 15 6300 29.13 48.35 490.04724 0.8937377460622707 0.23166113595157192 0.1174172296757557 6.111518859863281 966.76526 0.9248705204359764 0.1488219108475011 0.11308728720043894 6.050058364868164 True 15 6400 29.41 48.07 480.2224 0.8921381473535394 0.23439705191452995 0.10080977723060784 6.107570648193359 966.03394 0.9242044283913026 0.1480826757872249 0.09380072478775109 6.045702934265137 True 15 6500 29.43 47.99 645.65784 0.9119875972740915 0.19072001942719893 0.03808206603689245 6.246091842651367 1019.652 0.9317202453867174 0.12921268140521333 0.013782539527593554 6.236672878265381 False 16 6600 28.84 55.0 598.4375 0.8963315475416892 0.22495023257529853 0.07181119101017797 6.101197719573975 1028.1663 0.926789975462769 0.14189704333940387 0.10902110626830659 5.9965949058532715 False 16 6700 29.03 48.11 574.6759 0.9001589629708348 0.20798203214044456 0.11695216649075742 6.16261625289917 1010.839 0.928527545074248 0.1333129516003233 0.10530675748165577 6.12516450881958 False 16 6800 29.13 54.53 556.3733 0.8979082349772411 0.21298064758950197 0.13780742613945518 6.113868713378906 989.18134 0.927720583320728 0.1343928078562417 0.10318525469818665 6.080820083618164 False 16 6900 28.96 53.71 550.6862 0.8928351398497554 0.22618720657184496 0.14930436741619077 6.063575744628906 986.97156 0.9247259263603186 0.1425469507031137 0.12313607861484462 5.9847307205200195 False 17 7000 28.9 50.08 556.85016 0.8857820743004996 0.23436695078168632 0.14421863476101657 6.0779948234558105 1022.8387 0.923765278324533 0.14078578641499234 0.09842505809324459 5.989930152893066 False 17 7100 29.01 49.03 582.2482 0.8989453303167879 0.21297210817643975 0.14278970119678028 6.0806379318237305 1071.4036 0.9324685389054723 0.12192445827289611 0.1417907367673126 5.976876258850098 False 17 7200 29.08 50.8 524.89124 0.8808656174918105 0.2521089492663266 0.12262959452449686 6.078345775604248 967.1708 0.9201577069604318 0.1539861298912221 0.0869676069924027 5.995327472686768 True 17 7300 29.65 51.5 606.4688 0.9093731123729725 0.17283895866404822 0.05658253320741981 6.283253192901611 1096.047 0.936742668360386 0.09921944635862263 0.02711405954743904 6.287282943725586 False 18 7400 29.02 155.0 549.79944 0.8899245146042497 0.22205513138316915 0.07601205516108131 6.120800495147705 1002.7991 0.9247282675654056 0.1358834842849067 0.05033556779218224 6.0201640129089355 False 18 7500 29.17 52.09 561.5816 0.908742414148027 0.19945768924563526 0.1364001453152456 6.142238616943359 1087.259 0.9335913662958089 0.12955771618546216 0.1030962766786724 6.101764678955078 False 18 7600 29.03 61.03 545.6352 0.8945072868679487 0.2210532096159261 0.13501930994821912 6.128011226654053 990.60284 0.9257591214934345 0.13889468520630782 0.10992010267771272 6.009226322174072 False 18 7700 28.96 49.28 511.36203 0.8874089555662511 0.23297252442023758 0.14160443296202505 6.082915782928467 1006.10095 0.9249411561340789 0.13882535899444698 0.11775123845142729 6.020488262176514 False 19 7800 28.94 139.3 502.54788 0.8886675316801512 0.23617776868603274 0.13043261291295719 6.15814733505249 991.73456 0.9264047227558856 0.13868200084717416 0.11333076141081475 6.125064849853516 False 19 7900 29.07 57.57 502.43277 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0.8772754723748546 0.26146760838371014 0.10909254566008368 6.0939860343933105 965.3587 0.9224151325558139 0.14506407966025434 0.05953419313211807 6.05194616317749 False 20 8500 28.86 70.99 505.63736 0.8802647366014891 0.2515178177133894 0.15967901503556903 6.072257041931152 1007.1685 0.924952604510945 0.13446646070638615 0.11857402122075224 5.98301887512207 False 21 8600 29.03 53.35 533.2889 0.8976171382087181 0.21622713381633846 0.1435267640615192 6.187736511230469 1062.4373 0.9336089477203168 0.11766603267389782 0.09227728706854928 6.182531356811523 False 21 8700 29.07 63.57 524.3918 0.8818863726357277 0.22983275748547152 0.1288087987113091 6.097506523132324 1061.3289 0.9250783614188554 0.12813127712748026 0.087824509983189 6.000901699066162 False 21 8800 29.07 49.47 502.05634 0.8912734170734217 0.2305413764210597 0.14891876107779717 6.080167293548584 1041.843 0.9266879471835273 0.13574769824235447 0.11538455131656496 6.024600028991699 False 21 8900 28.94 82.44 505.03094 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