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 17.43 86.36 185331.47 inf -0.000278980911340565 0.013745708527360234 402.4754333496094 236647.78 inf -0.00199786544987387 0.06333870323754973 390.3429870605469 True 0 100 29.45 71.89 13984.795 0.9471446625445564 0.03938396297169764 0.008231495767421616 29.52288055419922 14453.542 0.944260417637175 0.039066812872838405 -0.019813405557173494 31.91619110107422 True 0 200 29.26 73.46 14184.283 0.9402945003301981 0.05396053954878578 -0.02999984759313317 10.966462135314941 13912.516 0.936427512018265 0.05538162826564894 -0.11033248998966262 11.825319290161133 True 0 300 29.53 71.38 12027.924 0.9338769731145354 0.06858299540457187 -0.04549251825644433 6.158161163330078 12677.662 0.9309734038959816 0.06589801614195288 -0.1158579495878335 5.821351528167725 True 0 400 29.29 73.62 13656.776 0.9311482817991875 0.07301002178163153 -0.05446491093311145 7.1204729080200195 13562.027 0.9275562206751277 0.07385145187919434 -0.1222010328900779 7.288490295410156 False 0 500 29.45 75.33 11611.595 0.9294811608328848 0.07568897804897315 -0.061902268209050704 6.265404224395752 12529.557 0.9276748260567423 0.07096765375616419 -0.12171975448494773 5.947371959686279 True 1 600 29.82 81.83 11382.325 0.9253249148111272 0.08840314746817475 -0.07181387526149818 7.909637928009033 11774.844 0.9229468711422409 0.08422201154662914 -0.13175998718057025 8.278525352478027 True 1 700 30.15 74.88 10797.85 0.9195551586192636 0.09549878422521377 -0.07477773784668108 6.38340425491333 11424.23 0.9171385234868381 0.09141328444737362 -0.121088979028985 5.8671956062316895 True 1 800 30.05 75.28 10369.474 0.9184236864280722 0.09674906177649213 -0.07575817437158733 6.348595142364502 11382.042 0.9160129699450733 0.09269777804723872 -0.12458778423941497 6.00477409362793 True 1 900 29.91 73.69 10624.927 0.9091515797884665 0.11541944851852229 -0.0732182268083575 6.68270206451416 10798.485 0.9053646323910001 0.11481147844286946 -0.11915807133871868 5.868721961975098 True 1 1000 29.73 73.3 10239.338 0.9073248216088803 0.11951186344527369 -0.06977666534992291 6.476373195648193 10738.168 0.9047812444892604 0.11530655566117592 -0.12654668871160007 6.19827127456665 True 1 1100 29.15 71.76 10590.309 0.9199943841926479 0.08953234385824443 -0.056298681647207804 6.620498180389404 11668.969 0.917802854959391 0.08437113038253088 -0.11046650954382656 6.222193717956543 False 2 1200 28.58 72.72 9318.635 0.900231596007454 0.13245735086457977 -0.055219245853759105 6.3591694831848145 10133.362 0.8969072716853262 0.12966800022168512 -0.11144874318204669 6.0414137840271 True 2 1300 29.51 73.44 8869.967 0.8934594291123695 0.14661676292077747 -0.043203824217443926 6.259774684906006 9844.457 0.8909405139552257 0.1417267789684004 -0.07579426402736457 5.741105079650879 True 2 1400 29.51 71.16 9156.11 0.8998928335417588 0.13341426259479336 -0.03975952783277847 6.441716194152832 10184.04 0.8974463832104275 0.12731561672354363 -0.056696049536061485 5.991878986358643 False 2 1500 28.85 71.86 8707.002 0.8866063090730733 0.16063670317327614 -0.022199787798680374 6.30691385269165 9403.278 0.8829308841565007 0.1565570059399529 -0.03099591223536902 5.790606498718262 True 2 1600 29.26 77.25 8323.392 0.8888237764139901 0.15245654185029237 -0.008807650722783745 6.271261692047119 9549.59 0.8867801550729525 0.14440707173336503 0.011689199321540158 5.699976921081543 False 2 1700 28.83 71.13 8521.523 0.8897904055936788 0.15038104834730676 -0.016143391871769212 6.350771427154541 9666.802 0.8880672971116119 0.14336689305778152 -0.0022450115071553723 5.91569185256958 False 3 1800 29.17 73.93 7831.9917 0.8730186573717382 0.17987601572545764 0.014929920709279608 6.303276062011719 8725.577 0.8716065568126079 0.16899904561550422 0.0678951352287805 5.560708522796631 True 3 1900 29.19 73.28 8198.392 0.8795003493584126 0.16678150735055844 -0.0025656363982488888 6.248965740203857 9079.502 0.8788815597985797 0.15504450897918334 -0.01690829180584147 5.678639888763428 False 3 2000 28.6 72.68 7782.6143 0.8800541881769517 0.16804169166370211 0.06192310476552838 6.152896881103516 8977.614 0.879703413874557 0.15534716876155738 0.12118510597150306 5.813835144042969 False 3 2100 28.51 70.97 7529.9966 0.8664432751597908 0.19456869920093822 0.03476762788909551 6.15674352645874 8497.94 0.8657219729904464 0.18287957073494032 0.09467287649314231 5.7354960441589355 True 3 2200 29.07 71.23 7382.4106 0.8669686418663445 0.19513757885887265 0.0721157920218594 6.074595928192139 8494.84 0.8675336963775826 0.18004637048511188 0.1440298333996121 5.511548042297363 True 3 2300 29.41 71.15 7231.7593 0.8684626394974378 0.1907136558518365 0.06602024199683841 6.161640167236328 8474.146 0.8689736398167841 0.17504102186101497 0.09291912802544783 5.871029853820801 False 4 2400 28.75 73.59 7633.6826 0.8750122373661019 0.1723692969577123 0.14105015113949426 6.065872669219971 8941.892 0.8771509234752085 0.15255589418231433 0.18803404632466708 5.411627292633057 False 4 2500 29.07 72.85 7747.484 0.8687217754916782 0.1900458061475175 0.10658969173591581 6.028286933898926 8558.757 0.8707113433865182 0.16965357094226755 0.11838617256203558 5.5457868576049805 False 4 2600 29.1 76.37 7257.121 0.8637044987274536 0.19634961556044164 0.11802061524551308 6.038458824157715 8475.552 0.8671163541800218 0.1727729010047609 0.13475954716429053 5.683163642883301 True 4 2700 29.3 72.83 7121.853 0.8545806518429847 0.21505251252049104 0.13425215999844523 6.056774616241455 8252.127 0.8587418334112947 0.18908271690840425 0.15271598604960218 5.744182586669922 True 4 2800 29.18 74.38 7425.074 0.8564778944933049 0.2118354571869755 0.16136469972665193 5.965789318084717 8169.591 0.8599761241307459 0.18737121069999715 0.18673681442581747 5.531744480133057 True 4 2900 29.5 72.11 7158.708 0.8564074195904641 0.20599790216061437 0.15972978606683164 6.074487686157227 8232.136 0.860704059023988 0.18053427348661302 0.18437885299676773 5.413938999176025 False 5 3000 28.71 71.05 6875.406 0.8553735479097884 0.20937827385368796 0.1901427588673285 5.9728193283081055 8225.951 0.8602297866333245 0.18115573753058112 0.1925880271228896 5.413967609405518 False 5 3100 28.88 71.15 7568.8096 0.867770630005117 0.19290944316490402 0.16034332199101897 6.452144145965576 8884.328 0.8703386862469641 0.17070671047700528 0.19122860950429246 6.397502422332764 False 5 3200 28.7 71.08 6998.938 0.8527996124472478 0.21786956438071625 0.17569511053621584 5.955045700073242 8139.7905 0.8591637165621937 0.18724742656170265 0.19547642399993032 5.552542209625244 True 5 3300 28.77 72.04 7108.5176 0.852649494332985 0.21341836899514458 0.2128755589072286 5.942448616027832 8298.987 0.8593190692461344 0.18306746655714767 0.27403871497425064 5.2869744300842285 False 5 3400 28.73 71.5 7499.0903 0.864848855514785 0.19979774186429172 0.14866586146303123 5.979859828948975 8582.607 0.8690970155489317 0.1724219876282283 0.2002421180484936 5.520505428314209 False 5 3500 28.85 75.91 6773.005 0.8555312071996497 0.21724922815036934 0.18800683198434792 6.000738620758057 8283.695 0.8638189006807868 0.180718219320985 0.23805572310472467 5.680655479431152 False 6 3600 28.82 72.28 6556.2036 0.855095930261691 0.21862749300031412 0.2108346042230135 5.909287452697754 8079.106 0.862580378952398 0.18332525789436863 0.22614601109123597 5.3998894691467285 True 6 3700 28.95 71.8 6216.015 0.8429813671199912 0.23329122526018595 0.2042115353600069 5.910360336303711 7785.1504 0.8510470396470431 0.19812456798037215 0.21539563352356614 5.540008544921875 True 6 3800 29.35 71.93 6816.2383 0.8479522384869382 0.22946826398852374 0.24306114585829683 5.8635993003845215 8297.485 0.8572303722094572 0.1904249691944508 0.2708534963646677 5.393584728240967 False 6 3900 29.08 72.64 5972.032 0.8371673811076967 0.2432384540406473 0.23772381769000311 5.849247455596924 7933.675 0.8497294766076947 0.19978719122046437 0.26063420104564844 5.345818996429443 False 6 4000 28.93 73.29 6098.1646 0.8376825231841761 0.24906829577609887 0.24595881803466024 5.886123180389404 7905.9507 0.8493664992253588 0.20570804564107995 0.2675939357024085 5.552292823791504 False 6 4100 28.63 70.93 6149.2847 0.8401593636244382 0.24433023415772404 0.2464220359200421 5.85684871673584 7934.39 0.8528705752489779 0.19806368555522846 0.24520422691348573 5.521914005279541 False 7 4200 28.79 71.08 5978.8306 0.8329866995340399 0.2556265467717568 0.24939817039092987 5.838149547576904 7753.128 0.8485786662673026 0.20296781904500083 0.2551931127683894 5.302792549133301 True 7 4300 29.1 72.61 6024.2637 0.8305806127587414 0.257578584710609 0.2496640190422685 5.822089195251465 7779.926 0.8482179485727293 0.20114296623885855 0.2591763263897993 5.315501689910889 False 7 4400 28.89 72.7 6797.9097 0.8302449328961452 0.2623383635007908 0.2654523310314088 6.108559608459473 7980.6577 0.8459751764942165 0.20958845704628445 0.2846982898945157 5.9752068519592285 False 7 4500 28.61 74.64 6356.6875 0.8407003201189095 0.24630949597416377 0.2111699965007815 5.983241558074951 7966.464 0.8499930482083555 0.20464700673749295 0.2326006160522444 5.713555335998535 False 7 4600 28.53 71.74 6262.661 0.8362510978323935 0.24347301746996688 0.2667253290744552 5.8031744956970215 7863.408 0.8500674304797173 0.19341361529479273 0.2900071304741357 5.277795314788818 False 8 4700 28.76 71.72 6166.4614 0.840279490537914 0.25816930498858 0.2588893174374277 5.869163990020752 7857.605 0.8514391605718538 0.2094937165328997 0.283035191836761 5.5435709953308105 False 8 4800 29.02 71.31 5827.868 0.8347397943254057 0.2546318918705653 0.2707769150347838 5.808015823364258 7842.0337 0.8484279081666369 0.20411291561442652 0.27783957601167275 5.421853542327881 False 8 4900 28.87 71.9 5644.065 0.8235810227542832 0.2707276882093292 0.2835416702632835 5.755910396575928 7706.206 0.8410850152751319 0.21280920518786003 0.2982967512368213 5.332585334777832 True 8 5000 29.54 73.5 5831.322 0.8290788479912274 0.2714967191389176 0.2879539742355904 5.8996758460998535 7951.6587 0.847532868178961 0.21099073530535978 0.29243585875027434 5.682236194610596 False 8 5100 28.62 70.95 5438.6235 0.8219545056214882 0.2813662138583086 0.28458500601072295 5.739440441131592 7780.487 0.8419093688981164 0.21759983355607784 0.30071871056129135 5.221033096313477 False 8 5200 28.67 72.4 5521.3823 0.8171156424159478 0.2856067707683436 0.2976205708043149 5.721879005432129 7698.6978 0.8399594728137942 0.21726716836641013 0.30947234860088474 5.306951999664307 True 9 5300 28.98 73.67 5322.296 0.8186586013386208 0.2792364209400636 0.280287301531497 5.7213134765625 7686.851 0.8413244691426239 0.21137566618169482 0.2934874103359254 5.198586940765381 True 9 5400 29.11 72.36 5393.1626 0.8193558808560435 0.2876131508618182 0.2813829926535116 5.895004749298096 7686.9033 0.8428536011506907 0.21734359711304485 0.3035665505363629 5.671983242034912 False 9 5500 28.93 72.09 5710.7407 0.823365452997811 0.27957583598934793 0.29975066011829643 5.714686870574951 7753.354 0.8456538886247299 0.20859292538376537 0.30526255031704713 5.358084201812744 False 9 5600 28.98 71.73 5725.1577 0.8157079416140928 0.29293315503098494 0.30156294126341116 5.7030348777771 7564.9707 0.8408575373895762 0.21685575429376672 0.30164518172918414 5.340168476104736 True 9 5700 29.21 72.06 5911.8643 0.8225154128281582 0.27778272941489174 0.28660564818689105 5.734386920928955 7534.883 0.841862736587774 0.2136689189391006 0.29642441776976985 5.252098560333252 True 9 5800 29.32 71.53 5742.6406 0.8238419627379304 0.27692104587663824 0.302181792802109 5.732855796813965 7711.982 0.8432620023507436 0.21440807286412406 0.30507027004187237 5.23920202255249 False 10 5900 28.95 71.29 5194.1504 0.8145481312259886 0.2915319273907969 0.3008323747048373 5.726131916046143 7487.653 0.8393273894169903 0.2185368231710212 0.31110443265172977 5.157069683074951 True 10 6000 29.32 71.14 5820.9756 0.8244155369761734 0.27897584233410205 0.3020615861354979 5.9359941482543945 7924.396 0.8451692885687315 0.2119288212284638 0.31744546889651876 5.783455848693848 False 10 6100 28.94 72.09 5530.1333 0.8266092922887093 0.2825605558078606 0.31079893263933805 5.675473213195801 7837.003 0.8515860851003395 0.20485055106055908 0.31687089486072 5.328047752380371 False 10 6200 29.09 71.5 5308.8394 0.8176070209417536 0.2913238734807536 0.3036219981259066 5.689052581787109 7378.673 0.8404453556107216 0.22030809074357013 0.31123674688748243 5.221762180328369 True 10 6300 29.29 74.79 5893.1826 0.8236277279847541 0.29336141597385623 0.3126022294429998 5.985835552215576 7780.126 0.8469658572637145 0.21581431629494316 0.2979526425028915 5.903348922729492 False 10 6400 28.82 73.85 5788.018 0.8257534483757046 0.2698751894268956 0.2963594699255945 5.759646892547607 7722.981 0.8445977512633994 0.2065744395710691 0.3062797067133406 5.223337650299072 False 11 6500 28.82 72.56 5185.447 0.8121947687992804 0.29887526381146823 0.33017171147678304 5.6910080909729 7383.6455 0.8395256847393662 0.21809504724406942 0.32016008370789684 5.383988380432129 False 11 6600 29.08 71.71 5102.5835 0.8108031692234642 0.2989938030170944 0.31544719215194 5.699958801269531 7359.313 0.8382040013349508 0.2188342214007207 0.3240298761000106 5.165369987487793 True 11 6700 29.32 72.38 5094.416 0.8055823481893806 0.3115475090739593 0.3274355183899766 5.672858715057373 7423.855 0.8360107995676674 0.2241744655504789 0.3179744669518916 5.368056297302246 False 11 6800 29.0 72.43 4846.906 0.7974814515690389 0.32608463982342006 0.3227709839264014 5.682706356048584 7265.5874 0.8330443079092787 0.2299757262871031 0.3186727269129889 5.113803863525391 True 11 6900 29.08 71.61 5254.2383 0.8051171966667867 0.3147645792155267 0.3266562880097538 5.6741042137146 7604.305 0.8388452408976383 0.2193482722062752 0.32680950050594804 5.364932537078857 False 11 7000 28.82 73.08 5342.345 0.8053998754843631 0.3175802776765832 0.32899003501964674 5.6313300132751465 7555.5967 0.8389342849679727 0.22299764565790942 0.3168560636216218 5.1809611320495605 False 12 7100 29.16 73.67 5265.818 0.8019063778622698 0.3248640770382215 0.33833649837806745 5.588290214538574 7604.0127 0.8380929932368132 0.22444420047532432 0.31935810054598446 5.20268440246582 False 12 7200 29.23 76.54 4786.444 0.796452160152876 0.3284989394352033 0.3392520943637899 5.557921886444092 7515.7603 0.8340829069766416 0.2266025293411963 0.3374146794677966 5.169314384460449 False 12 7300 29.14 71.88 4600.0 0.7953858559906589 0.3323734669961811 0.33836794926066605 5.564100742340088 7472.42 0.8324221541588523 0.2309374901008939 0.33128899735638606 5.228562355041504 False 12 7400 28.92 70.98 4876.3413 0.7954436284066637 0.33312256532988704 0.3374820851370594 5.5356926918029785 7558.7534 0.8334765715625487 0.23087696807820493 0.3338639306105715 5.111025810241699 False 12 7500 29.14 70.93 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