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 5.668 25.46 21255.514 0.9747597210958245 0.013330802575629273 -0.04020499600333746 230.85305786132812 15900.796 0.9737342350312973 0.015061282478571247 -0.04413004742427664 221.8123779296875 True 0 100 10.3 22.64 3795.151 0.9706186395059696 0.05287570865727396 -0.1555680598729338 13.369902610778809 5857.0337 0.9700089221905108 0.05189687298698624 -0.22325963843475738 15.592914581298828 True 0 200 11.39 22.1 6609.758 0.9757886650903522 0.01883550104219644 -0.1590072842618174 10.303497314453125 12347.235 0.9760204637063461 0.01636941794802459 -0.21697489967278452 12.180621147155762 False 0 300 11.09 21.63 4794.544 0.9735866365645529 0.025346162136434622 -0.16317784072985486 11.192617416381836 8584.536 0.9738275738497788 0.022745753026196986 -0.20106693612488127 13.18401050567627 False 0 400 11.24 34.4 5248.712 0.9694416357099614 0.03530206308696658 -0.1464574100460108 4.733166217803955 9892.49 0.970112525980846 0.03140464104302395 -0.17186625324504032 5.128897666931152 False 0 500 16.15 42.79 3032.2273 0.9610538464966585 0.04891393194674731 -0.15228164443856346 5.2167181968688965 5321.009 0.960531445251843 0.0471399553891983 -0.1688626153136872 5.943779468536377 True 0 600 15.71 42.5 2811.04 0.9471738670423047 0.08562310124406372 -0.1574982243178876 5.704020023345947 5071.9404 0.9461453374847524 0.08420354775597008 -0.19609815329894434 6.018792152404785 True 1 700 18.96 42.58 2912.1904 0.9556754373922415 0.07163943597097007 -0.15190547450265926 5.214740753173828 4924.832 0.955309964966776 0.06943177360853571 -0.18321353712515612 5.7665510177612305 True 1 800 15.83 135.7 2622.3333 0.9499587709372915 0.08711208218624927 -0.13367612971849355 6.200462341308594 4225.8916 0.9489457847211624 0.08715643752402495 -0.12873727501051618 7.37388277053833 True 1 900 16.61 261.7 2372.7231 0.9428877142319313 0.07923677565754955 -0.14220094560222882 4.887684345245361 3640.7144 0.9411025350244323 0.08197131610954178 -0.1695316519686678 5.27989387512207 True 1 1000 13.72 47.98 2397.4146 0.9385589330183176 0.09013433839614453 0.049514181899873444 4.369642734527588 3246.9072 0.9364922903470786 0.09370062472623925 0.14202784180928585 4.635288238525391 True 1 1100 10.87 23.04 2009.255 0.9404249200872554 0.08607064375628369 -0.125530282680551 4.727897644042969 3239.297 0.9375115480083461 0.09177869394695179 -0.13879808198694107 5.23066520690918 False 1 1200 13.13 43.36 2400.5586 0.9415532140975194 0.0836949730770097 -0.14213421693273884 4.929455757141113 3630.5059 0.9399500239202745 0.08610371078413909 -0.1688344205222414 5.590992450714111 False 2 1300 15.64 251.6 2032.2394 0.9452047403442232 0.07417968898665114 -0.0605037161886121 4.811116695404053 2989.2083 0.9425025300823019 0.07874309482163896 -0.047877937978120656 5.526329040527344 True 2 1400 9.947 245.4 2670.1826 0.9366923350901638 0.08625572883166228 0.05366534949178224 4.357027053833008 2895.4673 0.933541575502949 0.09083183902922605 0.11025404854428063 4.627464771270752 True 2 1500 9.954 263.8 2483.5994 0.9431331562694236 0.07557764453839882 -0.09818557063472196 4.653287887573242 3611.4438 0.9422771004677282 0.0759880302637954 -0.10674663091951515 5.17343282699585 False 2 1600 10.12 258.0 1990.662 0.9376255386326106 0.09037489298364555 -0.02344070910483713 4.421858310699463 3201.3254 0.9352765999251832 0.09384015015002437 0.0030310294848026344 4.772951126098633 False 2 1700 10.69 252.2 2326.9346 0.943941802373411 0.07211229654362633 -0.0028186367645453006 4.584071636199951 3161.8132 0.941147348293543 0.0758625803104781 0.025813398516429113 5.1953349113464355 False 2 1800 9.665 248.1 3370.6782 0.9373932862127203 0.10589585779061046 0.02894543398891355 4.527841091156006 3589.2375 0.935300493172069 0.10978133712427052 0.05392861350994259 5.127692222595215 False 3 1900 10.21 172.3 2569.1428 0.9566375533269557 0.0544076609821203 -0.03242777076444025 4.524151802062988 4318.742 0.9550185461547993 0.05586261118950533 -0.027239515411788207 5.044364929199219 False 3 2000 10.39 21.78 4296.263 0.9403810268044303 0.08227574367892763 0.02657331398604554 4.978959560394287 3710.8708 0.937740465227068 0.08640576990779252 0.051437769612757825 5.805362701416016 False 3 2100 10.74 38.37 2036.7156 0.9286073186037723 0.10217097118418386 -0.012458512423771731 4.448134899139404 2690.3308 0.9258523292919312 0.1060726548881785 9.237228728756916e-05 4.78189754486084 True 3 2200 18.76 269.2 1621.6475 0.9279953541338113 0.11127622891240331 0.06401006653375446 4.364402770996094 2867.6196 0.9268568952049752 0.11223757915550538 0.08481408235963332 4.606996059417725 False 3 2300 9.662 233.8 1767.2344 0.9263344384058625 0.11396508149927198 0.1782845245898066 4.273995876312256 2641.1882 0.9244760950191317 0.11575222916432765 0.22562688409327625 4.6920623779296875 True 3 2400 10.0 241.9 2193.8418 0.9250804251180622 0.12157372946943613 0.17980824589293637 4.256070137023926 2678.8347 0.9237955705114751 0.12388181255390156 0.22157014248796336 4.52400541305542 False 4 2500 9.922 259.2 2344.0317 0.9311037365087914 0.1050543273422649 0.18847529001099278 4.321577072143555 2865.0002 0.9293272519953851 0.1079247061274998 0.23024027587563417 4.822635173797607 False 4 2600 9.422 216.3 1921.2485 0.945433856035378 0.07381147659940497 -0.055833228829066314 4.635483264923096 3222.588 0.9444168836824002 0.07518355959081678 -0.06787910265974749 5.150502681732178 False 4 2700 9.656 40.05 1834.2324 0.923929459077008 0.11168947644500331 0.09788594745521488 4.318761825561523 2737.528 0.9232859842052095 0.1116128016387225 0.1404094068015283 4.5731120109558105 False 4 2800 18.76 63.76 1690.2502 0.9280500768961064 0.11037487624715939 0.24099644751292765 4.221865177154541 2681.4268 0.9266960155017139 0.1117204750194521 0.31004508369739164 4.603405475616455 False 4 2900 17.42 52.67 1698.0107 0.938993972443989 0.08950235852055219 0.1752810751482801 4.2542924880981445 3170.4565 0.9391263293870418 0.08931004976128984 0.2172782874284461 4.525854587554932 False 4 3000 19.74 53.1 1815.5592 0.9168630410201776 0.12935295404831001 0.256156602200266 4.228638172149658 2526.5547 0.9159187493399218 0.13016366554156464 0.3293410416227485 4.629377841949463 True 5 3100 17.83 59.89 1543.7772 0.9206543522450746 0.13393695772856135 0.270011869372881 4.232487201690674 2638.6785 0.9204952304379368 0.13380650013103587 0.32508736922599624 4.671170711517334 False 5 3200 13.83 45.48 1673.5001 0.9129995271463356 0.13696459739587563 0.2842090057880407 4.122148513793945 2804.017 0.9140697433200696 0.13321402902889537 0.34672195803483163 4.447511196136475 False 5 3300 18.73 47.01 1674.1442 0.926129434164713 0.10565854129014066 0.2601112545257364 4.235424041748047 2686.2744 0.9253409130923718 0.10550662352664397 0.31970157935303567 4.673752307891846 False 5 3400 16.49 56.38 1680.9568 0.9121700415609321 0.1432243376136595 0.2864063782867786 4.073367595672607 2453.7192 0.9119213152081469 0.14220119010293877 0.3566240251056183 4.276992321014404 True 5 3500 16.29 45.96 1855.9164 0.9252989183434526 0.12965326794224322 0.1435067718326012 4.317566394805908 2635.514 0.9246017661760764 0.12882324678850302 0.1755436888755166 4.512472629547119 False 5 3600 16.18 71.17 1665.4337 0.9310710783496556 0.1052650187590326 0.2933853961114784 4.089329719543457 2599.7725 0.9303709595071801 0.10582658194438868 0.3588415600623191 4.26655912399292 False 6 3700 12.71 46.53 1683.1609 0.9123802608373686 0.13576097709273552 0.30273529154057816 4.0547308921813965 2407.7644 0.911299930086203 0.13583645892924456 0.39359543106939127 4.314387321472168 True 6 3800 18.05 54.23 1827.9622 0.9112653806968266 0.14393657954203407 0.29448115271619413 4.012409210205078 2395.9258 0.911478083117738 0.1413488522402947 0.38804854502634467 4.144783973693848 True 6 3900 16.69 55.56 1890.4471 0.9149603567297728 0.14409851405034912 0.30679336163940096 4.157515525817871 2389.9111 0.9147801078137598 0.1427389863590681 0.3877073907362639 4.548493385314941 False 6 4000 15.4 55.73 1623.0636 0.9148302981052316 0.1311254652029792 0.17510202219437113 4.335333347320557 2601.385 0.9152502336860262 0.13001883650249493 0.24709861916405942 4.7662458419799805 False 6 4100 15.18 45.66 1916.5625 0.9240729163769591 0.13099058487816104 0.2656941971149002 4.483329772949219 2502.2153 0.9241802432086514 0.13134423092546715 0.3084271119586628 5.115808010101318 False 6 4200 15.96 87.56 1705.9985 0.9137551088204929 0.14275779984273562 0.3023120929483974 4.136236667633057 2590.7305 0.9144590258039661 0.1393630256767267 0.3767010745813549 4.492059707641602 False 7 4300 11.15 59.6 1476.8492 0.9089829986524044 0.15449358831255952 0.3335141734777877 3.9830167293548584 2318.1387 0.9099270188258931 0.15145083897116024 0.41228373632285026 4.171875 True 7 4400 14.99 47.84 1484.279 0.9050535936110548 0.15896308738755577 0.3377862249887666 4.02346134185791 2411.4387 0.906486075605939 0.1550768946398532 0.415291494202131 4.3304948806762695 False 7 4500 19.25 49.54 1686.7207 0.90913596120062 0.15160805234114075 0.3357940003106673 3.934197187423706 2233.092 0.9100429302109331 0.14744903503595408 0.4198729684398399 4.122067451477051 True 7 4600 16.68 44.61 1270.8228 0.9067297727461353 0.1594435830915489 0.341805544379626 3.9348976612091064 2268.796 0.9082295335814178 0.15343818765537148 0.42150560341587456 4.009302139282227 False 7 4700 15.92 48.02 1348.9991 0.902141775779365 0.16074798746261607 0.3451331659743975 3.8969762325286865 2214.6265 0.9032433710335414 0.15705246453854568 0.42921073673866245 4.066456317901611 True 7 4800 18.15 42.99 1610.5625 0.9274741178970631 0.11314322557918878 0.34436760835995334 4.073490619659424 2583.6746 0.9285929281554067 0.11060076181845845 0.4324137850038843 4.428280830383301 False 8 4900 17.18 45.85 1438.8774 0.9024192709478044 0.1626443669140004 0.34552587276595764 4.156789779663086 2486.878 0.9048186197914003 0.15720291458124486 0.42980799794981045 4.532162666320801 False 8 5000 16.95 44.26 1262.1134 0.9082737896595153 0.1573334335113677 0.3744954050070643 3.84379243850708 2305.144 0.9103551844510891 0.15205700685060336 0.4426440682087744 3.928494453430176 False 8 5100 17.2 46.04 1553.7175 0.9054406711636135 0.16145421392818113 0.34848649888599903 3.948122024536133 2396.5261 0.908155376221112 0.15532162573073138 0.42566809101723657 4.211794853210449 False 8 5200 15.14 43.93 1283.7358 0.9034102300308096 0.17187377450359978 0.38506052737696894 3.8095428943634033 2252.2869 0.9066743819613923 0.16402539870362573 0.4451904931000768 4.015170097351074 False 8 5300 15.2 50.42 1734.6902 0.9015091308804865 0.16335838850487194 0.34119209301079 3.9790375232696533 2761.1826 0.9041059737065135 0.15573960917360152 0.4328181276198553 4.193856716156006 False 8 5400 13.24 45.02 1467.1951 0.902232200738221 0.16642300592239542 0.38041313481308164 3.8604743480682373 2410.773 0.9059431944652774 0.15771755315494568 0.4386725479830099 3.981773853302002 False 9 5500 16.52 46.23 1330.2126 0.9016518463932356 0.165567144992431 0.39080541689228454 3.7725942134857178 2198.5469 0.9039080854868724 0.15970435773733344 0.4548972814475385 3.8284854888916016 True 9 5600 17.24 45.66 1522.7472 0.8969696861927325 0.16478564228429132 0.39118575405508615 3.728581666946411 2141.843 0.8993523158391762 0.15874670577034833 0.4649828285627506 3.7494606971740723 True 9 5700 15.98 44.71 1608.8103 0.8979922848593925 0.17034960118262796 0.38173407805832393 3.8413023948669434 2286.91 0.8996544377602586 0.1649050455950613 0.45332674200836626 4.074924945831299 False 9 5800 16.85 45.85 1736.374 0.9097988185278693 0.14417431199549044 0.405278599294959 3.915471315383911 2384.341 0.9126353952060495 0.13962979434526368 0.4588863835818648 3.818032741546631 False 9 5900 14.37 48.1 1579.6772 0.8959314830608489 0.17336375099472645 0.3910002853671058 3.745039939880371 2367.503 0.8986497647678761 0.16678429414999363 0.45740072431988177 3.806323528289795 False 9 6000 16.24 43.51 1588.0924 0.8935379851464075 0.17653514186849875 0.404416591780899 3.7894349098205566 2186.984 0.8961955255185691 0.16795752561221078 0.47983440291424756 3.996342897415161 False 10 6100 14.99 43.45 1304.0017 0.8949699315357055 0.18212162876736865 0.414790351912116 3.720642328262329 2161.7185 0.8984731387537735 0.17180905112298406 0.4706772658180331 3.917173147201538 False 10 6200 17.06 44.54 1432.9912 0.8959361190483519 0.1851635108009351 0.42410738345246807 3.7470717430114746 2303.8716 0.8999633868278164 0.1745905897974102 0.47827163566406133 3.999375343322754 False 10 6300 15.32 44.01 1500.1462 0.8904382448478181 0.18513139136318998 0.4002397529131977 3.687725067138672 2299.1792 0.8946203929850095 0.1753399628568703 0.4748856992793138 3.777279853820801 False 10 6400 16.35 43.7 1312.1023 0.8913348275853331 0.18815977922442856 0.4405485611643758 3.565502643585205 2258.437 0.8960753230404268 0.17604485212033658 0.49940367380673056 3.606013774871826 False 10 6500 15.81 41.97 1457.9388 0.8986434267288607 0.17551509694981868 0.437995275568626 3.9559431076049805 2335.1702 0.9039125006147832 0.16344439378814504 0.47695263233153834 3.8179898262023926 False 10 6600 17.31 49.5 1455.3768 0.8955739781107105 0.19504950231146886 0.46739609089275147 3.619478702545166 2221.365 0.9016711935423611 0.17980023477740867 0.5154886360371846 3.88448166847229 False 11 6700 14.84 43.17 1305.9799 0.8964527471964631 0.18217114267006565 0.43341458996821375 3.9274258613586426 2325.776 0.9016561083351421 0.16891121688098482 0.49327669116504286 4.288666248321533 False 11 6800 15.63 44.22 1431.7942 0.9139026249395078 0.14183163609731103 0.45403787774007015 3.6011621952056885 2903.4316 0.9194195222727994 0.12905172402479287 0.500210477242808 3.5750186443328857 False 11 6900 16.84 43.92 1363.6123 0.8886967944779056 0.19654095163552865 0.4729859765148248 3.468304395675659 2126.8713 0.8948309995965967 0.18171555770151013 0.5175706518124046 3.6209421157836914 True 11 7000 16.45 43.46 1255.7695 0.8865636900689864 0.1964545230875636 0.44790030310436985 3.558729410171509 2101.7295 0.8921294563708476 0.18308881887056744 0.5067266494469292 3.7068002223968506 True 11 7100 16.44 45.74 1228.814 0.8965818507498494 0.178852174981249 0.46730837259455704 3.456362009048462 2317.8162 0.9029974958517801 0.16475778490394172 0.5107766651809408 3.5977189540863037 False 11 7200 17.38 41.99 1349.9581 0.8915984515902533 0.18924462123616284 0.4739665781381092 3.449878692626953 2113.3354 0.8965897066050372 0.17608284213089795 0.5262698802251617 3.497830867767334 True 12 7300 17.02 43.14 1464.7727 0.8887370029136938 0.19192124594569127 0.4881544667043893 3.406710147857666 2107.007 0.8961731868584477 0.17517011892514128 0.5333404896997672 3.4330155849456787 True 12 7400 16.85 43.96 1367.4982 0.8852718470973838 0.2035151195628457 0.48583008731734006 3.4025604724884033 2158.859 0.8931768421008415 0.1865953059728554 0.534530423410446 3.5376877784729004 False 12 7500 15.98 46.21 1351.7234 0.881527717043944 0.20839508689804165 0.4921893382348028 3.3386688232421875 2087.4316 0.8889606250257139 0.192031487280761 0.5399783446932505 3.399786949157715 True 12 7600 16.44 43.35 1464.3474 0.8832165222565842 0.19233056617914251 0.4855701884113273 3.3507556915283203 2542.84 0.8928769586516261 0.17358006414273397 0.5294740203893107 3.4454190731048584 False 12 7700 16.64 45.1 1297.1309 0.8819916162505472 0.20241729546401432 0.5086033817098762 3.6254000663757324 2099.1328 0.8896193444880464 0.18522022506177252 0.5385320914231801 3.4825658798217773 False 12 7800 15.35 43.62 1389.9558 0.8851449487342355 0.2021506379431761 0.5222994764474851 3.3040413856506348 2100.4946 0.893792921331756 0.18242789958072686 0.5540530944772601 3.2823562622070312 False 13 7900 16.98 47.86 1304.1608 0.8843780751338779 0.20167242282137507 0.5133755662329306 3.2756288051605225 2145.8643 0.8928427626853717 0.18405015525411816 0.5501803657169045 3.405994176864624 False 13 8000 14.69 45.59 1316.5974 0.9007890451390481 0.16522658032938745 0.5010713579489959 3.3397088050842285 2567.761 0.908881676333587 0.14757251927357903 0.5379597875419992 3.5149595737457275 False 13 8100 16.53 44.69 1267.6746 0.8796573356066713 0.204588137115165 0.5139590930174992 3.2374422550201416 2116.0845 0.8885578091546343 0.18487266027753574 0.5500898461419619 3.3284287452697754 False 13 8200 14.98 46.04 1257.3253 0.8825969799251338 0.21330498614772558 0.5359959608256425 3.3784334659576416 2129.9204 0.8924707748967365 0.19064083833861628 0.5547234369985155 3.3371243476867676 False 13 8300 16.09 44.86 1307.463 0.8821787594686036 0.20112898735828025 0.5041031785973593 3.35697340965271 2387.968 0.8910341103595196 0.18360119976818925 0.5528612376765358 3.487549066543579 False 13 8400 16.2 43.75 1220.7836 0.8981628506728289 0.17249117985382617 0.5246117109976883 3.1978864669799805 2334.083 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