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 2.304 190.4 243384.28 0.9817909730411092 -0.019330219671337898 0.03579652388737841 237.73683166503906 261807.28 0.9813813034560452 -0.018784850908587166 0.08034699542270242 238.30917358398438 True 0 100 9.365 183.2 27424.494 0.9748810867281028 0.018894524342061233 -0.23667471614151875 7.892848491668701 29367.656 0.9749158929707108 0.01719788561728452 -0.21689674231005296 7.9049763679504395 True 0 200 8.719 101.0 14217.25 0.9504709694049247 0.0835598586344591 -0.23010450030349014 3.463238477706909 15439.46 0.9519100847275609 0.07583549839243259 -0.21366673695013327 3.5178287029266357 True 1 300 10.28 37.44 13916.307 0.9318239304223809 0.13196357396364056 -0.22806576499531053 5.150051593780518 15085.637 0.9337612370755237 0.12259521195327741 -0.2109564176835418 5.18268346786499 True 1 400 8.648 197.9 13235.616 0.9145997545201973 0.16774553816409643 -0.1825527628461837 2.759910821914673 14642.978 0.9173778530334785 0.1572498840397271 -0.1608598794022082 2.8324334621429443 True 1 500 9.078 158.8 11953.6455 0.8887500106953046 0.19732534212125707 -0.07704333691331308 2.8088700771331787 13148.086 0.8916751417703399 0.18812798368019584 -0.05387034491030531 2.876666307449341 True 2 600 8.709 140.5 12680.748 0.8764642874842644 0.21694601783567125 0.1329925904653337 2.5737786293029785 14129.753 0.8795040092075307 0.2062698154049765 0.1411300687387647 2.6543850898742676 False 2 700 8.238 136.2 14833.094 0.8850813496232011 0.19655553666069528 0.17315708315833117 2.554375410079956 16555.613 0.8900554041742545 0.1814150533357806 0.18092446110297097 2.63737154006958 False 2 800 8.276 116.6 11415.082 0.8527286708146629 0.2552165451099832 0.21903798263201452 2.564652919769287 13025.443 0.8570844273758834 0.2432315029732583 0.22558088687093447 2.652010440826416 True 3 900 8.544 113.0 14657.492 0.8554841233292865 0.25326070345183516 0.2795463860049318 2.4642865657806396 16397.17 0.8635146361107019 0.23525206183124964 0.27667467325785217 2.543696165084839 False 3 1000 8.304 110.4 10935.529 0.829976324491973 0.2944930805529046 0.2693886177407957 2.463568687438965 12573.795 0.8374770789468244 0.27948205982826646 0.2675416641459388 2.549006700515747 True 3 1100 8.647 117.8 13890.863 0.8493025472343623 0.25338436556005534 0.2897734278495929 2.461143970489502 15695.383 0.8578170840068663 0.23679737147689156 0.2808847760170712 2.546891927719116 False 4 1200 8.237 111.8 12369.244 0.8458680148507217 0.26346559380599066 0.28284925439023756 2.5171971321105957 14087.821 0.850574186884943 0.25108530588246525 0.28092250879465136 2.5905351638793945 False 4 1300 8.204 19.3 10162.579 0.8186827133793411 0.32424638174216236 0.3034537160703239 2.4057250022888184 11598.899 0.8258060715450203 0.3083011436627749 0.2988141134124819 2.490894317626953 True 4 1400 11.71 220.8 11510.802 0.8132483547363049 0.32398779174047704 0.2894554041785335 2.4220919609069824 12936.754 0.8197329961052535 0.3083812678906452 0.28842187128946406 2.5066335201263428 False 5 1500 11.74 19.75 13397.376 0.8251758552757092 0.31442351745703306 0.30891108673789924 2.3958959579467773 15076.473 0.8327424515520288 0.29513265620206913 0.3078617584897383 2.474370002746582 False 5 1600 9.423 11.69 13312.152 0.820652744484237 0.303477339392814 0.30615474506806767 2.4072530269622803 14853.555 0.828923136476387 0.2824805282869069 0.3041991599466123 2.495696544647217 False 5 1700 9.762 14.76 11729.312 0.7994540211412294 0.34638035014813545 0.3172525899398201 2.3739442825317383 13196.834 0.8073320400823272 0.32793029058242057 0.3107384881710807 2.4673056602478027 False 6 1800 13.1 39.17 12758.897 0.8017221225092067 0.34452684864813654 0.3169882698617031 2.437650203704834 14416.509 0.8106098266379226 0.3215812528054472 0.3145256386114951 2.5137784481048584 False 6 1900 14.04 57.99 9970.45 0.7935176078070829 0.3576621846070935 0.3212011904799607 2.3699746131896973 11297.788 0.8018487382676414 0.33474670379492233 0.31546979052147694 2.4624948501586914 True 6 2000 10.63 179.3 11027.891 0.7901963921181522 0.35887536958923694 0.3180720576821578 2.3832309246063232 12421.053 0.7995278216134114 0.3334292028539178 0.3150952409229537 2.4742956161499023 False 7 2100 8.495 190.5 12156.986 0.8164396389364357 0.32087980224992746 0.31061803682464306 2.4102394580841064 13626.983 0.8240622405150778 0.2986342867659807 0.3091173448487905 2.4883193969726562 False 7 2200 8.327 120.0 11394.788 0.7846086503050718 0.36250226909188965 0.31962192248083604 2.349172830581665 12656.429 0.7954654946354164 0.33527631916652423 0.31482620052097166 2.436018943786621 False 7 2300 8.161 180.3 11671.338 0.8072679485498048 0.3320056972188714 0.32257787945895144 2.384437322616577 12995.652 0.8168121239476521 0.3041457744205562 0.31652184383103316 2.4812302589416504 False 8 2400 8.845 163.1 11308.469 0.7919779221294755 0.35871464210093823 0.3272043829326658 2.3420095443725586 12786.496 0.803775244062349 0.32954994956830264 0.3213106355592752 2.428920030593872 False 8 2500 8.245 139.1 12390.789 0.7960913691619952 0.34691184777453354 0.32517239748860977 2.360436201095581 13887.772 0.8067600280995884 0.3205721313422201 0.3229066218804428 2.440260410308838 False 9 2600 8.823 146.0 12426.98 0.7969724509731467 0.3362638519674941 0.3308190620355902 2.335683822631836 13763.923 0.8069870797481543 0.3110399895091251 0.32462828014197287 2.424255132675171 False 9 2700 8.846 157.3 10692.209 0.7921028283358449 0.3641298227778267 0.32835386485128987 2.3458962440490723 12117.336 0.8041252021627433 0.33242966779658467 0.3239963229635793 2.4345343112945557 False 9 2800 8.227 142.5 10405.019 0.7740393628286709 0.3876368806420426 0.33089998137219195 2.3309760093688965 11587.175 0.7851715448742425 0.3592186139669939 0.32606246665126987 2.418516159057617 False 10 2900 8.914 59.16 9676.185 0.7687499008141625 0.39680114306823716 0.33447070225469033 2.3654119968414307 10943.656 0.7811719602607573 0.36683321062643187 0.330332480636563 2.4443132877349854 True 10 3000 10.25 12.26 9600.474 0.7714799820661334 0.38542259376316373 0.329502689619673 2.393674373626709 10856.594 0.7821495218158052 0.3580506634901743 0.323841976445535 2.4909427165985107 True 10 3100 13.4 21.54 11139.411 0.7607245455506602 0.4045971974545793 0.3350155349440878 2.4001927375793457 12396.538 0.7735468031274212 0.37444863910705556 0.3291043834395782 2.5006446838378906 False 11 3200 20.79 47.47 8963.75 0.7647424895920496 0.39367821527243047 0.336824946092097 2.3278608322143555 10131.213 0.7780792232860579 0.36155894197923377 0.3318959952514778 2.414655923843384 True 11 3300 15.43 26.53 11351.767 0.7885558354744846 0.3718579782111991 0.33977942733504707 2.342783212661743 12831.331 0.8010094575434443 0.33961414049734334 0.33476970745571 2.424773931503296 False 11 3400 19.3 29.73 10274.898 0.7597432374573155 0.4070058028995776 0.335610011085011 2.364370346069336 11702.638 0.7744578231339253 0.3717204150810593 0.32977753855088404 2.4584341049194336 False 12 3500 16.32 24.98 10693.644 0.7593389349857816 0.3974528497473755 0.321139701769552 2.3645691871643066 11914.537 0.7729653752890798 0.3652247176551525 0.31433408556514975 2.4594435691833496 False 12 3600 18.56 27.13 8578.801 0.7599585830329252 0.42473689415466476 0.3367733641692909 2.3249809741973877 9811.048 0.7744556746631943 0.3888403146580759 0.32963398604721256 2.4148547649383545 True 12 3700 17.86 25.59 9368.586 0.767138267558251 0.4055879833057243 0.34155378998884567 2.418886661529541 10765.629 0.7820762504761275 0.3680629931060268 0.3383456485980685 2.4935524463653564 False 13 3800 16.07 23.81 10736.6 0.7631634945812042 0.406621302807119 0.3467306797430882 2.3187122344970703 12237.808 0.7781328661708313 0.37088110020743825 0.3397896187058751 2.4058730602264404 False 13 3900 16.91 23.95 8573.175 0.7624739753681881 0.4147047890757955 0.3467012786498383 2.388800621032715 9958.013 0.7773969073540595 0.3784107822517615 0.3387623342197406 2.49257230758667 False 13 4000 18.62 23.87 12548.142 0.7529106709633315 0.4227771077032306 0.35006777229328767 2.306520938873291 14385.358 0.7705573395984526 0.3839243726527854 0.3462024595287659 2.3953254222869873 False 14 4100 17.92 37.85 10835.13 0.7574366541273441 0.41139930834549937 0.35536495723243533 2.3017115592956543 12483.178 0.775014820224482 0.37242760564209787 0.34987495998918694 2.3866100311279297 False 14 4200 14.55 28.65 10642.75 0.7584254698450148 0.4105976809125631 0.35116012828893867 2.313232421875 12028.178 0.7754618653216058 0.3714938364097043 0.34595542179751776 2.4008238315582275 False 14 4300 17.45 24.88 9248.873 0.7484870056280807 0.42868012826174784 0.34859389259639406 2.389866828918457 10671.012 0.7670943037030932 0.38702264011929705 0.3412157421881355 2.4707248210906982 False 15 4400 18.32 24.47 10085.559 0.7579805869955122 0.4170367693365667 0.35132966140921507 2.30715274810791 11551.939 0.7769577079309187 0.37428519879855127 0.34349144320641173 2.3946609497070312 False 15 4500 17.08 27.71 10360.964 0.7524319228851793 0.4193163442240834 0.35843160385780937 2.3822083473205566 11923.726 0.7709127423104085 0.3787228305878112 0.35290153420434106 2.4786953926086426 False 15 4600 16.52 22.56 9904.019 0.7553767755912816 0.42026109639986997 0.35696570383069953 2.2866601943969727 11364.307 0.7745783375921748 0.3756807804946627 0.3501109216994391 2.3741812705993652 False 16 4700 17.55 23.05 9120.552 0.7572794279868855 0.4289144965824114 0.3540082256497933 2.30622935295105 10366.079 0.7755205884985797 0.3839200985311868 0.3471810066318456 2.397524118423462 False 16 4800 16.58 23.49 9447.261 0.7384535757367611 0.44850548003419605 0.3551146580028193 2.2908475399017334 10771.749 0.7579880757297137 0.4044346000127878 0.34690844302157636 2.3863837718963623 False 17 4900 32.71 78.82 9907.35 0.7452607585639436 0.42464294505292083 0.3488325543197368 2.30464506149292 11337.942 0.7651495576503141 0.3805576062923394 0.34173225670740415 2.3943819999694824 False 17 5000 61.01 48.34 8423.483 0.7516388561815243 0.42577259006807605 0.34844032592845486 2.2998104095458984 9687.011 0.7714630462554868 0.3818148945051179 0.3389872307059437 2.397679328918457 True 17 5100 60.01 52.67 8818.863 0.7354903520900329 0.4488687535160621 0.3535235027773242 2.288179636001587 10302.884 0.757243409569969 0.40232351075686973 0.34625796304533957 2.380842924118042 False 18 5200 58.65 49.02 10931.265 0.7364850179623541 0.43780191114805384 0.36145539655168807 2.279904842376709 12652.3955 0.759366008113494 0.3903927062282578 0.35389066774351663 2.372960090637207 False 18 5300 53.9 53.97 9652.657 0.7492053228344241 0.4320529230975783 0.35995173508312495 2.281407117843628 11271.439 0.7705891094527331 0.3853310260401641 0.3512946143828417 2.3751637935638428 False 18 5400 53.57 53.18 10145.863 0.7479437091268791 0.4430035477437091 0.3459861278918046 2.3116607666015625 11640.709 0.7681492145953422 0.3969077074994158 0.33330064710151514 2.407636880874634 False 19 5500 58.63 53.77 9571.989 0.7385514836708162 0.4494384465466543 0.3622789179126344 2.3036949634552 11146.835 0.7607405696356008 0.3986434208582522 0.35753887222624536 2.3844313621520996 False 19 5600 58.23 46.64 8924.923 0.7343145005073087 0.4581265686015037 0.36969992056219064 2.2643330097198486 10332.174 0.7569970990955042 0.40680799099831083 0.3628350256375378 2.352525472640991 False 19 5700 59.81 49.38 9079.489 0.7270015946413657 0.46047835781231095 0.3734709839414729 2.2607898712158203 10492.712 0.7521147332345682 0.40636950977403163 0.36646352846659824 2.346729040145874 False 20 5800 55.53 50.12 7839.355 0.7397150075485346 0.4592374407648121 0.36993463204569177 2.280543804168701 9240.822 0.7643144734213922 0.403706869556123 0.3637169776971434 2.3631324768066406 True 20 5900 57.44 50.88 10038.386 0.7415946508413341 0.4472823276326997 0.3612952992110178 2.2962048053741455 11645.169 0.7649541973649692 0.39533864460602536 0.3509498405954977 2.4004838466644287 False 20 6000 59.5 50.32 10299.835 0.7304804422737216 0.4561025968019393 0.37405712447152456 2.257535934448242 11906.813 0.7568359476705603 0.4008067880493325 0.36425371013514857 2.34967303276062 False 21 6100 59.66 54.02 8635.611 0.7218681982651114 0.4723020705528496 0.3807512928544657 2.3034794330596924 10157.349 0.7492501028792146 0.4139373265143531 0.37247200944955977 2.3851757049560547 False 21 6200 56.78 53.33 8172.75 0.7222762761448105 0.46490555137620815 0.3808839071392557 2.2809321880340576 9557.421 0.749676988018432 0.4063693674483635 0.3746573529911194 2.3741915225982666 False 21 6300 57.85 51.37 8654.1 0.7185646360195325 0.47096840835878884 0.3847618489578657 2.263535499572754 10314.639 0.7462238746639046 0.411584787781841 0.37561819246848493 2.3502297401428223 False 22 6400 57.96 48.71 7922.5806 0.7510784124921491 0.4449412452571819 0.37602698369969256 2.2880842685699463 9440.417 0.7744161893953644 0.38876454472032634 0.37018956812449944 2.3810205459594727 False 22 6500 57.58 49.32 7817.2876 0.7262589311264668 0.4567835765747422 0.37933491837405847 2.2533113956451416 9262.712 0.7534857787803937 0.39929354834060127 0.36898731040058325 2.3441741466522217 False 22 6600 58.94 48.25 12230.594 0.7372516867394905 0.4514281621803199 0.3811020380520925 2.2708213329315186 13907.069 0.7665875665574552 0.3888702840696199 0.3741391160835937 2.366544485092163 False 23 6700 56.83 49.8 8270.619 0.7123172492528638 0.48629883482705005 0.3879028015852124 2.234961748123169 9658.004 0.742107472433989 0.424822628443903 0.3812199490941907 2.3200998306274414 False 23 6800 56.74 47.19 9908.491 0.7333406484974768 0.4602310365543067 0.3852282347325605 2.248613119125366 11390.347 0.7589005657140712 0.40707311926858314 0.379896355879106 2.3334217071533203 False 23 6900 58.71 51.06 9733.387 0.7288302313849612 0.4671152359834771 0.38501837700016583 2.231640338897705 11229.113 0.7564221611520341 0.40785323076432944 0.3777784341792692 2.319451332092285 False 24 7000 53.5 50.9 8494.746 0.7228835753703307 0.4768693205429643 0.3858619835241039 2.2318832874298096 9907.074 0.7497604665800827 0.4168002598352159 0.3780531286325828 2.3211679458618164 False 24 7100 58.98 49.23 8338.781 0.7320237971709914 0.4647543350249921 0.3886284914919247 2.278414726257324 9753.446 0.7583264843460852 0.4058110401918448 0.38023640660991836 2.3778021335601807 False 25 7200 55.97 49.79 8369.779 0.7290937607530094 0.4729103000817548 0.39612131987872484 2.2352330684661865 9797.589 0.756338519862045 0.4127925194315003 0.38987512917885475 2.317354202270508 False 25 7300 55.19 45.06 7167.8574 0.7315090801297714 0.4809729587321806 0.385363341111302 2.2267560958862305 8516.08 0.7583032477348657 0.4207876588817724 0.378575325343439 2.317781686782837 True 25 7400 52.58 45.47 7794.7993 0.7205905097039538 0.48290973844457613 0.3862703639935144 2.244580030441284 9236.084 0.7496944225617422 0.42003013046732357 0.373313439084612 2.3494510650634766 False 26 7500 52.48 44.8 9285.178 0.7127777476913578 0.4860267123153449 0.3945253440392789 2.243837833404541 10840.47 0.7450078838643356 0.41851987660839746 0.38470107850300833 2.346953868865967 False 26 7600 51.83 43.16 8692.209 0.7116974685923162 0.4993903211779623 0.40133623400272544 2.368962526321411 10220.939 0.7426393848962681 0.4328064676827217 0.39765170386533905 2.4623985290527344 False 26 7700 54.9 45.65 9173.97 0.7127057647199516 0.4894377508440479 0.3987043369558905 2.203509569168091 10655.264 0.7455653508239117 0.4207268418186289 0.39046784658452255 2.2925667762756348 False 27 7800 55.34 44.19 9589.375 0.7119223402397815 0.4920342397620128 0.4047181934951914 2.2213127613067627 11147.387 0.7448108589607013 0.4218785812299052 0.40099177957761994 2.2991206645965576 False 27 7900 52.02 42.59 8403.961 0.7139198280944281 0.4889851036893411 0.3978521893598398 2.251323699951172 9917.914 0.7457946397570452 0.4200180413520875 0.39494735885290894 2.3376901149749756 False 27 8000 53.29 45.68 8521.642 0.7141901937465688 0.48958229168205136 0.39982985230339696 2.1996562480926514 9995.58 0.7478239771751317 0.41815857256373606 0.3928360770033092 2.2909092903137207 False 28 8100 48.3 45.1 7582.649 0.7107500291242849 0.49819937994621233 0.4047136176872853 2.247756242752075 9089.215 0.7416874812539959 0.43138008681795725 0.4041679521926755 2.3268022537231445 False 28 8200 51.15 43.55 9244.814 0.7168974621780588 0.4832103329038794 0.4054241371247209 2.232804775238037 10827.832 0.7494577944012811 0.4129577364989906 0.3975687051283489 2.3154869079589844 False 28 8300 52.06 44.03 8309.207 0.7075499815524909 0.5047962058177614 0.4051894004677009 2.187380790710449 9841.473 0.7424086679260437 0.4298663301550292 0.3980628232128955 2.2748053073883057 False 29 8400 54.47 47.03 7489.081 0.7194826360861823 0.49167392296974183 0.40997798549972897 2.218412399291992 8999.728 0.7523740129701691 0.4196126265542005 0.4034798255755469 2.298163890838623 False 29 8500 54.66 44.54 8213.858 0.7011159893459019 0.509653730127414 0.4133607099508191 2.190657615661621 9801.598 0.7382596768507276 0.4334938141261119 0.4071553977419564 2.2805957794189453 False 29 8600 56.08 40.68 8500.053 0.7013249181862001 0.5123115085151608 0.42368930208544314 2.205453872680664 9999.201 0.7348244184298169 0.440015993989431 0.416994466208702 2.2863478660583496 False 30 8700 48.08 45.53 7914.384 0.7096264831497149 0.5075001625533317 0.41418982180310937 2.2063186168670654 9426.202 0.7433722755846057 0.43472624376763463 0.40626060398527464 2.2888519763946533 False 30 8800 53.39 41.83 8216.588 0.7079975791704067 0.49273013945142613 0.42303371534674655 2.167572021484375 9794.816 0.7432218912762991 0.42095543191361773 0.41952488966723006 2.246737003326416 False 30 8900 51.9 45.19 8597.275 0.7033582189963541 0.5055380008118437 0.42059352455487226 2.1625149250030518 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