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 17.58 38.41 77412.57 0.9937079927023124 -5.9045395043927605e-05 0.2329679644391041 48.02450180053711 28583.11 0.995283566149091 -0.001985638920899072 0.3418376449472914 52.46277618408203 True 0 100 28.94 22.46 7675.725 0.9904232365125083 0.022945277677270382 0.31711194803737097 17.403993606567383 5374.976 0.9926951206879443 0.018806821050972606 0.36829931060047805 15.445765495300293 True 1 200 38.09 22.65 6260.1914 0.9837643890771808 0.04551305056862727 0.3316232385054272 9.395307540893555 6130.9004 0.9868216053018416 0.04126979593954412 0.3433594418521638 8.646591186523438 False 1 300 29.51 22.21 4659.834 0.9804573098950923 0.06295907685132107 0.3039065225861822 8.94272232055664 4526.782 0.9849764854576796 0.05752749860130559 0.3323888355243991 8.312874794006348 True 2 400 29.41 22.45 5657.0815 0.9808108102854142 0.052622046809930205 0.34401387059770083 7.674419403076172 6053.172 0.9842199320577434 0.04708327251959474 0.36752151266397387 7.424601078033447 False 2 500 29.12 22.23 4969.6416 0.9772679725355289 0.06750824143458037 0.349931111873028 7.534793853759766 5106.2104 0.9810909088304008 0.060879553502899364 0.36815037724486466 7.216714382171631 False 3 600 28.75 22.87 4186.6445 0.9757662450867727 0.07855266547022911 0.3494107091853925 7.4233880043029785 4486.075 0.9803211570578569 0.07417778195970756 0.36497570733954876 7.1435770988464355 True 3 700 29.47 22.19 4049.8105 0.9725578623102317 0.08282141050332759 0.34808846038310726 6.858880043029785 4374.1924 0.9777220251047375 0.07666026655571852 0.36121065104805367 7.036865711212158 True 4 800 29.34 22.15 4248.4683 0.9732819733607394 0.08392825236891815 0.3487451569670833 7.22361421585083 4689.109 0.9785441080873978 0.07546608729458053 0.36794851013037433 7.009957313537598 False 4 900 29.14 22.69 4054.7302 0.9734999582507539 0.08393741281828164 0.34972878412354097 7.036568641662598 4509.149 0.9790851167668275 0.07759053299931624 0.3631162779092362 6.889552116394043 False 5 1000 29.11 22.39 3722.0159 0.9711266585806503 0.08900808999829878 0.3453846115234674 7.329861640930176 4243.7275 0.9768909665542318 0.08236069091838714 0.3543155146645854 7.073404788970947 True 5 1100 30.95 22.16 3691.9285 0.9685566148614968 0.09243592368763036 0.35099202829257303 6.827339172363281 4734.6733 0.9748028261637777 0.08237778241088814 0.3610945898536634 6.995455265045166 False 6 1200 28.57 22.43 3665.8896 0.970520780847575 0.09696538532488937 0.351579550923997 6.7130022048950195 4363.5464 0.9768425371478777 0.08741344381348522 0.3627839290091998 6.703523635864258 False 6 1300 28.58 22.35 3871.8933 0.9701354498146393 0.0866768877776736 0.35172238250879106 6.774509906768799 4883.0537 0.9762524208729672 0.07697123504492917 0.36160236799705486 6.714144706726074 False 7 1400 28.41 22.67 3529.9617 0.9688458810117173 0.09438703289144001 0.3591280212205476 6.729865550994873 4297.855 0.9761658508303681 0.08559533497421841 0.36664278747299806 6.82257604598999 False 7 1500 28.42 22.31 3385.0261 0.970050975121939 0.10073939262229428 0.36058969470938346 6.671080112457275 4592.915 0.9779154756771191 0.08645902053261154 0.370938946324178 6.690309524536133 False 8 1600 29.16 22.11 3774.3374 0.9723112858955493 0.07534161374060382 0.3354604489747045 7.134960174560547 4460.271 0.9802871577309678 0.061284131682840824 0.3506055196608966 7.012510299682617 False 8 1700 28.42 22.45 4137.1895 0.9699832838693656 0.10207673299523888 0.3549951087605737 6.790135383605957 4386.877 0.9775848103356264 0.08785076813947888 0.36466127939337745 6.787032127380371 False 9 1800 28.63 22.12 3578.953 0.9678086339356125 0.09595022563001186 0.3621294813780049 6.776950359344482 4296.761 0.9761291233378326 0.08389419534818358 0.3719378000965637 6.6815505027771 False 9 1900 28.45 22.15 3064.1099 0.9660946641892703 0.1054127128657606 0.3632264091384726 7.370282173156738 4718.832 0.975474627332839 0.08910958953701303 0.3758489975748681 7.065056800842285 False 10 2000 28.66 22.69 2935.198 0.9609305381809018 0.10580423667120473 0.36575042344434766 6.617910385131836 4305.125 0.9712138512428184 0.09219065701219692 0.37207223889350094 6.667910099029541 False 10 2100 28.53 22.24 2833.8296 0.9614605571569163 0.11466810094344389 0.35447218238089134 6.689526081085205 4505.5312 0.9717197696217965 0.09834022790170971 0.3644369328596808 6.6720499992370605 False 11 2200 28.35 22.21 3118.9426 0.9612939988754305 0.11327723434902467 0.36408693457786023 6.699640274047852 4258.6074 0.9722185339409287 0.09906294563645344 0.3728469922509261 6.628412246704102 True 11 2300 28.91 22.66 3005.9324 0.9559127086881485 0.12103963613961077 0.3591927651629464 6.6671576499938965 4405.6616 0.9673336515988649 0.10488288112469368 0.3700692538168506 6.6351752281188965 False 12 2400 28.82 22.05 2871.616 0.9622430901514911 0.11793821615594197 0.3612460067228045 7.132396697998047 4684.8013 0.9740604421449384 0.09461411172437453 0.3709321622880225 6.903157711029053 False 12 2500 29.18 22.75 2887.1548 0.9571770454639285 0.12164105679817644 0.3642885957548495 6.634251117706299 4592.3784 0.9703068403838555 0.09985433239974431 0.3711731796104532 6.709622859954834 False 13 2600 29.01 22.68 2677.293 0.9548995174067445 0.13208509551208608 0.37325403281865616 6.87530517578125 4349.754 0.9694626218490608 0.10628700481990673 0.38296259324093435 6.699447154998779 False 13 2700 28.65 22.67 2410.3818 0.9514308259745308 0.1312577589155685 0.37180292613036336 6.599977016448975 4222.411 0.9668962125241811 0.10494401234772356 0.3767970095192189 6.591846466064453 True 14 2800 29.46 22.32 2611.0571 0.9500722349119285 0.1311653972252584 0.372266357639804 6.63475227355957 4368.16 0.9658508996467033 0.10352416078628798 0.38407270626743484 6.740018844604492 False 14 2900 29.03 22.59 2906.7861 0.9534232314610048 0.1313577104735111 0.37639042663456135 6.602590084075928 4586.652 0.9678710411418217 0.10420076055787209 0.38355607429519184 6.704755783081055 False 15 3000 28.62 22.06 2894.388 0.9546833097697824 0.1376379672936755 0.3743916185103037 6.576083660125732 4164.6826 0.969874786392343 0.10651252756003374 0.3843546498858878 6.585119724273682 True 15 3100 29.2 22.67 2654.4233 0.9518783057454896 0.1343687312222081 0.37946591433757915 6.625702857971191 4750.2974 0.968393457081762 0.10041251573769576 0.3878211279870997 6.768739700317383 False 16 3200 28.48 22.69 2683.1448 0.9508695621862172 0.1356927865769096 0.386109379632583 6.657214164733887 4662.8203 0.968554943907549 0.10236668291951467 0.39420136890698604 6.856425762176514 False 16 3300 28.29 22.08 2271.23 0.9424963915857333 0.14476704229972068 0.38671648243142526 6.815454483032227 4588.9634 0.9627079689237631 0.10839275975109405 0.3957457446834864 7.005364418029785 False 17 3400 28.86 22.64 2290.523 0.941750774070877 0.15093659349130356 0.38980325077064637 6.488454818725586 4173.5693 0.9632246988430757 0.10753079296877983 0.39223036898654984 6.598908424377441 False 17 3500 28.7 22.62 2235.0981 0.9408802085380095 0.15754087592485924 0.39639067136952366 6.4432454109191895 4118.0444 0.9635140177749748 0.11126784643491844 0.39918576457098287 6.508143424987793 True 18 3600 31.04 22.27 2453.4685 0.9382912447856476 0.15338613044704638 0.3952216548363842 6.450040817260742 4310.7856 0.9604054986694238 0.10793291027912119 0.3963803520635837 6.478298664093018 False 18 3700 29.12 22.1 2350.4817 0.9387738108436867 0.15762243063956669 0.3989301886260937 6.445108413696289 4268.408 0.9614868620393779 0.11250886923772084 0.40350250058161397 6.548882484436035 False 19 3800 28.79 22.2 2187.4163 0.93943692275139 0.1646465051146845 0.39747438078855923 6.464050769805908 4047.3398 0.9623342914958852 0.115015048300947 0.4072567457201884 6.55004358291626 True 19 3900 29.33 22.13 2277.1797 0.9400118116886513 0.1637024303443738 0.403177707014255 6.419920921325684 4113.5063 0.9641124986639863 0.11152250661403834 0.4056560276178713 6.482850074768066 False 20 4000 28.63 22.19 2640.4487 0.9429454799730047 0.1591236292789164 0.3918121105969062 6.467957019805908 4443.759 0.9642101956930997 0.1103896049551624 0.38999763112750535 6.527601718902588 False 20 4100 29.05 22.13 2380.5132 0.9380287901348668 0.16675634758983734 0.40122883187537695 6.404425621032715 4343.355 0.961986566185644 0.11423769757050618 0.39499846983444775 6.535679340362549 False 21 4200 28.78 22.67 2036.5603 0.9326407990379194 0.17639112127135856 0.4031294957357469 6.424401760101318 4315.321 0.9605906099367579 0.11704472168488979 0.40449674497526295 6.425682067871094 False 21 4300 28.88 22.05 1936.0322 0.9296512310065924 0.17552406439738233 0.41387867826175617 6.396524906158447 4090.036 0.9603071251366347 0.10845996935415823 0.41333110785054455 6.571386337280273 False 22 4400 28.5 22.12 1962.6675 0.930819416662571 0.18340543090854594 0.41752424228241947 6.619920253753662 4153.668 0.9620457310508896 0.11452619610641093 0.4047113058365134 6.966302871704102 False 22 4500 28.86 22.14 2085.5554 0.9384478533603422 0.18270313871322033 0.41378366114743176 6.35258150100708 4121.7793 0.9645924281703843 0.11813481257544199 0.40331915202292734 6.551946640014648 False 23 4600 28.76 22.64 2027.2134 0.9337835460081751 0.1807677985577425 0.4102166090997907 6.7345123291015625 3992.0215 0.9619225680711907 0.11710457878036121 0.412400229877081 6.99634313583374 True 23 4700 29.0 22.09 2176.6772 0.9296060635159384 0.18691717396654103 0.4146493288338046 6.3873186111450195 3939.3333 0.96097325527761 0.11456910387069767 0.40770397653544155 6.586010932922363 True 24 4800 29.37 22.1 2109.0913 0.9300216595787926 0.1939244627236581 0.41858052717371447 6.31122350692749 4030.3848 0.9637571821069661 0.11406383058457815 0.40708114638601806 6.411454200744629 False 24 4900 28.92 22.23 1950.6536 0.9385048152261081 0.18636916115882546 0.41602907629005 6.393334865570068 4115.215 0.966742523628868 0.11256028624295304 0.4051136729714776 6.628514766693115 False 25 5000 29.08 22.26 1820.1433 0.9239086427246067 0.20060514295868406 0.4241430980684832 6.257191181182861 3928.3933 0.959849777690868 0.11741571930846328 0.41309460902997464 6.409729957580566 True 25 5100 29.75 22.37 1944.1699 0.916594312679167 0.2061493160481589 0.4260152624268349 6.244656562805176 4090.276 0.9576959921612788 0.11451754713266214 0.4052900848353063 6.444694995880127 False 26 5200 29.35 22.13 1847.2577 0.909683535723533 0.21610639833615075 0.4325864615550555 6.208303451538086 4281.6187 0.955687908322456 0.11464870238848439 0.41660780799504327 6.41220760345459 False 26 5300 29.3 22.06 1951.4866 0.923843260941065 0.2097286341902183 0.42634170096808005 6.411839008331299 4210.3945 0.9611988762465308 0.11838075049907831 0.40819128985579695 6.758971691131592 False 27 5400 28.8 22.43 1939.7616 0.9146315907663346 0.22148395973764384 0.4295834496494857 6.382828712463379 4292.8506 0.9599758035219987 0.11448165290840288 0.4167443466987246 6.671041488647461 False 27 5500 29.08 22.25 1775.911 0.9151817296412589 0.22472697286861953 0.4331441698759556 6.23663854598999 4134.3394 0.9591243339324043 0.11572657438194983 0.4050943455788351 6.5580244064331055 False 28 5600 29.0 22.1 1837.8684 0.9241971339864309 0.22647194742503418 0.43348778442098707 6.205837249755859 3933.1973 0.9642515413142013 0.11737388263930065 0.40915758926017365 6.4072771072387695 False 28 5700 28.73 22.2 1772.2362 0.9079764950831263 0.23629291604709063 0.4364962738134053 6.388761043548584 4172.9316 0.9570414050066359 0.12126363989683286 0.4184748179320326 6.42117977142334 False 29 5800 28.66 22.14 1602.3755 0.9067712501395127 0.24953675716552742 0.4364847649521458 6.558053970336914 4294.195 0.9585062346590908 0.12203313843039132 0.42352343885491467 6.91358757019043 False 29 5900 28.94 22.07 1748.3525 0.8947125615928284 0.23447576645472326 0.4363450821185316 6.24027681350708 4403.505 0.9524164290502413 0.11411104794796656 0.41841627263829106 6.352734088897705 False 30 6000 28.7 22.57 1757.6146 0.8910610245442173 0.2544815620456034 0.44056632818114055 6.304624080657959 4347.5586 0.9547956491515742 0.11474960951673505 0.4213151149272184 6.645127296447754 False 30 6100 28.85 22.04 1633.2603 0.9064544250195911 0.24590171695034158 0.4410106261897983 6.271045207977295 4124.654 0.9608597610367932 0.1100665276270359 0.41390133972663457 6.626975059509277 False 31 6200 28.9 22.08 1531.8062 0.88826137780883 0.26453564408864483 0.4381321316427205 6.165493488311768 4082.3098 0.9558871446651341 0.11246076082387096 0.41084861108751985 6.431458950042725 False 31 6300 28.9 22.04 1586.8926 0.8971904611604902 0.26384611869863833 0.44287500766226096 6.186710834503174 4502.946 0.9599980621119617 0.10997760978119091 0.4125176266523429 6.461592674255371 False 32 6400 28.98 22.1 1425.7885 0.8833188679037239 0.28058535664156675 0.4529348259529003 6.218639373779297 4405.9087 0.9544227341392497 0.11632857005857226 0.4274344931019698 6.321116924285889 False 32 6500 28.91 21.87 1725.5342 0.8936572778192938 0.26563479725362177 0.4513176860392431 6.1305742263793945 4430.8135 0.9576934520273304 0.11129570553742414 0.4236119918737127 6.455948829650879 False 33 6600 28.8 21.93 1371.4235 0.889344137290929 0.2919874697830361 0.4475408442275856 6.1148858070373535 3973.617 0.9623232441844213 0.10726809180941672 0.41194488163165627 6.40769624710083 False 34 6700 28.64 22.03 1597.2556 0.8907770820932269 0.26670973683785265 0.4458379546146867 6.152988910675049 4000.261 0.9595734026577258 0.10040275688696526 0.4203207219828569 6.434118747711182 False 34 6800 28.73 21.92 1363.9698 0.8619224447685625 0.29060518174238487 0.4348411225331595 6.248614311218262 4400.3965 0.9494145511128353 0.10816792318405241 0.4183450858345778 6.34330415725708 False 35 6900 28.69 21.93 1418.6163 0.8542201352814317 0.3030913920943212 0.45124429908503205 6.094273567199707 4380.0728 0.9502260811727663 0.10597892168216337 0.42776004265277573 6.374264240264893 False