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 6.65 97.24 87842.5 0.9740617166849235 -0.00831788259291111 -0.08104044584538449 223.6099090576172 132671.95 0.9745349197931465 -0.009748299983485241 -0.10304333007767535 221.60006713867188 True 0 100 42.36 56.03 10203.255 0.9616938856449464 0.030988893979661817 -0.09412705118396882 13.777503967285156 13293.915 0.9606276604004541 0.03152285099061954 -0.12703048268364567 14.310868263244629 True 0 200 42.85 61.89 6712.4688 0.9416633860803524 0.09247124829317058 -0.10134584885014201 5.006936073303223 9703.713 0.9402412938290778 0.09578473717993874 -0.13787120946173492 5.219686031341553 True 1 300 43.57 85.41 7037.6274 0.9437877223114135 0.07466128363974843 -0.14487010786223578 4.176495552062988 10679.757 0.9431705300070632 0.07346759664813357 -0.19304402460305686 4.340478420257568 False 1 400 42.22 94.72 6319.5693 0.9352487044070187 0.09923307337150905 -0.17056687962291173 4.13051700592041 9372.02 0.9342746723576297 0.0993932821016308 -0.21765031395000795 4.290833473205566 True 1 500 42.7 62.01 6750.489 0.9386564847009076 0.08089284574753727 -0.13362319046851812 4.459230422973633 10070.791 0.9383169478597089 0.07877242165087661 -0.1690960399096782 4.664730072021484 False 2 600 42.34 68.31 5658.798 0.9181339897580219 0.13640960705352648 -0.023866853077175065 3.916595935821533 8104.5723 0.9155138592568244 0.14129699535467552 -0.015509354187507056 4.0445556640625 True 2 700 42.79 69.98 5421.6206 0.9126578623348184 0.14016641944738728 0.03162523467681186 5.842172145843506 7868.8613 0.9102852514098051 0.14305990221218196 0.06629473240678921 6.210519313812256 True 2 800 42.71 74.03 5226.6475 0.9094213358283141 0.15359866136586184 0.05043289046325331 4.649588108062744 7440.093 0.9074543389850873 0.15531701772922668 0.08875522005861416 4.88600492477417 True 3 900 42.73 100.9 5259.11 0.9091566862445347 0.14046097672353364 0.04250671440938301 3.9893832206726074 7761.1807 0.9081661780682475 0.13980034566306904 0.07975447665531002 4.02536678314209 False 3 1000 42.04 64.71 4950.6143 0.9074878985444711 0.14809922145285404 0.04287432671580001 4.061735153198242 7221.8896 0.9067578703242127 0.14830465564712342 0.08110598200575911 3.9821009635925293 True 3 1100 42.78 86.41 4806.6484 0.8978680375981337 0.16233172186725076 0.057840925924688404 4.2816972732543945 7122.216 0.8956857221113164 0.16364370912866638 0.10046431807519343 4.4219207763671875 True 4 1200 42.51 75.44 4723.563 0.89690421339891 0.16301707586063488 0.06379653629027543 4.040170192718506 6967.8926 0.8955887427027426 0.16352666694309936 0.10957621525551334 4.045993328094482 True 4 1300 42.58 87.71 4924.3516 0.8928437875641053 0.17469381408773807 0.07654709722473818 4.4041924476623535 6887.2363 0.8909549669955527 0.1751191732770453 0.12239677844915041 4.5606160163879395 True 4 1400 42.43 70.55 4751.529 0.8953854517494477 0.1768019267492768 0.07200283853648219 3.9556007385253906 6718.5273 0.89391609652449 0.17825638681636014 0.12189971323059644 3.9165515899658203 True 5 1500 42.45 68.23 4515.7085 0.8895875754418395 0.18124968984183443 0.08460198144922733 4.667128086090088 6414.2964 0.8884929616351316 0.18183808906364013 0.13673972745848653 4.882708549499512 True 5 1600 42.56 84.47 4425.054 0.8895375593878428 0.1862763909423151 0.09605618826125174 4.84736442565918 6646.265 0.8888400665117209 0.18459887255427562 0.14682714726923982 5.11526346206665 False 5 1700 42.04 64.56 4381.6885 0.8909637815135533 0.18910748158243898 0.09465196047507139 4.526627063751221 6828.5684 0.8906814851353991 0.18577236535277564 0.14504682985730188 4.738744735717773 False 6 1800 42.11 57.34 4060.3572 0.8777529355816845 0.2021917935878595 0.10754119387901145 3.988619089126587 6247.118 0.8786419247636582 0.19815899916966886 0.15957190586538966 3.9734389781951904 True 6 1900 42.67 69.45 4231.5547 0.8794513886702789 0.20873283598342302 0.11439302786339718 4.005365371704102 6383.5083 0.8802557940227806 0.2041161110948821 0.1645750664283298 4.0553789138793945 False 6 2000 42.18 72.23 4373.606 0.8857354261909265 0.1875515234484484 0.13309244998940897 4.265797138214111 6373.692 0.8864476310796947 0.18191507808261795 0.18675715984463262 4.438865661621094 False 7 2100 42.12 58.11 4029.8926 0.8698622100924461 0.21246157763995566 0.14250128816053292 3.9095747470855713 5999.834 0.8734607844466825 0.2006616764996162 0.19469509898059917 3.9099783897399902 True 7 2200 42.68 74.15 4051.8218 0.8677209547593742 0.22462761523614244 0.14331988610250268 4.078925609588623 6002.49 0.871109581388239 0.21241229637984219 0.20007804776853685 4.187471866607666 False 7 2300 42.09 78.52 5612.609 0.8995722161263884 0.15367414158739848 0.12878682675191158 6.147881031036377 8025.0557 0.9019647737840331 0.14362468260197983 0.182397858482332 6.590303897857666 False 8 2400 42.04 53.7 3637.073 0.8543628296157432 0.2402750034199657 0.15062192127694246 3.904465913772583 5775.139 0.8589066105323279 0.22666157959468738 0.20479117986560696 3.897117853164673 True 8 2500 42.88 61.6 3673.6865 0.8561741449168806 0.23746010184158806 0.16250708943493078 4.193206310272217 5842.076 0.860205970765469 0.22382431130862895 0.2145889108555817 4.364614009857178 False 8 2600 42.59 63.77 3441.9749 0.8486580385000562 0.2531350799069728 0.18845354400961778 3.7962100505828857 5829.929 0.8559787534902186 0.23088293541689026 0.24157618351433574 3.8285984992980957 False 9 2700 42.35 50.15 3815.1006 0.8639449249065433 0.22777120361426828 0.16579030307993722 3.6825759410858154 5450.8066 0.868949449196415 0.2097501609390777 0.21592235520615077 3.6295087337493896 True 9 2800 43.06 47.83 3419.6448 0.8431576395638121 0.26261109070930133 0.22439044140673986 3.6531126499176025 5483.19 0.852532545898831 0.23662220855105745 0.27094024930403354 3.51391339302063 False 9 2900 43.2 56.57 3521.5254 0.8451719167904291 0.27109851509591487 0.20760747571223453 4.360189437866211 5544.761 0.8530937155017306 0.24612470461041847 0.26081652934535576 4.581583023071289 False 10 3000 42.67 51.5 3440.859 0.8497570644532315 0.26190677425370135 0.22046839967122253 3.962017774581909 5732.906 0.8592758995343327 0.23182626108619567 0.2694672798627642 4.099799156188965 False 10 3100 43.06 55.9 3361.133 0.8324401740152205 0.2736224929277248 0.2272736760247989 3.6644136905670166 5302.711 0.8462503887808516 0.24104801485268093 0.2770643976371203 3.6531155109405518 True 10 3200 43.18 48.59 3292.4075 0.8386840774334058 0.2688968613718574 0.2246807059092503 3.775333881378174 5760.0635 0.851397641391012 0.23276986549018994 0.2733774191289642 3.8449480533599854 False 11 3300 43.27 50.6 3300.97 0.8344254477731918 0.2764705688465647 0.22824112492864093 3.824563980102539 5415.589 0.847382640428254 0.2424782607768622 0.274839246529875 3.949582099914551 False 11 3400 43.45 49.86 2977.6072 0.8130488852533607 0.3107592860987116 0.22866416272882598 3.8249056339263916 4987.373 0.8294776696817627 0.26938998365508043 0.27802100790792084 3.874629020690918 True 11 3500 43.56 53.82 3025.2593 0.8232559562388335 0.29909958486065663 0.24906214864436024 3.7055695056915283 5359.91 0.8405906927774088 0.2540906122641101 0.29603073900455684 3.7827348709106445 False 12 3600 42.97 61.09 2901.061 0.8091918673705488 0.3138094397184869 0.2732825281760095 3.531301975250244 4970.423 0.830869977328687 0.2631458698249512 0.32161030031740373 3.4315106868743896 True 12 3700 47.34 49.59 2843.761 0.8146918493828205 0.3131179982152768 0.2515921311092412 3.6977477073669434 5120.5483 0.8326590155667202 0.2688306860878912 0.29650530834133193 3.7540156841278076 False 12 3800 42.97 41.31 2705.2478 0.8038786301565858 0.32493016458658486 0.2868475366593606 3.514343023300171 5061.187 0.8267388469892789 0.2722669127068912 0.33306667608793916 3.3785958290100098 False 13 3900 43.64 54.19 2670.1538 0.7971304527598734 0.33291713526025124 0.28641666924138837 3.6041057109832764 4947.4756 0.8234302659719263 0.2760896918969447 0.33345829087858797 3.660188913345337 True 13 4000 42.84 54.57 2992.8503 0.8322139331888007 0.30140260408716446 0.23607757786083072 3.605570077896118 5322.942 0.8454615979613848 0.2636998744056916 0.27938080890453665 3.676835536956787 False 13 4100 43.09 47.41 2681.4485 0.8147840318173915 0.32656485102519883 0.27225868732125214 3.7592592239379883 5074.9355 0.8339369456939045 0.2731027625907672 0.3109611434634204 3.9088969230651855 False 14 4200 43.17 49.37 2437.8943 0.7947233675840826 0.3465693544152091 0.2823408423550439 4.563355922698975 4796.468 0.8211835176819479 0.2833149808375831 0.3241080657304534 4.891533851623535 True 14 4300 43.22 51.05 2437.0017 0.7945363145950612 0.34396493120593513 0.2845515058194961 3.5138180255889893 4845.5493 0.8210946482195217 0.2805039867466913 0.324682167610158 3.495573043823242 True 14 4400 43.36 46.49 2635.178 0.7960098870909773 0.34077241849654993 0.3173287734640878 3.4051742553710938 4902.096 0.8231456734818959 0.27603939603825434 0.3591556453868362 3.404181480407715 False 15 4500 43.61 50.94 2442.43 0.7863175179010469 0.36530678440968123 0.3238517304657841 3.354063034057617 4699.607 0.816978233296288 0.2946502688749935 0.3587846096284552 3.301966905593872 True 15 4600 43.19 49.01 2543.4983 0.7950668755492102 0.3516984609374219 0.3180340071987585 3.6692302227020264 5155.093 0.8222290328271726 0.28523798305445147 0.35883981081100386 3.4491138458251953 False 15 4700 42.88 45.01 2324.6375 0.7851575848834478 0.36651827756740957 0.3165225938916714 3.6475954055786133 4988.725 0.8176954263534352 0.2907648719453482 0.35456801097493273 3.7806806564331055 False 16 4800 42.9 53.3 2538.0122 0.7873691446148774 0.35408224078577966 0.3270759601555784 3.46244478225708 4961.536 0.8214469733171943 0.2795429844523547 0.36188348953233007 3.3602840900421143 False 16 4900 42.75 51.84 2317.925 0.770195491078877 0.38971759274069045 0.33885199987456427 3.458577871322632 4743.569 0.810920373061578 0.30041311573170965 0.36747716983745915 3.3260538578033447 False 16 5000 42.72 52.74 2589.1724 0.7923285915234872 0.36500358386709175 0.3247047085222437 3.7554659843444824 4934.6035 0.825758547132269 0.2854107490820366 0.3560234626870587 3.962252616882324 False 17 5100 42.83 54.87 2551.3262 0.7943744736062797 0.3573932385353167 0.28578257696656 4.116933822631836 4902.6274 0.8249416064404799 0.28079185214418845 0.3239954838307315 4.378893852233887 False 17 5200 43.04 44.68 2244.3875 0.7844938534685563 0.3808988443889738 0.30858863069583453 3.6876039505004883 4716.105 0.8180217242914365 0.2989846231685393 0.34388134278272886 3.8551888465881348 False 17 5300 43.8 48.89 2316.8552 0.7855286398567702 0.3656450886394078 0.3347192711792111 3.443464756011963 5027.3774 0.8212151970127477 0.28408661145216246 0.3645578935345354 3.550142526626587 False 18 5400 43.05 56.39 2202.2322 0.7738383517265945 0.3801300019203579 0.33565942152678296 3.3331186771392822 4716.5503 0.8134390506124309 0.29165487975241644 0.3661060115820384 3.313291549682617 False 18 5500 42.34 57.94 2106.032 0.7640115914218679 0.40328336658193 0.3401270941628506 3.4642646312713623 4682.59 0.8065483869913588 0.31103394827126546 0.36885801553995784 3.5125889778137207 False 18 5600 42.37 51.04 2468.8408 0.7726548897117258 0.39054130532685205 0.3432007097982712 3.4709389209747314 4781.49 0.8158449157899443 0.29330423591342 0.36835605286480233 3.593411684036255 False 19 5700 42.86 50.7 2370.9868 0.7741845838052449 0.38965614437647295 0.3530642641060262 3.2225093841552734 4726.735 0.817388165462379 0.29137611492912546 0.37499274494412516 3.2347118854522705 False 19 5800 43.26 60.03 2463.2656 0.7740823956010934 0.3931712389153981 0.3578915978404223 3.4776968955993652 4851.7173 0.8175915120822266 0.29206632192885795 0.3852576841465444 3.325575351715088 False 19 5900 42.6 58.8 2299.2756 0.7599202831107307 0.4168320682052564 0.33950651431753986 4.843928813934326 4485.7344 0.8082550302436955 0.31010914271416085 0.3616986190919405 5.332509994506836 True 20 6000 43.3 52.0 2390.8926 0.7733285254497023 0.3974670452845128 0.348029847270569 3.453141927719116 4769.0825 0.8176528729134412 0.2949169297853985 0.3738882794985975 3.584684133529663 False 20 6100 42.74 49.09 2311.4966 0.7660814612420286 0.3935191857104377 0.3335707923939302 3.363565683364868 4614.932 0.8109869309269239 0.29459911760225793 0.3582500745005841 3.3289942741394043 True 20 6200 43.69 60.31 2510.5327 0.787663043051608 0.35470980248229284 0.3085625018832201 3.728283166885376 4883.5127 0.8212705314051678 0.27272546964115785 0.3382978950168594 3.917656898498535 False 21 6300 42.69 47.76 2444.3164 0.7790536625734623 0.3829392312508113 0.33763516735937166 3.3127472400665283 4898.757 0.816764666122293 0.29353417239846813 0.3654405636097977 3.236504077911377 False 21 6400 43.33 49.62 2324.2927 0.7687821283725832 0.40355758137487313 0.33077978381497325 3.891575336456299 4571.34 0.8115082503213075 0.3064970334222901 0.35805271930770344 4.150628566741943 False 21 6500 43.16 54.09 2287.382 0.7607420587664864 0.4109559841072469 0.33247671521137656 3.405705690383911 4661.2617 0.8078807574947998 0.308675291027163 0.3590436126247229 3.3993303775787354 False 22 6600 42.53 47.13 2144.941 0.7549820827099005 0.4177755033944438 0.3397595702304018 3.400407552719116 4470.346 0.8042982625061688 0.31279190200485435 0.36642807237072034 3.4691002368927 True 22 6700 43.21 44.07 2071.4092 0.768700991064476 0.41752740609313127 0.3425814277408924 3.370206594467163 4789.1245 0.8141394456071837 0.30946691172829 0.36916694864336136 3.2835023403167725 False 22 6800 43.67 54.86 2029.3412 0.7564943442964019 0.41419303373110694 0.35675062945512515 3.4107415676116943 4706.8623 0.8073601809055136 0.3024319481719152 0.38084399327179624 3.319708824157715 False 23 6900 42.55 46.36 2042.452 0.7617839007009938 0.4195981593775883 0.3394547889572365 3.7111403942108154 4635.249 0.8095482106296537 0.31024326079938713 0.358179339905925 3.9692294597625732 False 23 7000 43.08 48.67 2010.6581 0.7454668606866821 0.4360510820947234 0.36191398175472034 3.42714524269104 4414.6997 0.8025733539995972 0.31289799143593516 0.37827916734280864 3.5966477394104004 True 23 7100 43.32 42.63 2061.503 0.7401849622041224 0.4452323588978494 0.36726238416490525 3.3306186199188232 4574.2344 0.800539026379484 0.31795140417731327 0.38238196721843115 3.46034574508667 False 24 7200 43.2 48.56 2134.6863 0.7453873428382393 0.4343908622786486 0.36542690264008076 3.455831527709961 4784.534 0.8035100925910407 0.31053733201192313 0.3788448187053858 3.394763469696045 False 24 7300 43.34 46.63 2092.3987 0.7495217227690856 0.43336199623402655 0.34092212361791674 3.7140862941741943 4737.525 0.8046145430788122 0.31215556205345407 0.361708784693017 3.96811842918396 False 24 7400 43.39 47.71 2046.7833 0.750699608992285 0.43487912421823394 0.3638821276689422 3.2326440811157227 4704.791 0.8047012802939605 0.3183005216486002 0.38211786310252166 3.2898850440979004 False 25 7500 43.3 60.09 2212.3108 0.7680484528341739 0.40046100503476456 0.3516147302675594 3.6762020587921143 4656.294 0.8127665791811307 0.2983238514655129 0.37108256639398957 3.928072690963745 False 25 7600 42.23 47.35 2443.955 0.7926109811132881 0.39092576403752033 0.370206550333248 3.1757867336273193 5107.6313 0.8335452290299029 0.28477316681364817 0.3904290516376404 3.1503002643585205 False 25 7700 42.69 46.8 2253.8103 0.7612188910590677 0.3949583466773437 0.358914633065753 3.3530869483947754 4520.1284 0.8110526668574772 0.289077377636308 0.3754976681868137 3.281050443649292 False 26 7800 43.61 53.39 2107.218 0.7554693214315849 0.4182455796525736 0.3408928610246574 3.550905227661133 4489.256 0.8087794548697183 0.3018423825487549 0.35524579958510694 3.7586238384246826 False 26 7900 42.4 54.63 1962.3938 0.7455218774682226 0.4350925031592019 0.36850601763116714 3.2630975246429443 4338.3545 0.8042780981984254 0.31002354035570984 0.3815399039496883 3.3688771724700928 True 26 8000 42.94 50.01 1995.5902 0.7473408308697574 0.43200245048774855 0.37109867687721 3.2802019119262695 4689.82 0.8059014598301766 0.3067734270422237 0.37992903725630267 3.4281296730041504 False 27 8100 42.75 47.4 2209.9924 0.7632429474549678 0.4041588755326491 0.3905962881774833 3.245401382446289 5128.3633 0.8249742872598189 0.27031686085050083 0.39704999306946354 3.2132554054260254 False 27 8200 43.03 48.97 1941.3121 0.7428042028419494 0.44484527125635615 0.35153042613178115 3.662071466445923 4710.1753 0.8033098406062485 0.31031313140466615 0.3672424832632215 3.92509126663208 False 27 8300 43.14 54.08 1870.742 0.7455774930714355 0.4527321654293072 0.37322429819365943 3.440288782119751 4625.7427 0.8084207364133055 0.31123547528740403 0.3817067277790751 3.6720376014709473 False 28 8400 42.68 48.97 1957.5806 0.7336244900788824 0.45315738138014044 0.3648767262591354 3.3997304439544678 4779.9756 0.8014043428766744 0.30924401745702057 0.37377991705789465 3.5497794151306152 False 28 8500 43.08 62.04 1987.0208 0.7453586854258809 0.45239143760418177 0.36783862572928944 3.3257665634155273 4821.867 0.8061520568294817 0.3156336992876678 0.379756820585832 3.3604702949523926 False 28 8600 42.32 58.43 1925.5103 0.749342185816411 0.44717305798944595 0.36618125846182825 3.3231394290924072 4723.0464 0.8068775280834495 0.3160232210613544 0.3776441501148288 3.4922540187835693 False 29 8700 42.69 54.34 1901.2122 0.7333474989305603 0.4617287250015433 0.3938353441772433 3.2115564346313477 4666.194 0.802294938463731 0.3141012709009898 0.39827580183079936 3.2061331272125244 False 29 8800 42.3 53.99 1882.304 0.7335709978792548 0.45607483026531787 0.36893188033900554 3.627910614013672 4697.646 0.7999889816968363 0.3150139209744642 0.3721945514686794 3.96834659576416 False 29 8900 42.74 60.58 1872.0366 0.7281083046728513 0.47251053663861736 0.38431807667247037 3.228057622909546 4562.5635 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