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 19.64 103.3 203358.73 0.978167154956102 -0.0029217076212300127 0.08528559252628838 5.566598892211914 1610235.2 0.9789056246076258 -0.0035790452320633138 0.10333059231524129 5.714753150939941 True 0 100 30.13 89.59 28321.035 0.9638653039984322 0.04914978112778768 -0.49277522050403505 26.42329978942871 107443.12 0.963951630001253 0.0484160093393786 -0.47265612590526873 26.57803726196289 True 0 200 29.8 88.37 28830.78 0.9652281773799337 0.058770967837729636 -0.4829079021644801 22.21100425720215 119424.18 0.9652842493533144 0.057939452324691734 -0.4672997695071227 22.331876754760742 False 0 300 29.52 88.48 35147.035 0.9687246187888704 0.017144329499211523 -0.4911553931676295 25.388202667236328 116585.28 0.9682849497796319 0.017131368710132863 -0.4767294566629056 25.522462844848633 False 0 400 29.46 88.68 25131.18 0.9646738378282986 0.04423752806470762 -0.48288763488977665 10.218259811401367 130656.49 0.9653132481406204 0.04181245901028613 -0.46933975639963954 10.3434476852417 False 0 500 29.62 88.03 26227.697 0.9692017126914118 0.021645007642809827 0.35358132311766755 5.565069198608398 132990.66 0.9694633178711309 0.020835058196261597 0.33667624731445317 5.739709854125977 False 0 600 29.64 88.73 40125.31 0.9694003929866901 0.019050151693395887 -0.4216210179201091 17.25065040588379 116118.71 0.9688904759347609 0.01884203194650113 -0.4324726751371508 17.394346237182617 False 0 700 29.31 88.62 24946.82 0.9610226668833018 0.06006043990600379 -0.4643709479078408 8.837226867675781 106154.2 0.9610096244927008 0.05885078916389888 -0.4545097475524209 9.160030364990234 True 1 800 35.68 88.15 50635.79 0.9693836185014205 0.02036273996088786 0.4117082880326154 16.050888061523438 117551.4 0.9688031380738621 0.020308005221410623 0.4001286307699188 16.242481231689453 False 1 900 29.38 88.35 24169.344 0.961695026154868 0.0608764050345822 -0.44793505821319124 7.867523193359375 108087.96 0.9619608139211873 0.05922278911204975 -0.44325416573814547 8.025705337524414 False 1 1000 29.29 88.33 26221.771 0.963298527499878 0.04059418386987067 -0.3095080608277994 13.23607349395752 108038.39 0.9634186057219974 0.03942979550554939 -0.31568184601110844 13.400629043579102 False 1 1100 29.4 88.36 25333.053 0.9648412804538994 0.03674501956388231 -0.4631696396979578 10.874992370605469 125744.25 0.9656356052370164 0.0350441161739165 -0.4563750989186786 11.002840995788574 False 1 1200 29.34 88.93 25153.291 0.9528713310734953 0.06902041179481669 -0.36449130734736596 6.121638298034668 76323.24 0.9538903949220007 0.06632968099047624 -0.40350951464908974 6.322298049926758 True 1 1300 29.96 88.92 28483.955 0.9650661291787347 0.033829194836590325 -0.2935615376077942 8.76302719116211 95171.58 0.964690790539566 0.033168281352068174 -0.3222020729852077 8.94218921661377 False 1 1400 29.62 88.27 23430.148 0.9593057971224032 0.05766429358562369 -0.44663611595887126 8.018815040588379 108750.62 0.9603294307556053 0.054690750953217605 -0.45088536289656445 8.273355484008789 False 2 1500 29.24 88.95 26019.605 0.9686033683379303 0.027764863623654424 0.37373660021889243 27.215675354003906 130819.64 0.968788230722356 0.02695517809991138 0.3441621111224952 27.4283447265625 False 2 1600 29.65 88.58 39450.77 0.9671638630336035 0.027676336819643838 0.022159685142904218 11.50776481628418 112543.33 0.9667127155832537 0.027482533671303825 -0.012653034176158144 11.703471183776855 False 2 1700 29.47 88.41 23363.576 0.9543328555980726 0.07822872315947181 -0.4305837135870382 6.995878219604492 97879.14 0.954736909045728 0.07549250257516216 -0.4446573418244581 7.209228992462158 False 2 1800 29.51 88.37 21095.895 0.950753986476822 0.07124210304596726 -0.20670340432897025 5.944667816162109 77687.81 0.9520860736926703 0.06896319517979735 -0.25354097243904583 6.170111179351807 False 2 1900 29.17 87.2 20252.896 0.9410028317636838 0.09510386332802963 0.35476060070664966 4.9168171882629395 57292.266 0.9427139217322323 0.0903719917277736 0.32062003023626817 5.135009765625 True 2 2000 30.94 4.608e+03 25237.16 0.9685474136776192 0.027757967575482167 0.48192746445162454 18.012887954711914 128566.24 0.9689879134984482 0.026735042112159005 0.46050291476884553 18.232248306274414 False 2 2100 246.4 4.994e+03 22032.584 0.9637070040561613 0.05486309695218778 0.4262686697484737 12.1898775100708 102508.0 0.963884191576148 0.053669774331372586 0.3978207236775094 12.483870506286621 False 2 2200 78.86 2.162e+03 25544.799 0.9650733395493072 0.040907376057131115 0.28905983941680546 25.851032257080078 107341.35 0.9650518599166802 0.03965152085173398 0.2603515843464253 26.054798126220703 False 3 2300 49.25 1.267e+03 19242.113 0.9550046432351997 0.06729667656074462 -0.47006733989177135 7.91856575012207 84944.414 0.956682154128084 0.061815191872189056 -0.4685116662352986 8.156793594360352 False 3 2400 35.82 664.8 22795.084 0.9520727394557542 0.06672514986142122 0.0943377762538131 5.4940385818481445 70007.42 0.9521973742110331 0.0651939416206769 0.07494418133225844 5.688185691833496 False 3 2500 30.24 111.7 28617.297 0.9689587181683743 0.03567766079246867 0.4773439784596074 4.898530960083008 155673.56 0.9699673636586643 0.03359197940416211 0.46289476956337705 5.06056547164917 False 3 2600 30.66 198.1 20901.371 0.9526273437547441 0.06406916014747208 -0.473750690453497 11.223608016967773 63471.117 0.9536145982155008 0.061068984888947755 -0.4675992105290272 11.836874961853027 False 3 2700 30.32 106.8 19222.605 0.9457433593793738 0.09102994274431356 -0.4279879613834144 7.903719902038574 58838.12 0.9473067793116298 0.08568106465706316 -0.4359860880293725 8.090194702148438 False 3 2800 29.94 137.9 20843.219 0.9493761661084765 0.07012289267035242 0.38828619627966177 4.801686763763428 73235.625 0.9509958974649302 0.06678604416246044 0.3590321320953415 5.016465187072754 False 3 2900 30.44 166.6 21295.86 0.9372180543622373 0.09394797148573526 0.37476374627822573 5.05855655670166 40785.05 0.9392329954532785 0.08917452711656206 0.34912919891087923 5.225701808929443 True 4 3000 31.39 108.9 19070.998 0.9511927008485577 0.0761822584361977 0.020541851154501342 8.550840377807617 50296.117 0.9517465863882756 0.07392741320688832 -0.012620351466130709 8.752894401550293 False 4 3100 29.97 107.4 19339.865 0.952258756694811 0.09443967593303271 0.2524360946978615 10.229659080505371 66397.07 0.953282131216392 0.09034500156530931 0.22253963570901922 10.457860946655273 False 4 3200 30.19 124.9 16442.94 0.9442416018529787 0.09595652218683234 0.298160370557367 5.3141093254089355 42454.203 0.9454854953050129 0.09244568812531603 0.27066478423488183 5.571017742156982 False 4 3300 30.26 119.2 16423.146 0.9467634332508574 0.0854341158152057 -0.08495131448370435 7.657769680023193 69916.91 0.9484246553376183 0.08123194619971391 -0.08761054701774072 7.819310665130615 False 4 3400 30.06 124.1 16376.339 0.9320414481700655 0.10186795621613595 0.44139390006962004 4.665189266204834 39513.547 0.9343844617910331 0.09659663289562033 0.41732559071089503 4.833506107330322 True 4 3500 30.99 123.0 19103.902 0.9511842374558537 0.09457138966196293 0.4094879808010701 6.078553199768066 84606.7 0.9528876903531897 0.0880434758347686 0.3864737955278605 6.252500534057617 False 4 3600 29.99 102.8 17057.668 0.9433587749083472 0.10122561158764777 0.4217735865725851 5.23613977432251 52088.945 0.9452766731371751 0.09524828505022091 0.4038216442260884 5.4175872802734375 False 5 3700 29.86 121.4 16353.273 0.9315274394323358 0.10863177299704166 0.4732130180893326 4.324807167053223 37507.023 0.9333694536670214 0.10384555821701726 0.4529225627649709 4.534573554992676 True 5 3800 30.33 124.5 16884.555 0.948378845252985 0.08320120738717929 0.43180547389245305 8.162532806396484 50167.027 0.9504641051155284 0.07856247451047746 0.42115335102825946 8.439766883850098 False 5 3900 30.44 157.6 20813.812 0.9535192286682747 0.06439412725241796 -0.2346455480067939 5.851191997528076 78030.07 0.955771858479494 0.058624971358524826 -0.24558482304312754 6.025073051452637 False 5 4000 30.44 287.2 17935.705 0.9484751700673761 0.07886946604162724 0.4275266693328801 6.014071941375732 51732.906 0.9493578095976356 0.07521195744559064 0.4065754952666045 6.283535480499268 False 5 4100 31.17 125.8 18597.197 0.9519357949935663 0.08542780275513269 0.3505510172192624 4.973857879638672 100837.13 0.9528578810998455 0.08218032516583518 0.32513697231987915 5.153298854827881 False 5 4200 30.77 438.1 15147.389 0.9337474468397604 0.10441573875561856 0.40197057050454826 4.9611663818359375 76457.97 0.9366327978859792 0.09725594228789211 0.3759492604451415 5.216975688934326 False 5 4300 31.98 263.1 18832.754 0.9278674840601521 0.10555278323803355 0.44304575027855575 4.518397808074951 52780.797 0.9314921545467469 0.09769780011482695 0.4077638115551227 4.754199028015137 False 5 4400 30.52 142.9 18435.578 0.9286106953463844 0.11357205575663551 0.4755897146444275 4.3461833000183105 47517.348 0.9324991842028398 0.10538812250856254 0.4507964670166719 4.582113265991211 False 6 4500 30.39 183.7 19108.766 0.9253399988868158 0.11465401905640792 0.49080153301603874 4.2294511795043945 33760.39 0.9286457180934716 0.10850335514401807 0.46833588863897585 4.43809175491333 True 6 4600 31.6 307.1 18465.59 0.9237556826437072 0.11962346947989773 0.4921859898932328 4.201744079589844 34020.64 0.9270042591615588 0.11215574653223476 0.4721218552389955 4.422026634216309 False 6 4700 34.56 397.3 15730.8125 0.921800437242417 0.13236537133323628 0.4982938513521119 4.1491804122924805 28750.145 0.9258271111052931 0.12273001646061685 0.48240047855585894 4.3505730628967285 True 6 4800 32.8 174.4 16659.475 0.9294043095226607 0.11078257788947878 0.5204263393679532 4.038804054260254 29626.729 0.9329997512463227 0.10237845866784952 0.5032966715616214 4.285419464111328 False 6 4900 31.5 120.3 17812.111 0.9356065992069451 0.10755939614337717 0.42394939828446543 4.717794418334961 31147.523 0.9377074966710836 0.10013991876134502 0.4006622339456365 4.921565055847168 False 6 5000 31.37 220.2 15736.618 0.9423701805378684 0.09670210726732105 -0.16217985031437987 7.611748218536377 53303.67 0.9433407352744893 0.0916593451513526 -0.20084659456288578 7.819462299346924 False 6 5100 30.15 108.8 14452.914 0.9324845821532641 0.10652997993654886 0.4580064738793452 4.5350518226623535 49297.465 0.9356611553111013 0.09950524166942494 0.43570404714800903 4.771349906921387 False 7 5200 30.08 105.7 13928.724 0.9346024607308544 0.11423755325477555 0.03897971636485936 5.61157751083374 40515.81 0.9375296306811046 0.10579609664694596 -0.0035116764230466732 5.847304344177246 False 7 5300 31.95 114.3 13357.449 0.9266110354304394 0.125288429134929 0.4636912751681057 4.376687049865723 34207.31 0.9305259047235084 0.1148840739523915 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7.003063678741455 False 8 5900 30.79 117.2 14393.297 0.9327022213851646 0.10979524511838566 0.4796250651234875 4.338164806365967 42852.254 0.9365736930187595 0.10085108844328843 0.45355241715736705 4.607759475708008 False 8 6000 30.54 145.9 16426.941 0.9476946582771846 0.10215884234784266 0.44511021280232765 5.251535415649414 54809.008 0.9496360640170823 0.09562449475136608 0.43663322708813074 5.437320709228516 False 8 6100 31.16 140.9 14101.639 0.9333554668476542 0.11600462419929694 0.38666836989891645 5.080288887023926 34384.78 0.9358825033963165 0.10819469465062552 0.3545065813535176 5.327054977416992 False 8 6200 31.06 122.4 13336.715 0.9230281855597025 0.12504957862748103 0.46799117842752314 4.318460464477539 30985.201 0.9267730163452345 0.11522709619473019 0.4447742479370782 4.548027992248535 False 8 6300 30.78 102.4 13654.24 0.9211182782425117 0.12330396837009064 0.48489472599977124 4.246255874633789 30480.21 0.9256531957587744 0.11282949259517673 0.4587528244541351 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False 9 6900 30.77 200.1 12973.813 0.917038319532774 0.13804290084313084 0.5056945757490962 4.175209045410156 31111.734 0.9235099270161812 0.1227457264471578 0.4816833082990703 4.447633266448975 False 9 7000 30.86 494.7 14502.763 0.9167017212190353 0.13737516757278684 0.47897882170618244 5.498683452606201 26855.877 0.9228814856891414 0.12430038647526702 0.46046864050919845 5.567314624786377 True 9 7100 31.87 333.7 13762.809 0.923220751719947 0.1366504420559324 0.4542550620508752 4.4928460121154785 27491.328 0.9289597469315611 0.12299692374213722 0.4409065602984621 4.659459114074707 False 9 7200 40.5 511.4 12890.295 0.9331060594054876 0.12695355591415527 0.4650417241642206 6.919291019439697 40758.426 0.9371406243764364 0.11454330261686617 0.4513462056569258 7.168818950653076 False 9 7300 30.65 104.0 12300.357 0.9160340560180669 0.14155095809972087 0.4787234485436899 4.475176811218262 31935.277 0.9226358360606627 0.12649237563024807 0.45638368371664345 4.715563774108887 False 10 7400 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0.9150173585404694 0.1495952621539056 0.5164479678303172 4.06265926361084 23440.275 0.9213510813875085 0.13254245358474995 0.5005544515495867 4.293735980987549 True 11 8500 33.3 734.9 12437.701 0.9084266903090046 0.1435808757743023 0.5053416361593277 4.156167984008789 22967.97 0.9161929204099196 0.12570241528923815 0.4801428609560879 4.372642517089844 True 11 8600 38.8 103.7 12494.219 0.9032019832319254 0.1576114155204675 0.511659507849263 4.073563575744629 25339.21 0.9121086534567167 0.13725666234062506 0.4911545909410667 4.325037002563477 False 11 8700 31.55 343.6 10957.0205 0.9103941997714198 0.1507762709734062 0.5085414096834537 4.129560947418213 24822.56 0.9185585982082708 0.13199475930945903 0.48802383588337045 4.362185001373291 False 11 8800 32.89 303.9 11120.416 0.9090796355270805 0.15591893306256868 0.5168625078552043 4.1261372566223145 27044.572 0.9177529116650772 0.137089513661237 0.5034331211691623 4.272385597229004 False 12 8900 33.11 493.8 13108.436 0.9189001969682822 0.14176751775286867 0.4715463895651115 4.420629024505615 25437.88 0.9249338852153675 0.1264028522374952 0.4585470796914635 4.575312614440918 False 12 9000 29.98 106.2 13086.654 0.9053782053164855 0.16203747625145776 0.49408615946154116 4.265218734741211 21781.912 0.9140013709900401 0.14143297081745493 0.47478788488325235 4.56192684173584 True 12 9100 30.85 108.7 13526.827 0.9046662772453148 0.1583854513052227 0.5022155892389508 4.2082672119140625 20651.744 0.9137656543830297 0.1371606215052578 0.4782716448721029 4.4597930908203125 True 12 9200 30.5 110.3 14862.758 0.9339000676328253 0.11988345215275713 0.46178821249521074 6.488429546356201 41844.734 0.9381416228147835 0.10594198510540535 0.4540017548368636 6.500577926635742 False 12 9300 29.94 106.2 13960.512 0.9116972396878164 0.14163860083687815 0.5187563990525267 4.072045803070068 21454.799 0.919966296963014 0.12224504657410004 0.5020709070150928 4.255093574523926 False 12 9400 29.83 104.1 13015.631 0.914202252722769 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