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 2.043 26.93 112358.38 0.977735746080072 0.007953161166448074 0.3379659410448795 253.27561950683594 56223.293 0.9765796269446554 0.009938620498741453 0.4623602898699973 252.0809783935547 True 0 100 9.697 24.07 9932.345 0.9721957989640452 0.030358238470572278 0.3025049981842012 26.803390502929688 8520.453 0.9721637529165532 0.030545433350139917 0.40212582459177176 27.12492561340332 True 0 200 9.796 24.7 9100.436 0.9691314393349556 0.047570259836744275 -0.2611179390594522 12.238723754882812 8039.4937 0.9687909845810515 0.04905962329649018 -0.35679974818267207 12.431556701660156 True 0 300 9.902 24.21 12879.814 0.9682232565873088 0.04418762580489019 -0.37714881426140934 8.170899391174316 9291.118 0.9662805339147966 0.04841798705323158 -0.4805754008257992 8.315462112426758 False 0 400 9.469 24.23 8268.922 0.9648445579977901 0.06891234214036421 -0.41809490414175693 7.048159122467041 7290.692 0.9640124900317772 0.07181043146950511 -0.517370565414524 7.2239813804626465 True 0 500 9.87 24.47 7680.235 0.9622189497342973 0.06777390507640112 -0.15162591616609636 5.426531791687012 6968.904 0.961685202970866 0.07035739710640014 -0.2154914943569788 5.520565032958984 True 0 600 9.968 23.71 7717.8 0.9616284880512662 0.06566989353370861 -0.22254113106313492 9.670124053955078 6923.745 0.9606210799109555 0.0687983259918474 -0.31018152313607805 9.825881958007812 False 0 700 9.467 24.37 7508.2573 0.9592757879714567 0.06571039986637094 -0.2659207434721277 5.264797687530518 6919.7686 0.9584552540011428 0.06879546671210804 -0.3631975507278091 5.371310234069824 True 1 800 11.39 25.24 7215.3447 0.953111682560188 0.07955757897703417 0.41093194529469523 4.319814205169678 6298.8877 0.952167834528686 0.08138646601483117 0.48769245291884283 4.198188304901123 True 1 900 10.02 24.14 10262.875 0.968345532085485 0.03837179108431722 0.4306450464733892 4.23483419418335 9800.995 0.9694233001570445 0.036426503168548216 0.5148114537310086 4.131344318389893 False 1 1000 9.343 24.17 7351.7847 0.9555315337674815 0.08017394523164996 0.43503488966977727 4.857946872711182 6602.923 0.9550673676783055 0.08165972024495456 0.518846265703426 4.838709354400635 False 1 1100 9.565 24.29 8321.389 0.95404039389097 0.07101440275893689 0.3680335547291919 6.963454246520996 7258.1787 0.9519412839409295 0.07475017239856614 0.4314138648007442 7.054903507232666 False 1 1200 9.495 24.25 7359.304 0.9525970206202857 0.07399763713084279 0.4012857636581276 4.272281169891357 6638.7563 0.9511288609992118 0.07674461921345427 0.47760374858485083 4.181039810180664 False 1 1300 9.551 24.14 7481.7607 0.9601296558906424 0.05383000117890723 0.4388067311995104 4.273531913757324 6960.377 0.9602441238204473 0.05457449784420174 0.5124529191108829 4.203219890594482 False 1 1400 9.474 25.18 6745.6177 0.955210961466679 0.0813525440145847 0.4231143751656088 4.549553871154785 6542.2314 0.9552395568916184 0.08188308151699687 0.5100905798541192 4.485494136810303 False 2 1500 9.455 24.14 6284.257 0.9504181323384059 0.08996110802773945 0.4142458616696719 4.007239818572998 6108.1167 0.9502514459518362 0.09068987887589701 0.49349535906865044 3.8048150539398193 True 2 1600 9.879 24.97 6563.1714 0.9517119486149351 0.07965336818458318 0.45482124727447515 4.032721042633057 6048.297 0.9499944613858072 0.08319759115988634 0.5344153410636304 3.881098508834839 True 2 1700 10.0 24.24 6352.1504 0.9475438384755274 0.0850380908143179 0.43135484231804894 4.296046733856201 6006.881 0.9462637964405005 0.08704579455136913 0.507497796231918 4.202908039093018 True 2 1800 9.944 25.43 6470.225 0.9528009455332257 0.07920131302240957 0.3911648637147706 4.283355712890625 6365.127 0.953065116316833 0.07926801381414703 0.4692068901171364 4.197875499725342 False 2 1900 9.639 23.97 6285.4478 0.9508531412685772 0.08292948951815649 0.41403567870746366 3.9773764610290527 6068.605 0.9512200470749845 0.08271771235052974 0.4893426287971392 3.7589685916900635 False 2 2000 9.502 24.46 6819.661 0.9432185153716498 0.10464465573584232 0.4351952774332735 3.9391236305236816 5529.292 0.9423338167053522 0.10522055246680312 0.50736553409128 3.759721517562866 True 2 2100 10.02 24.25 6202.5044 0.9392849707274153 0.11453338655653346 0.4248482209323105 3.8852806091308594 5449.5435 0.9394344589447948 0.11317334759813116 0.5009318543682504 3.603226900100708 True 3 2200 9.853 24.53 5665.7515 0.9434967115635737 0.10701765373379737 0.4436210843784475 3.9497992992401123 5521.6255 0.9429655042093396 0.10804924426139102 0.5173703237198678 3.7672598361968994 False 3 2300 9.508 23.48 5965.083 0.9468000533724336 0.10984871098926234 0.4211043249282226 4.423031330108643 5921.6216 0.9464726101853961 0.10917758054765354 0.49558484265076297 4.332557201385498 False 3 2400 9.445 26.1 5959.8335 0.9459010975428336 0.10872151320373036 0.42793627475560686 4.856308460235596 5834.2715 0.9448401280891564 0.1103204663630204 0.4983907212440061 4.820837497711182 False 3 2500 9.555 24.07 8004.0225 0.9575361762267139 0.05479555340739145 0.3709754063359108 4.123973846435547 8120.6016 0.9586995900288627 0.05292433853052603 0.4262993502860355 3.9485349655151367 False 3 2600 9.478 26.66 5496.3745 0.946905463274252 0.09193726669113714 0.4530808507524945 3.8625359535217285 5896.7085 0.9473253006987159 0.09132568480684233 0.5347503968511944 3.439263105392456 False 3 2700 9.681 24.36 5849.0747 0.943885952971536 0.08630300796508912 0.4574752473174989 4.139248371124268 5853.8247 0.944596016081263 0.08501738313502842 0.534363052487744 3.646496057510376 False 3 2800 9.571 25.32 6055.2393 0.9332637342860021 0.11759089635441447 0.45628841945521 3.758281946182251 5110.445 0.9337448618177127 0.11561885991692943 0.5289541757145989 3.4763176441192627 True 4 2900 11.39 24.08 5393.951 0.9403229626074147 0.11125917461776674 0.43028978058284406 4.393050193786621 5643.3726 0.9416657485076384 0.10619643674289246 0.5100294895783251 4.265583038330078 False 4 3000 9.324 24.69 5095.146 0.9383307858173656 0.12409479600454053 0.43792193692472686 4.048379421234131 5201.1636 0.9386507906646413 0.12165494334630557 0.5185572797447097 3.859990358352661 False 4 3100 9.555 24.1 4920.747 0.9344157941666169 0.12783019541439322 0.43875647506331467 4.1967549324035645 5150.7974 0.9355483550051211 0.12326836491504055 0.5203853220058519 4.064713954925537 False 4 3200 9.322 24.85 4843.0063 0.930637282525672 0.13422942876909466 0.4434407390833561 4.284710884094238 5039.6724 0.9317390042913564 0.1289976663453025 0.5253820064717608 4.169948577880859 True 4 3300 9.836 24.12 5052.513 0.9327309732466247 0.13081102866559513 0.4748932640515017 3.707770586013794 5149.477 0.9329742903389244 0.12666479493119545 0.5525132582145685 3.446775197982788 False 4 3400 9.491 24.22 5749.7944 0.9272667120477763 0.1264893202176674 0.46140558684786065 3.7411904335021973 5147.165 0.9288214612215879 0.12003796988074437 0.5391762344656255 3.4447989463806152 False 4 3500 9.451 23.76 5178.062 0.9413974309805151 0.10331154124267722 0.4207667165971246 4.004427909851074 5829.879 0.9419300044397658 0.09950176543848462 0.5133084920994835 3.5784313678741455 False 5 3600 9.533 24.46 4900.2124 0.9435870686202881 0.10961613438672123 0.4664705556605058 3.9515771865844727 5687.094 0.9452880501639481 0.10261177674245718 0.5433157981398844 3.7886743545532227 False 5 3700 9.512 28.16 4914.284 0.9376790895111828 0.10457108122377723 0.4745657229370088 3.8330461978912354 5746.7983 0.9405445657892516 0.09612893970597722 0.5435421067549484 3.446232318878174 False 5 3800 9.03 24.31 4375.765 0.9258511311492881 0.1320239877894556 0.47234349764789135 3.829338788986206 5081.4795 0.9291539519217925 0.12155813383189171 0.5450022776380574 3.6422154903411865 True 5 3900 9.956 25.92 4403.288 0.9196930119431835 0.149226786650012 0.4567055877918426 3.846172571182251 4807.0312 0.9231116592529068 0.13961128311388923 0.5343092748024694 3.637608289718628 True 5 4000 10.94 25.24 5055.584 0.934051962219203 0.12178841255752897 0.48597036868169274 3.621269464492798 5261.0215 0.9372138634488055 0.11350773099547506 0.5562630337150687 3.3196980953216553 False 5 4100 9.536 24.67 4606.6396 0.9338508330749509 0.1322894362431882 0.49115986974392023 4.803192615509033 5138.719 0.9361917215307728 0.12219156878098211 0.546092363237406 4.791048526763916 False 5 4200 10.24 23.69 4429.133 0.9249651607945313 0.1443480238059825 0.486724238416544 3.7130236625671387 4866.3833 0.9279533309094758 0.13352760014522497 0.5539715745368265 3.515000104904175 False 6 4300 9.486 23.08 4463.5977 0.9186238665878679 0.1542591833683685 0.4922208447892821 3.6832504272460938 4677.0234 0.9228701407514196 0.1419163717935541 0.5584860667986697 3.4796786308288574 True 6 4400 9.394 24.08 4070.1194 0.9165839336039127 0.15592544953644943 0.49533608960685505 3.62158203125 4569.1807 0.9203221877702419 0.14378981551892706 0.558310100020897 3.3286948204040527 True 6 4500 10.1 23.68 4397.081 0.9267465985815346 0.13995234190532557 0.4910777658584098 3.655639171600342 4970.365 0.9308853859106773 0.12855450047848074 0.5478970267837131 3.468324899673462 False 6 4600 8.738 23.6 4241.0776 0.9240385479185931 0.15288657740034586 0.480717076317444 3.7428979873657227 4925.8975 0.9279540011313179 0.13996682520533424 0.5521916062647375 3.5347979068756104 False 6 4700 8.421 26.07 3945.9583 0.9099421168518467 0.16726475467256208 0.516820453022627 3.5447885990142822 4521.398 0.9178449273376166 0.14824544728834224 0.578946638519906 3.2419912815093994 True 6 4800 10.21 23.45 4318.4556 0.9201885834852701 0.15800618111817646 0.5145418566158259 3.6089975833892822 4699.5806 0.9249700549133593 0.14225519003829618 0.5759464682944162 3.4229283332824707 False 6 4900 9.583 24.07 3964.7544 0.917447536596038 0.15851903588001584 0.5041360959280717 3.5852301120758057 4641.655 0.9230372191128561 0.14207773816110883 0.572452288471559 3.3460302352905273 False 7 5000 10.11 23.69 4205.9766 0.9167294263667831 0.15568854560265233 0.5122294815851338 3.6729977130889893 4681.4346 0.9230248379157037 0.1374773144530673 0.5716245128227787 3.5111515522003174 False 7 5100 9.531 23.91 3842.9336 0.9080246970604915 0.1658278345418756 0.4874764864335774 3.6273691654205322 4490.531 0.9154590976149679 0.1475588287270434 0.5538599647893372 3.376214027404785 True 7 5200 10.76 24.12 4826.066 0.9273612288571029 0.15999709939681217 0.5190630223107817 3.490584135055542 4957.5366 0.9318192631989648 0.14294796259138434 0.5854084305802327 3.1420435905456543 False 7 5300 9.568 23.48 4209.8804 0.9069648516831875 0.16691157722229819 0.5301152744740176 3.5754315853118896 4480.3145 0.9156292160454728 0.14406655527249887 0.585857661436016 3.2425084114074707 True 7 5400 10.29 23.79 3943.636 0.9065213949407153 0.169828015475159 0.5230090179555092 3.5095160007476807 4525.717 0.9159220994314182 0.1482700750400072 0.5776462185785318 3.315962076187134 False 7 5500 9.476 24.63 3886.915 0.9015041529351939 0.1837805651262445 0.5261735359628933 3.4407639503479004 4283.129 0.9114798255540456 0.16016786966496244 0.5850721387080764 3.1832101345062256 True 7 5600 10.08 23.99 3871.6467 0.9019820805601012 0.18024267806458064 0.5269541348912256 3.563133955001831 4336.0635 0.912756233398851 0.15602355302204352 0.5837687674006249 3.2332253456115723 False 8 5700 9.57 24.25 4464.8467 0.9210775546292375 0.1643915513825634 0.46155474715627315 3.884780168533325 4775.492 0.9264613398066935 0.1460599560809159 0.53658044276237 3.721799850463867 False 8 5800 9.729 23.47 4007.7122 0.9091577271512039 0.16828182110347173 0.5129849970268403 3.591862440109253 4533.368 0.9178627892045264 0.14691296589884303 0.5742020593856488 3.386726140975952 False 8 5900 9.563 24.28 3874.051 0.908075455665217 0.168398250882873 0.49598856801699265 3.837698221206665 4434.3174 0.9159803297474253 0.14798267466039108 0.5725867681564869 3.4249346256256104 False 8 6000 9.719 24.02 3544.3486 0.9121103149861359 0.16225442512193688 0.470716939579884 4.425264835357666 4578.112 0.9206046482322833 0.1424588478706432 0.5301272538936914 4.1928205490112305 False 8 6100 9.415 24.11 3671.8853 0.9067911810621151 0.17115238855133408 0.5272820812915429 3.5844814777374268 4585.2925 0.9161897543549579 0.1488454135066258 0.5891736676136147 3.269644021987915 False 8 6200 9.581 23.74 3365.1333 0.8977790537487833 0.18473558396435266 0.5172174609882381 3.484060525894165 4354.8374 0.9103731559631452 0.15720494077542113 0.5783905931153626 3.224966049194336 False 8 6300 7.828 23.28 3144.9841 0.8940435289006995 0.19201099097036714 0.5092054691674118 3.6877408027648926 4232.379 0.9066338185305798 0.16403099664975243 0.5726029770020573 3.307415246963501 True 9 6400 10.14 23.61 3199.4978 0.8964819829796615 0.19166495737191847 0.5264853180545116 3.4646618366241455 4314.012 0.9110934800344569 0.1593553560745299 0.5880428853829983 3.16229248046875 False 9 6500 9.331 23.46 4286.139 0.9204557973510381 0.17118273123050776 0.46648090600334824 3.990280866622925 5180.215 0.9253584887975779 0.14969340536596665 0.5457799131528982 3.616223096847534 False 9 6600 9.491 23.87 3758.9692 0.9049597713264231 0.18607477295266295 0.5258091786484511 3.500802993774414 4482.0615 0.9156358297497037 0.15823180077120352 0.5866111103589918 3.288670063018799 False 9 6700 9.341 24.63 3538.828 0.8978539259265779 0.1916808324290476 0.5265138778299452 3.5661423206329346 4248.9106 0.9100180781424998 0.16203813454546068 0.5869218968502891 3.234812021255493 False 9 6800 9.488 24.3 4091.302 0.9054230004731433 0.19019839277836148 0.5026230096182516 5.546527862548828 4494.034 0.915701008294081 0.1601836689298629 0.5642617653327655 5.59165096282959 False 9 6900 9.364 24.08 3979.4626 0.9083472474446055 0.18385828582160402 0.5042562497283593 3.58729887008667 4466.7783 0.9171495870260602 0.1581214987903752 0.5677558055750108 3.3194937705993652 False 9 7000 9.405 23.69 3604.1062 0.8986742027907314 0.19152692254268383 0.5316482941036371 3.448028087615967 4255.8457 0.911839357737933 0.15902212529020546 0.5872490104015574 3.2465968132019043 False 10 7100 9.462 23.63 3501.9778 0.9023667833509723 0.18290514667184174 0.5061950461126424 3.618154525756836 4411.6743 0.9137775390570178 0.15497746330073162 0.5696849849805704 3.4203481674194336 False 10 7200 9.425 23.62 3304.1597 0.8960736486930055 0.19797191056428426 0.5328651308112987 3.449547529220581 4300.793 0.9098100001029443 0.16443017566625306 0.5906587910122658 3.2211954593658447 False 10 7300 8.889 23.87 3258.616 0.8957214520068666 0.19860427510855694 0.5307179116557995 3.430185556411743 4279.6523 0.9106634085606367 0.16290945126361037 0.5897916730931132 3.1781537532806396 False 10 7400 9.485 23.3 3300.9958 0.8927044941998248 0.1974309988543039 0.5450100745523242 3.3730251789093018 4231.911 0.9098764607924236 0.15865345143901588 0.6025556832053915 3.1000256538391113 True 10 7500 9.792 24.39 4699.812 0.9044500224328322 0.1970627663816856 0.5359317566467127 3.3974545001983643 4467.2163 0.9166218449715964 0.16295667639031583 0.5983621875627468 3.1361052989959717 False 10 7600 9.459 23.79 3302.5337 0.8926151370828088 0.19963270095939467 0.5280460729201204 3.506638288497925 4211.2793 0.9068083950248773 0.16649307595736487 0.5894184109244173 3.2565629482269287 True 10 7700 9.83 24.12 3244.7034 0.8910054739349851 0.18785254703198137 0.4957819171650552 3.690507173538208 4530.7095 0.9061584605133536 0.15428701435852818 0.5598430865807786 3.452479600906372 False 11 7800 9.471 27.07 2918.051 0.890570973149158 0.2091103137462651 0.5275734286119729 3.5110321044921875 4244.8994 0.9066463416290355 0.17121415045739205 0.591365694686183 3.3046698570251465 False 11 7900 9.565 24.08 3168.4377 0.8857607962221355 0.21496117080792332 0.5516937977694947 3.3238725662231445 4018.3252 0.904162409080513 0.17310705516355374 0.6068312377959446 3.0649478435516357 True 11 8000 9.928 23.98 3028.2676 0.8861111733420846 0.21784559340278628 0.5451790843749568 3.357102870941162 4121.441 0.9044528208669443 0.1748911880471418 0.60144836215592 3.07759952545166 False 11 8100 9.598 23.45 3826.7698 0.8835232786466873 0.2087181827428421 0.5316176688022896 3.43467378616333 4101.083 0.9017778031366124 0.1681454973328787 0.5914187085376196 3.150437831878662 False 11 8200 9.546 29.45 3483.9668 0.8921517925452844 0.2084572956254666 0.5433050199710232 3.3895339965820312 4146.0327 0.9096735720682592 0.16578473504091393 0.5962481751081105 3.148775815963745 False 11 8300 9.544 23.4 3384.0784 0.8867238550840641 0.2139592632600211 0.5513258093038254 3.32826828956604 4188.672 0.906353750349745 0.1678147327986122 0.6039314159724811 3.081855297088623 False 11 8400 9.428 23.72 3681.9563 0.8921303919724339 0.19100371449091685 0.5586136753046671 3.3085286617279053 4767.7886 0.9114846868739978 0.14650816306398257 0.6153567247751793 3.0812156200408936 False 12 8500 9.613 23.99 3164.3743 0.8836255055709857 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