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 16.87 70.56 4451.2075 inf -0.0010045119823382164 0.007521011757299597 435.9113464355469 4919.8613 inf -0.0009956209994991258 0.019733154368429193 435.300048828125 True 0 100 29.19 49.15 380.72308 0.9647910641461424 0.033020848653221406 -0.003177943720266064 4.7837443351745605 437.4114 0.9678053350803257 0.028214348415858504 -0.02587352653918789 4.642819881439209 True 0 200 29.88 52.56 382.7547 0.9646288496731198 0.027034153784181048 -0.004607246996621609 4.7272562980651855 445.7994 0.9677975688867566 0.023288730428004122 -0.019665970577129963 4.614427089691162 False 0 300 29.14 49.76 363.77048 0.9607171569882049 0.048606316068996396 0.00041843480308585804 4.694822311401367 429.25604 0.9641559398195522 0.04286717596914246 -0.0034287732805027274 4.568448543548584 True 0 400 29.25 55.25 353.79877 0.9582848190475691 0.05898557080731944 0.0016790501969179753 4.777332305908203 423.34592 0.9623665958378557 0.05029706325530211 0.016042615685092423 4.662755966186523 False 1 500 41.04 49.25 352.74008 0.9580169392877157 0.060302236781717554 0.0029811176435192354 4.726539611816406 422.38828 0.961981028407134 0.053112026562705035 -0.029733951307954715 4.595752716064453 True 1 600 29.35 50.63 321.9473 0.9550024275924814 0.07146616397584364 -0.023250337865585308 4.701079368591309 412.63947 0.9595917669250458 0.0617714519102241 -0.03266412739634066 4.5741424560546875 True 1 700 29.34 49.46 325.817 0.9558001329670945 0.06266333508713935 -0.015962432398494125 4.699281215667725 422.1262 0.9605045254369977 0.05343671850149619 -0.022797734234728837 4.575181484222412 False 1 800 28.85 54.61 322.80322 0.9551323569619371 0.06358461406410042 -0.028318991782182227 4.765815734863281 423.69135 0.960172277214179 0.05375766781177255 -0.04472807441233388 4.658566474914551 False 2 900 28.93 49.28 319.34323 0.9542149213037787 0.06763835247894115 -0.027116743879983227 4.740187168121338 425.23425 0.9593883698000755 0.05635616959386949 0.016643583658764952 4.611792087554932 False 2 1000 28.97 49.75 423.80713 0.9640381987633447 0.03332234250428199 0.017853987968475267 4.778405666351318 505.9383 0.9678863582822074 0.027726379675449535 -0.05943455120602194 4.697774410247803 False 2 1100 28.77 52.12 338.6622 0.9573091557075701 0.059106555816811276 -0.002659543243325944 4.730525493621826 421.24692 0.9618350481365928 0.04958744482464945 -0.03824511498868536 4.622774600982666 False 2 1200 28.79 51.26 325.42804 0.9565771364290118 0.06276018984010602 0.004207503858322133 4.704379558563232 414.5616 0.9613855116220793 0.05355702192485507 -0.06808939763896059 4.59265661239624 False 3 1300 28.99 158.2 315.06686 0.9548806534753691 0.07487595434428294 0.005841112951183922 4.701423168182373 414.34088 0.9599425044766201 0.06285033313332462 -0.046219135754272 4.592087745666504 False 3 1400 29.11 64.3 372.5692 0.9613700255817166 0.04323211256110788 0.026241515847672203 4.742690563201904 464.2615 0.9654411692723435 0.035421812985933006 -0.05312950124995133 4.658834934234619 False 3 1500 28.92 144.6 307.68698 0.9533191930229078 0.07325642637679279 0.012707688654517537 4.6961259841918945 404.912 0.9588920144172184 0.06035639973558328 -0.06504561341593167 4.599859237670898 True 3 1600 29.26 56.37 301.62177 0.9515132160197757 0.07888388951560017 0.04237207786718403 4.686155319213867 406.42654 0.9572536982238131 0.0664258206168958 -0.006482359118115562 4.571723937988281 True 4 1700 29.11 49.99 310.86295 0.9536382828317382 0.0719853978540682 0.02332015433599864 4.6962199211120605 409.5291 0.9593416603766246 0.058104392467636115 0.00737811045736838 4.57619047164917 False 4 1800 28.84 52.32 309.75116 0.9546465553738098 0.06638590023113188 0.024598242341817553 4.715249061584473 423.69144 0.9604430607724365 0.05281186821374256 0.07610978547832446 4.582728862762451 False 4 1900 28.91 49.95 297.35263 0.9501093367575273 0.08421799237513786 0.04243706485657535 4.70574426651001 407.22937 0.956591697287373 0.06859238039416565 0.02989490547608947 4.587740898132324 False 4 2000 28.91 52.44 316.88602 0.956634125017077 0.06269399119871782 0.016288840506182966 4.790814399719238 409.40372 0.9613684437271307 0.052157963142647895 -0.0575736107031182 4.7071356773376465 False 5 2100 29.07 51.22 292.4569 0.949676545213544 0.08653570639759485 -0.008424671765668999 4.712947845458984 388.8098 0.9557545472729061 0.07294086829031467 -0.07914966066054185 4.600571632385254 True 5 2200 29.36 57.87 284.56262 0.9462667351999576 0.09776309828913983 -0.036236841824035346 4.752850532531738 394.54163 0.9536201643148965 0.07926791439296203 -0.011561084689768793 4.608007907867432 False 5 2300 28.56 49.15 298.96927 0.9502159895006512 0.0827464972716315 -0.03568604148560478 4.728708267211914 407.75 0.9570441827036562 0.06590114916169564 -0.10654521938006124 4.638288497924805 False 5 2400 28.99 49.12 340.87354 0.9547158578214692 0.06764419435587186 -0.026874516150027374 4.8240509033203125 453.3185 0.960868542483344 0.05352875793527432 -0.03151926648968505 4.71757173538208 False 6 2500 29.06 51.34 288.36594 0.9485571990798152 0.09537454750070076 -0.012292643464598412 4.699467658996582 406.01184 0.9558930314869639 0.07526978579364903 -0.010749958614346057 4.5733795166015625 False 6 2600 28.96 48.97 290.82855 0.9514930713299891 0.0934986988584787 -0.04316837796907179 4.710566997528076 400.4804 0.9579060220158548 0.07602903862184913 -0.08922491929038408 4.594760894775391 False 6 2700 28.69 49.92 287.32834 0.9500331201877363 0.08704728074369283 -0.002022686207070117 4.879632949829102 414.8963 0.9570207904554057 0.06901303172503793 -0.010604088022472652 4.7304368019104 False 6 2800 28.23 49.16 274.95444 0.944234116579758 0.10071620259180984 -0.014168161578431879 4.763394355773926 398.6372 0.9530978009291533 0.07838367770823614 0.033024283730861415 4.611898422241211 False 6 2900 28.85 50.34 272.16766 0.9452437272545863 0.09770963687485135 -0.007195440770320143 4.69921350479126 401.9285 0.9539677338639513 0.07521086240955274 0.022102501053149558 4.567162990570068 False 7 3000 28.91 49.22 277.3064 0.9476316916669354 0.09199353526693009 -0.08201145098078279 4.832005500793457 391.52936 0.9556963267187041 0.06944925970946912 -0.03437660331809506 4.674551486968994 False 7 3100 29.08 55.01 270.02066 0.9468682182937761 0.09603463698359475 -0.0019195680392506739 4.801939010620117 396.17944 0.9552240993889278 0.07358854088569347 0.0008170593694111158 4.690820693969727 False 7 3200 29.09 48.59 270.65228 0.9469734780309286 0.0910300184428151 -0.04982239826392495 4.711435317993164 401.44476 0.9556072173217814 0.06779121379844642 0.005570597045047757 4.572141170501709 False 7 3300 29.07 50.47 261.49475 0.9417831327590955 0.10797899299832378 -0.07256399403560902 4.740891456604004 409.82712 0.9528216763757585 0.0774888398850239 -0.04480656041504461 4.598323822021484 False 8 3400 29.0 48.99 261.31937 0.9441010135150955 0.10037319753933442 -0.03359679208985392 4.710627555847168 406.94528 0.9548081979841826 0.07071982797190851 -0.017709674885658708 4.574703693389893 False 8 3500 29.06 48.89 291.7831 0.9494890109394465 0.0756811619313411 -0.03262542468143038 4.713452339172363 423.27954 0.95849719434676 0.05392478739906073 -0.01922141178719808 4.587662220001221 False 8 3600 29.05 49.33 261.78534 0.9413448176999775 0.1113134975644522 -0.013695891427739889 4.726247310638428 404.44254 0.9531483968353055 0.07836907055378639 -0.04881359392474824 4.599149227142334 False 8 3700 28.5 49.15 272.96747 0.9463668183877674 0.09214294952719593 -0.028128510937952687 4.723397731781006 417.01984 0.956392753944156 0.06366774919524572 -0.014227584539067091 4.599035739898682 False 9 3800 29.0 49.57 257.795 0.9418511956210441 0.10427671450438297 0.0279664620176999 4.701968669891357 404.78647 0.9537617554924791 0.07196987590221249 -0.01380714583880199 4.580601692199707 False 9 3900 28.71 48.96 250.18399 0.93836128556674 0.11682084814457738 -0.006588902152946745 4.7219343185424805 405.03015 0.9518901894470904 0.08045308313928573 -0.047538244668103295 4.598663806915283 False 9 4000 28.73 48.45 262.66995 0.9425708217472248 0.11575671908638954 -0.013800336138577752 4.700690269470215 405.30005 0.9542304236239006 0.07933619279042195 -0.04644952922113209 4.582564353942871 False 9 4100 28.89 48.86 250.46788 0.9353577249620377 0.12808967601035504 0.041626762455567096 4.686478614807129 399.9909 0.950854082509778 0.0847036510622734 0.08439712037272952 4.546878814697266 False 10 4200 29.01 48.82 265.29065 0.944879762912283 0.09809929948140962 0.025458939201262826 4.698830604553223 430.87756 0.9572447281261367 0.06351414905824469 0.08195430189562235 4.547852039337158 False 10 4300 28.65 49.23 249.25761 0.9369859941979166 0.12528446132493715 0.07214077980364249 4.68923282623291 403.67706 0.9519408342560582 0.08277919606944821 0.06187252392098462 4.568308353424072 False 10 4400 28.73 48.43 261.70905 0.9414620152974345 0.10783895099751974 0.039776127268028705 4.722237586975098 424.89078 0.9542937486018868 0.07250672087610859 0.06496071753699528 4.578167915344238 False 10 4500 28.86 53.66 248.80496 0.9395658572538043 0.12043287570678325 0.018696816605764905 4.691212177276611 414.70898 0.9531066413002074 0.08062548993239607 0.04732489759390922 4.556125640869141 False 11 4600 28.6 49.36 250.53021 0.9396698160116211 0.10539592472312838 0.05645498315101976 4.6807990074157715 441.99716 0.9569893199999329 0.06165725696845055 0.049901850604622495 4.55482292175293 False 11 4700 28.44 54.26 229.2457 0.9301606490746839 0.14211937068208355 0.07596420811777355 4.676770210266113 422.4514 0.9501939762095306 0.08641637827060611 0.08559488069247888 4.543336391448975 False 11 4800 28.62 49.55 225.87306 0.9298272817318074 0.1436785651772161 0.05892207897901847 4.67972993850708 418.0492 0.9503169522448821 0.08512763014135175 0.039743177088445845 4.5565571784973145 False 11 4900 28.72 49.52 236.84422 0.9370040612211342 0.13169838677682816 0.09944996733111208 4.670680046081543 406.96548 0.950832255299573 0.08824019717895651 0.03927198540870548 4.566744327545166 False 12 5000 28.72 49.5 222.62381 0.9311049382019471 0.13389721578279604 0.09008169473199613 4.696669578552246 402.2409 0.9507578772589751 0.08076368946432627 0.12746737488254725 4.550263404846191 False 12 5100 28.64 49.73 316.83118 0.9522770534256684 0.08359736476301734 0.1473623635121829 5.078261852264404 481.53754 0.96182313326359 0.05457072196552393 0.09567741668546652 4.998846054077148 False 12 5200 28.61 49.57 228.95625 0.9307278010718207 0.13356788072494144 0.1227440260129404 4.6668572425842285 416.14362 0.9503342105891686 0.08091941856921306 0.11392981788653132 4.542953014373779 False 12 5300 28.7 49.04 219.60992 0.9279788809693641 0.14581130287922797 0.11650507516234476 4.675768852233887 429.33475 0.9506432722832481 0.08304862266951361 0.11130201387622342 4.543264865875244 False 12 5400 28.95 48.68 212.30789 0.923891498803062 0.15265376237548736 0.11426284837700325 4.667235851287842 420.51056 0.9496555942444722 0.08362959017145265 0.11219498998903525 4.536574363708496 False 13 5500 28.99 48.84 218.89674 0.9249419026702965 0.15044433269705454 0.1175370123502474 4.664579391479492 417.10776 0.9492182553794909 0.08484962639526497 0.11282216708602383 4.536419868469238 False 13 5600 28.77 48.64 234.69139 0.9285918220833904 0.14982476803346825 0.11004737174505158 4.708590030670166 424.14075 0.9520506253223688 0.08052786870828611 0.12186376887387815 4.5838117599487305 False 13 5700 28.6 48.5 224.27896 0.921230118886523 0.16813917287079594 0.13133095895656913 4.696752548217773 408.58557 0.9486322621794332 0.09049479479600737 0.14043308702816154 4.570886611938477 False 13 5800 28.66 49.54 216.69264 0.9231860568255992 0.15820524908029024 0.1510280819578278 4.669867992401123 384.98938 0.9497523101833696 0.08512829044171895 0.14353479932912383 4.546386241912842 True 14 5900 28.98 48.57 234.0598 0.9307175153955842 0.1401841245682129 0.15421328389045189 4.652282238006592 440.05075 0.9533393529825129 0.07425677599599208 0.10800027560429086 4.5374016761779785 False 14 6000 28.77 48.45 223.66183 0.9230786198164622 0.1613671985569813 0.11157298985409998 4.671385288238525 404.30035 0.9490945303638774 0.08721727426350023 0.0810033696392234 4.554877281188965 False 14 6100 29.09 48.57 233.59576 0.9317924372294083 0.144377218780451 0.05713847501825947 4.690356731414795 396.79437 0.9519812715654313 0.0815674453457992 0.04628408327331093 4.569638252258301 False 14 6200 28.8 48.8 215.20192 0.9191836080134748 0.17440817908337455 0.13841214493054133 4.681615829467773 387.30234 0.9473811514006588 0.09393647141957683 0.1150103239547088 4.55286169052124 False 15 6300 28.91 49.48 213.52989 0.9244417064363138 0.166668848882826 0.1217704533120478 4.699854373931885 409.86218 0.9510499153217161 0.0858193062454957 0.10295348773713185 4.583131313323975 False 15 6400 29.05 49.08 212.35132 0.9200679147625719 0.1699859267746072 0.14683684467036898 4.661491394042969 416.54486 0.9496251296102123 0.08631773313240802 0.1054916749505515 4.547056674957275 False 15 6500 28.68 48.49 211.73573 0.9191174365271698 0.1682685317405911 0.15280926123726257 4.696255683898926 404.03647 0.9495054644430757 0.0846163648016183 0.14211463050311612 4.576991081237793 False 15 6600 29.46 48.36 207.19107 0.9148488859219147 0.1795341265452426 0.13921466138309238 4.664220809936523 404.95572 0.948309324119902 0.08798076275274289 0.10491096555673131 4.548532009124756 False 16 6700 29.37 48.72 217.69096 0.9165126822814372 0.1706340490229649 0.1167807194354907 4.664103984832764 394.4168 0.9496925398665333 0.08065707235510318 0.06247027882884084 4.55037784576416 False 16 6800 29.08 48.41 206.13069 0.9166532000616112 0.19541254083035345 0.14768552775979094 4.738231182098389 387.4092 0.9462092254203375 0.10425863706143311 0.06862001253063736 4.647092342376709 False 16 6900 29.25 48.36 214.03545 0.91478180361634 0.18045902357852645 0.17010776006538458 4.662481307983398 409.67053 0.9480097415023789 0.08837834340924565 0.10348397377404993 4.557840824127197 False 16 7000 29.24 48.36 213.28699 0.9187687473243387 0.17613198642647834 0.141970647842783 4.663294315338135 400.97247 0.9487921097945897 0.09070526897071561 0.10102666827242353 4.542765140533447 False 17 7100 29.01 48.37 206.79965 0.9147123321724412 0.18478570123906005 0.1714471672927333 4.652533054351807 410.08795 0.9486302008534613 0.08893315184672793 0.12005007628783049 4.536134243011475 False 17 7200 29.13 48.89 201.365 0.9150077484782831 0.1902787255690741 0.14889106003519448 4.650661945343018 389.07956 0.946563787249651 0.09661715278279576 0.12687354964668004 4.526824951171875 False 17 7300 28.66 48.62 205.16777 0.912208475265528 0.18521885897990362 0.15656080550703316 4.647118091583252 395.07837 0.9476789122342796 0.08828676032774622 0.12005050520541796 4.5307936668396 False 17 7400 28.95 48.44 203.38521 0.905613901596012 0.19571403629792705 0.15342375072010453 4.671099662780762 411.34238 0.9444730280586318 0.09426831608116648 0.141863535054491 4.54120397567749 False 18 7500 28.94 48.39 221.55952 0.9109541756665668 0.19515743605243063 0.16612417748226554 4.652768135070801 428.8687 0.9478860902534858 0.08999351815773303 0.10693828372467049 4.547294616699219 False 18 7600 29.01 48.41 219.49594 0.9180404114096646 0.18136656164047144 0.1922004247473726 4.638021945953369 410.13922 0.9486348079171899 0.09064894493634791 0.13634042179836528 4.528908729553223 False 18 7700 29.1 48.4 211.74756 0.9089436385444306 0.1985243330966333 0.15783658413078674 4.636806011199951 421.95386 0.9477067664752941 0.09044546278102247 0.08153186565591135 4.539115905761719 False 18 7800 29.21 48.39 199.97365 0.9170197808301248 0.19422838895593175 0.09517265113589064 4.688662528991699 437.7918 0.9495957417856948 0.09366769889066492 0.0575831213402577 4.57794713973999 False 18 7900 29.45 48.37 190.72136 0.9055277025994845 0.20572670868967566 0.12870163309671726 4.656479358673096 419.99182 0.9460733733214174 0.09418265546148848 0.06734255087531407 4.548588275909424 False 19 8000 29.38 48.64 187.47119 0.9011698539996823 0.2160594685331306 0.1402167720975125 4.6530303955078125 401.91205 0.9427160858908816 0.10169921662061364 0.09173919485735026 4.53975248336792 False 19 8100 29.16 48.72 188.84253 0.9082205544534352 0.21346908813119167 0.12880006581561249 4.651060581207275 403.07736 0.9466728709097104 0.09782103439650269 0.05849975287223796 4.55187463760376 False 19 8200 29.33 48.91 192.12909 0.9059834368387508 0.20732934774859588 0.1478720461595769 4.645381927490234 424.28442 0.9472599631610278 0.09094434812020469 0.08588882841536231 4.543242931365967 False 19 8300 29.45 49.43 231.25066 0.9220776887094596 0.15560523489781397 0.11871544248046319 4.680275917053223 454.54956 0.9538644342517554 0.06849043149497037 0.04210290273321028 4.597121238708496 False 20 8400 28.56 48.36 191.04837 0.9146171358467861 0.20156304566975264 0.17230720412814876 4.687584400177002 394.29358 0.9481895233296067 0.09569151647969988 0.12037643871555108 4.584834575653076 False 20 8500 29.04 49.31 189.35756 0.9014652923595131 0.21967406309891424 0.14688155735633762 4.653468132019043 413.589 0.945231513210557 0.097414290011275 0.10845608376368503 4.538043022155762 False 20 8600 29.07 48.4 185.06012 0.9059224290865482 0.21499899620163465 0.13226793011040872 4.651785850524902 387.4089 0.9460772426834854 0.09700665729568472 0.0717772525983937 4.550358772277832 False 20 8700 29.07 48.39 181.16382 0.8975894945723708 0.2402009033953703 0.16792133109887117 4.659348011016846 404.54562 0.9428063234690482 0.10968353028347848 0.12655891516324594 4.5545268058776855 False 21 8800 28.95 48.36 184.85802 0.8999539407376382 0.2242871898752252 0.16668744603767177 4.649589538574219 421.5418 0.946565333434065 0.09259926577044317 0.07852907920192197 4.5593342781066895 False 21 8900 29.02 49.08 185.1034 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