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 16.84 79.86 548224.06 inf 0.010115917722241788 0.48095603267146647 469.0943603515625 120989.58 0.9764834164929465 0.013167655811419005 0.5530440724132606 472.5483703613281 True 0 100 29.58 71.89 20361.135 0.9674170860649892 0.03380960754014815 0.26296899611098473 31.072938919067383 12485.764 0.9685923883557012 0.030396535251969982 0.3142996988425831 29.6822566986084 True 0 200 29.5 89.75 16220.031 0.9627629517886509 0.04425327695490395 -0.47242923808918547 8.928025245666504 7412.3457 0.962143596197834 0.047697399797892774 -0.5445059300054302 8.434321403503418 True 0 300 29.47 82.66 13799.121 0.9597393664126475 0.05576293670927189 -0.509938907737959 18.14362335205078 7422.8237 0.9604974958628436 0.053286662570145124 -0.5759240032395384 17.110111236572266 False 0 400 28.85 63.49 18617.898 0.9653048305156656 0.039404963360192474 -0.500540838715836 11.774609565734863 11171.862 0.9663731628598696 0.036349328188773795 -0.564297987200606 11.028952598571777 False 0 500 28.83 148.3 15214.675 0.9576628528833016 0.05591550577214785 -0.47371703937303833 7.308016300201416 7181.5884 0.9576910653925047 0.05680697537513511 -0.5499399229994812 7.070663928985596 True 1 600 39.17 61.7 51689.637 0.9744594030599469 0.02183865938019535 -0.38408514248835013 5.57167911529541 15008.331 0.974115771050565 0.023952465725382614 -0.4485919246829495 5.417217254638672 False 1 700 29.09 141.2 17948.771 0.9634596060208835 0.04775778299884375 0.30396726729192924 8.286654472351074 12104.714 0.9643031287212978 0.045961670211882855 0.3422755799843839 7.727400302886963 False 1 800 28.99 93.7 14199.408 0.9532944063537723 0.07794120341243836 -0.46650813412654596 6.4221391677856445 6767.587 0.9527351813738614 0.08067270458524173 -0.5431031990893462 6.543857574462891 True 1 900 29.54 81.91 13227.437 0.9507611383577392 0.0823732961752033 -0.4452918290886251 6.01092529296875 6959.7266 0.9507594597565887 0.08251046520636493 -0.5270139195368454 5.883295059204102 False 1 1000 28.97 63.0 15013.728 0.9544297121302773 0.07936636964765523 -0.3399604411157246 5.581665515899658 6750.573 0.953473517591617 0.08353714180925342 -0.40964546816071035 5.416937828063965 True 2 1100 29.28 194.3 37813.31 0.973986554976869 0.02181327097512453 0.04419023932195407 5.361849308013916 18901.94 0.9733591040489955 0.023372608480850203 0.006747196512462704 5.218637466430664 False 2 1200 28.92 66.59 18849.88 0.9570826802691723 0.05810148842838612 -0.40187512086433913 8.078150749206543 15067.3545 0.9582836397047442 0.05590570913120612 -0.49166007215692803 7.655404567718506 False 2 1300 28.73 63.03 10862.107 0.9524027834906587 0.06704561788356257 -0.43512626639954405 6.490066051483154 7310.093 0.9530596293609406 0.06551334027831522 -0.5198395714646215 6.334245204925537 False 2 1400 29.31 327.2 10637.33 0.9496927812507157 0.08881322068021462 -0.3915417760339891 6.006239414215088 6566.161 0.9488315674285597 0.09222301096341415 -0.4840733433596268 5.870527744293213 True 2 1500 29.46 63.52 13529.843 0.9541967358428558 0.06266249606479636 -0.36635773424949003 10.807745933532715 10207.578 0.9555840122196989 0.05999630395581773 -0.454505604556243 10.147489547729492 False 2 1600 28.78 75.36 11433.2705 0.9555982760570102 0.05823933707582445 -0.4462399184498418 5.982243061065674 6860.2734 0.9541498596182725 0.06380513982305436 -0.5362421578059491 6.000970840454102 False 3 1700 28.8 63.61 9489.875 0.9464162702859007 0.09328348941066915 0.15398377283144002 5.685466289520264 6458.5547 0.9463156084204773 0.09349380472025355 0.20182790836308714 5.38153600692749 True 3 1800 29.04 69.85 9662.834 0.9428430482460716 0.09378222878273546 0.31648706499023116 5.0836663246154785 6169.685 0.9427690722150703 0.09444368803410327 0.4096763801884155 4.842032432556152 True 3 1900 29.95 67.41 48051.305 0.9741494836025802 0.02254975957350884 -0.0779408551872848 6.829339981079102 15266.616 0.9736767907178476 0.025045192476737935 -0.11904103193705003 6.442422866821289 False 3 2000 29.23 61.98 23496.33 0.9739784551152388 0.015828877112168085 -0.48744044936435854 15.470843315124512 9715.762 0.9737172871839003 0.018204064733274815 -0.5643493891336024 14.540326118469238 False 3 2100 28.94 102.2 12259.065 0.9582097140045535 0.05511748251037052 -0.4810728994041311 8.093620300292969 7218.4805 0.9590576189783822 0.05307453531182892 -0.5608104501244683 7.63002872467041 False 4 2200 29.01 78.91 14247.461 0.9657060952927223 0.0350578629756429 -0.2615874233598116 6.18646764755249 7639.1187 0.9654658613817173 0.0375958048154639 -0.35406349671426407 5.899509906768799 False 4 2300 28.92 74.37 11125.029 0.9536163943886058 0.06926315212091286 -0.30145932785003476 5.730184078216553 6629.248 0.9537767213844471 0.06906357856877406 -0.4036416237411102 5.662511348724365 False 4 2400 28.85 63.2 10773.041 0.9552448383358401 0.06991962810886856 -0.10932416942364807 5.634139060974121 6679.7456 0.9552818311911416 0.0716484575731646 -0.1739267468303096 5.4185638427734375 False 4 2500 29.04 118.2 10057.054 0.9484477353143561 0.07015811754871898 -0.4277464619508493 6.548520565032959 6764.4473 0.9497680219529856 0.06637675393281885 -0.5148260166770764 6.722890853881836 False 4 2600 29.37 67.89 14457.259 0.9666713464812047 0.03303850540369339 0.08157907469869091 5.524354934692383 7984.6562 0.9666506254616934 0.032929841266929064 0.11485542604869528 5.268080234527588 False 4 2700 28.81 63.84 9518.712 0.9465148437854558 0.08746036777103675 0.22810289325108893 5.185553073883057 6198.811 0.9477108538173089 0.08363884028556831 0.30971740759065186 4.975379943847656 False 5 2800 28.93 63.67 11052.624 0.9572250402369683 0.060360987641577525 0.4232005654302809 4.774513244628906 6786.5034 0.9574642905685363 0.06017728033276192 0.5083666135999012 4.476655960083008 False 5 2900 29.02 62.9 9594.299 0.9485199589859792 0.08507774420518818 0.3934416804350078 4.925819396972656 6204.599 0.9496975384572782 0.08147850542718499 0.4671490006565287 4.64381742477417 False 5 3000 28.98 63.66 8934.81 0.949644356318579 0.08674501684558424 0.43720598195839544 4.655045986175537 6445.9 0.9515717620864442 0.07967895003797573 0.5129933830346882 4.4044508934021 False 5 3100 28.85 65.07 8823.78 0.9418750460445091 0.09614417506356616 0.3821812933086203 4.90578031539917 5985.5107 0.9438730336203216 0.08942749931349145 0.47586183273562266 4.694866180419922 True 5 3200 29.72 62.19 8875.592 0.9436534247642825 0.09124864388772465 0.3900679216957647 5.103673458099365 6054.3374 0.9453761276751558 0.08602000603195152 0.46409642346891494 4.801168441772461 False 6 3300 28.91 110.8 8816.183 0.9408592950796081 0.10123083728009658 0.4513446382947351 4.554678440093994 6001.6206 0.9433254422461906 0.09265490587430442 0.5265893869973469 4.242906093597412 True 6 3400 30.36 72.71 9024.595 0.9455442195883609 0.1017294785637869 0.46430267455127977 4.972461223602295 6369.1772 0.9471881780167771 0.0944921922395054 0.5390833684761128 4.5600128173828125 False 6 3500 28.62 79.35 8537.966 0.9403469389762078 0.0965362607481008 0.4507971079494288 4.605167865753174 6304.0557 0.9444149821929362 0.08328041969087105 0.5357063692672085 4.320415019989014 False 6 3600 28.8 62.57 10359.108 0.9540706498001937 0.06804734516025757 0.44728533616605926 4.83132266998291 6621.045 0.9548583047013804 0.06497519764061552 0.5322644400241415 4.432975769042969 False 6 3700 28.85 160.2 8395.9 0.9386560621974082 0.09977365822639812 0.43962723324899383 4.596428394317627 5873.737 0.9411471239092978 0.0915716395987462 0.5227926708964071 4.304380416870117 True 6 3800 30.35 392.1 8362.983 0.9409957828188892 0.11016261081380022 0.46753346664250534 4.688253879547119 5967.4824 0.9429647280414042 0.10255141141158303 0.5469283065288741 4.262868404388428 False 7 3900 29.18 619.9 8601.687 0.9438171066774214 0.08583697079373098 0.4684292983443809 4.344415664672852 6009.9116 0.9453682721719213 0.08138453932127233 0.5425434199957884 3.9388070106506348 False 7 4000 28.88 75.3 8322.782 0.9409741673946173 0.09163109342651721 0.46891646019324246 4.355116367340088 5851.9214 0.9433837602968945 0.08447067695792809 0.5394246769072368 3.9788739681243896 True 7 4100 29.2 69.91 8958.258 0.9448005920854633 0.07990845267501144 0.47495189319475567 4.27518367767334 6141.5674 0.9470075722625274 0.07304183625055337 0.5436104542392473 3.859231472015381 False 7 4200 29.41 67.15 8044.8467 0.9441585974874305 0.08945101932767954 0.4803826179786742 4.199561595916748 6033.1323 0.9470601010686509 0.08094735610893464 0.5520536201373949 3.781425714492798 False 7 4300 28.97 62.39 7194.7856 0.9300130277953595 0.12172773548090278 0.4797265046095515 4.1853203773498535 5659.4497 0.9341090182531705 0.10938921675588677 0.5506174738884125 3.7770533561706543 True 8 4400 29.36 836.4 7513.316 0.9347968293798189 0.11839778273162826 0.49040961398009364 4.131757736206055 5674.1 0.9382116596140826 0.10816078192578857 0.5569455704697578 3.717651128768921 False 8 4500 29.85 135.5 7738.143 0.9284115841467212 0.11522531772231899 0.49170682697816775 4.120999336242676 6456.065 0.9354519555433641 0.09806855619127654 0.5568844212917057 3.7057137489318848 False 8 4600 29.2 64.33 8888.577 0.942331941800605 0.09571731851853392 0.48737584180390153 4.108604907989502 6036.879 0.9445608351767734 0.08923417723660561 0.5570060721983913 3.664055585861206 False 8 4700 29.2 186.8 7736.894 0.9246941254509485 0.1295722825051244 0.48742666536498575 4.103174209594727 5565.2793 0.9301437809214743 0.11398807897975387 0.5571575065165087 3.6657958030700684 True 8 4800 29.41 620.8 6990.658 0.9281831476036303 0.1316123572216347 0.4994451914591695 4.179318428039551 5685.85 0.9331708317850226 0.11586800413669507 0.5628490402449551 3.732142448425293 False 8 4900 29.16 243.4 6840.614 0.9236560535984795 0.13440830128470285 0.49862845483784796 4.068193435668945 5480.5977 0.9305025299266978 0.11609203780734484 0.5638415837885767 3.6561686992645264 True 9 5000 30.49 62.55 9428.101 0.9297314673490658 0.11512945031494425 0.4965326443974055 4.344283103942871 5643.048 0.9326720416929187 0.10785727141435819 0.5603848492650217 3.9956603050231934 False 9 5100 29.03 62.13 9167.043 0.935405904529473 0.1073231348889615 0.4945713795707279 4.074854850769043 5708.839 0.9376000712996826 0.10094264471773541 0.5606092252880649 3.654012680053711 False 9 5200 29.08 191.4 7616.7524 0.9337099114088371 0.111301644903897 0.49902061521753444 4.227525234222412 6266.5967 0.9372282952093954 0.10159666012792817 0.5649488467863161 3.747527837753296 False 9 5300 29.51 119.4 8889.266 0.9216789917659827 0.13497977855689833 0.4862343206349651 4.1133646965026855 5595.4434 0.9266679556028522 0.12128831236175452 0.5532456958858085 3.682177782058716 False 9 5400 29.96 79.03 8855.539 0.9177039771416365 0.142421621414788 0.4871633978297595 4.084489345550537 5406.595 0.9258735164831644 0.11981823654227783 0.5524895209756373 3.628293514251709 True 10 5500 29.92 63.85 9962.979 0.9223537876391924 0.1310040338131753 0.4941735880223928 4.051243782043457 5473.8013 0.928835087182014 0.11402421480824615 0.5607882624027921 3.6052160263061523 False 10 5600 29.12 354.1 10156.833 0.9202872020574001 0.14433148823644468 0.509457366839719 4.00178861618042 5353.479 0.9275115289796961 0.12415122122051761 0.573402284730556 3.558117628097534 True 10 5700 29.45 62.6 8291.412 0.9244334188431741 0.13495712750355005 0.4991324079072941 4.100043773651123 5360.3423 0.9292529074913735 0.12101834535557221 0.5681480433105531 3.678976058959961 False 10 5800 28.95 165.2 9847.042 0.9369351590139355 0.10025275867582167 0.4954097488079664 4.402227878570557 5869.763 0.9419881654880322 0.08644399978010187 0.5611968341613652 3.91559100151062 False 10 5900 29.6 773.0 23222.154 0.9721716210562192 0.02610583429214757 0.49071956292043906 4.602412700653076 11758.154 0.9727541985027762 0.023512276341073633 0.5562917035373143 4.110122203826904 False 11 6000 29.85 64.63 8256.728 0.9410072346600885 0.10718486175501434 0.466890983391043 5.225606441497803 6142.503 0.9444644701581965 0.09355748377293434 0.5417658189262596 4.794491291046143 False 11 6100 29.41 749.9 7206.0854 0.921441537494368 0.1339280016470504 0.48161545890715546 4.289909362792969 5459.533 0.9282682448705372 0.11432022291434502 0.555466492981606 3.863544464111328 False 11 6200 30.55 1.111e+03 7402.127 0.928427641727878 0.12802683859773747 0.5001903511062763 4.310575008392334 5460.009 0.934301263039137 0.11117982577429902 0.5670692886685645 3.868192672729492 False 11 6300 31.46 1.124e+03 7067.975 0.9270730106816477 0.1368302658354421 0.5151085697103567 4.727486610412598 5445.572 0.9323202900164145 0.12016555071392652 0.5795094969682566 4.269089221954346 False 11 6400 35.38 1.206e+03 6758.297 0.9156026455592186 0.14522651153277943 0.5047143225698268 4.051608562469482 5408.961 0.9241296443217517 0.1214227770067442 0.5736193091366034 3.6291167736053467 False 11 6500 31.51 1.017e+03 7945.225 0.9110622527467489 0.147752172187803 0.4985492624374429 4.6021223068237305 5370.352 0.9193229698368458 0.12442174124454004 0.5642915114462285 4.128225803375244 False 12 6600 29.06 890.9 7969.2437 0.9382386625480555 0.12582609199785313 0.49479305266939577 4.540307521820068 5679.049 0.9408889412478361 0.1165472006717595 0.5639412394120848 4.080652713775635 False 12 6700 31.48 574.1 6941.603 0.9217588776026802 0.14621774707548157 0.5096334397323847 4.122311115264893 5334.439 0.9277550579720246 0.12759190150987534 0.5729666602128146 3.734267473220825 True 12 6800 29.9 854.2 6539.3984 0.918651219065255 0.1482135923641319 0.505024806965904 4.072261333465576 5178.277 0.9254804226577031 0.12986460660542692 0.5672573062671908 3.651404619216919 True 12 6900 30.88 969.6 7599.5474 0.9239508702130678 0.13195396156336875 0.5055243668220587 3.9911022186279297 5256.515 0.9300287665017908 0.11382620108277398 0.5679311378189307 3.545363187789917 False 12 7000 31.41 1.138e+03 9921.396 0.9136682004809235 0.15383103306793788 0.5143254952660213 3.999654531478882 5012.344 0.9224536031511816 0.12966655484029813 0.5746476045213734 3.6052205562591553 True 13 7100 34.03 1.136e+03 9586.112 0.9034183973377178 0.16707565048552425 0.5134393831575893 3.9494128227233887 4878.0405 0.9150028924914215 0.1380955741649529 0.5705172502309918 3.517862558364868 True 13 7200 32.76 1.135e+03 10599.2 0.8987443114360745 0.17265659618721513 0.5231116756885246 3.899167537689209 4920.937 0.9115303955344781 0.14167382693029573 0.5778332254985623 3.4845376014709473 False 13 7300 32.91 1.068e+03 10046.202 0.923811782679156 0.11807918424996074 0.5061952424938887 3.9965054988861084 5600.3823 0.9281526344489998 0.10616450194467665 0.56301202139987 3.5660083293914795 False 13 7400 33.65 1.135e+03 9132.847 0.9324540186351364 0.12300002663647466 0.5106871114404427 3.980574131011963 5945.7266 0.9359707962456251 0.11042650405492298 0.5701192139783178 3.5708799362182617 False 13 7500 33.15 1.128e+03 8378.025 0.9156863279358288 0.13811255136767786 0.5111312211457485 3.955142021179199 5202.1704 0.9216095500075127 0.12350089613752792 0.5692105346739692 3.5287158489227295 False 13 7600 32.73 1.129e+03 15930.293 0.9261730070197993 0.1359844093323423 0.5024288175803676 4.058355808258057 5416.161 0.9308059205874781 0.12344376049818838 0.5649583110640847 3.6366374492645264 False 14 7700 34.44 1.157e+03 9558.261 0.934746233310381 0.09926943745216603 0.4592937286291752 4.437633514404297 6040.4795 0.937537646693502 0.09009916423464835 0.526557233446128 4.028280735015869 False 14 7800 34.02 1.184e+03 9110.148 0.9273937081177552 0.11438425317336642 0.46202152721440853 4.271700859069824 5788.082 0.9316341755772383 0.10081556594657912 0.5336433497197375 3.8700950145721436 False 14 7900 33.1 1.005e+03 8627.016 0.9229005661396651 0.1214427933322691 0.48125067403639704 4.1403679847717285 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3.391350030899048 False 31 17000 28.71 61.5 4334.0176 0.8729699486338575 0.2294981992672666 0.5500344482315229 3.734678268432617 4699.0386 0.9039236802109146 0.1578128803787693 0.5920670206089577 3.3819711208343506 True 31 17100 29.48 61.49 5175.8027 0.8727956840916236 0.22225496958419225 0.5560695190782741 3.702998638153076 4728.881 0.9022840327855429 0.15628293164668752 0.5978347468342341 3.3601291179656982 False 31 17200 29.06 61.46 4524.2 0.8707010884314442 0.22801982146622604 0.5519632004539972 3.7246100902557373 4824.955 0.9031578079128313 0.15559308883303816 0.5970785592076124 3.361849784851074 False 31 17300 28.99 61.48 4433.2715 0.8700720393093826 0.23753956573527865 0.5588120121581918 3.746828079223633 4745.604 0.9029572053554631 0.16210032841569308 0.6006711835754613 3.4232583045959473 False 31 17400 28.99 61.47 4434.556 0.8694283036603092 0.23137471778984953 0.5654092653935258 3.642305850982666 4744.4907 0.904201684545718 0.15316433605889962 0.6036862727233193 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