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 5.692 24.84 237581.38 0.9765880339933809 0.014213253418454651 0.47863815594769804 5.321318626403809 350777.28 0.9770808041833675 0.011171996718790577 0.4949402141802819 5.515733242034912 True 0 100 10.11 21.85 18747.605 0.971755860574296 0.05479288814788516 0.12791596338507563 26.029186248779297 54653.5 0.9717760004830795 0.053389068121236595 0.1034486814462204 25.91368293762207 True 0 200 9.906 22.01 21106.604 0.9680139249294863 0.048605631754216144 -0.457171617116213 14.826376914978027 52154.617 0.9685590228258717 0.04509841181464052 -0.4778350705459421 14.830660820007324 True 0 300 10.05 22.38 17511.072 0.9656841965075827 0.06345230690135592 -0.4636914602595726 6.548203945159912 42444.797 0.9657930819817828 0.06117856978816597 -0.47808458648053975 6.82505464553833 True 0 400 10.06 21.57 20240.34 0.9689603656702335 0.04459950275583272 -0.47849051444182356 6.862981796264648 54928.094 0.9695859687491479 0.04068593698090601 -0.49535194960539874 7.226932525634766 False 0 500 9.523 21.81 17168.914 0.9764639383457497 0.02290241495138307 -0.3888817000300812 7.883584499359131 59469.36 0.9758559306619262 0.024973889828860587 -0.4209945720786356 8.01156997680664 False 0 600 9.702 21.97 53210.31 0.978420111290935 0.009171908762723857 -0.4405456858732 11.294827461242676 100515.31 0.9785155687955189 0.007266299681405118 -0.461750564941519 11.369645118713379 False 1 700 13.05 21.8 18213.47 0.9790311064256069 0.0062322760042780485 -0.2207700863935298 23.883882522583008 61740.35 0.9785035194335406 0.008655489669463409 -0.27845211159129735 23.781024932861328 False 1 800 9.533 22.04 18213.482 0.9712260518552711 0.04629050934974141 -0.4640840861902443 7.37354850769043 53518.684 0.9713303419332971 0.043275278199496246 -0.4831950414435996 7.885603427886963 False 1 900 9.739 21.77 15708.092 0.9702687973880997 0.0534309306338009 -0.4576300900641475 8.631155967712402 48040.3 0.9702046702287724 0.05164726071011815 -0.48415012124158907 8.983560562133789 False 1 1000 9.669 21.77 18833.559 0.9745343374131257 0.024567113286894125 -0.2736052795769676 20.325899124145508 55691.75 0.9746389224307538 0.021549553672020383 -0.3124292750672894 20.262836456298828 False 1 1100 9.764 21.9 14428.432 0.9724418056143299 0.03799765449099464 -0.27666114110880513 6.461791038513184 40334.61 0.9723799104288898 0.03558887744412804 -0.3066869898522804 6.697984218597412 True 1 1200 10.28 21.84 18838.06 0.9790217640723068 0.01623315383673215 -0.43610319148984694 14.184219360351562 74765.77 0.9784443149788306 0.018632525883797383 -0.45766810646823836 14.26028823852539 False 1 1300 9.802 22.22 16843.252 0.9657909664504716 0.05297489301367614 -0.4207613023576422 7.6409196853637695 36889.242 0.9667743828914225 0.04701675855603632 -0.43895813786407606 8.01859188079834 True 2 1400 10.23 21.92 17432.9 0.9791488235510806 0.01874527792639526 0.2658002562585446 12.771909713745117 58076.996 0.9786084870853835 0.020012001542292848 0.20688978824160958 12.789032936096191 False 2 1500 9.642 21.89 16629.15 0.97085507223239 0.03390149838045843 0.06180815700972643 8.529358863830566 48207.824 0.9715491044853956 0.029908328521657018 0.019886808958506225 8.664165496826172 False 2 1600 9.77 21.87 13274.141 0.9592792976722758 0.07346598949976241 -0.25571728873205063 6.3362226486206055 34575.867 0.9604768501555778 0.06799565618485341 -0.2849240707933043 6.766127109527588 True 2 1700 10.17 21.85 16422.467 0.9785478152061293 0.017652316339452283 0.16188239858283923 11.227611541748047 52722.297 0.9782644631219317 0.016461429919823353 0.12590038322628122 11.254829406738281 False 2 1800 8.899 21.81 16094.632 0.978213022571345 0.019305303025513688 0.023979389380727488 13.785701751708984 54064.305 0.9777167670369568 0.019845787279204642 -0.025323121092657486 13.814303398132324 False 2 1900 9.718 21.49 13255.557 0.9642061824452122 0.08076891380494668 -0.3463848408993265 6.40321683883667 36423.402 0.9648107167541592 0.07613035315118684 -0.3332951288915966 6.731288909912109 False 3 2000 9.75 21.85 12650.125 0.9626966127145395 0.07424744715146896 -0.4439730398276811 7.819286346435547 42579.246 0.9635088148269144 0.07063076059930834 -0.46238754997323617 8.38880729675293 False 3 2100 9.74 21.9 15510.346 0.9715248739931566 0.03438301661187257 0.45748972840721647 4.516482830047607 35937.723 0.9719118154921071 0.033440389928265195 0.4577426158856865 4.667832374572754 False 3 2200 9.436 21.93 15202.087 0.9612292094636397 0.05609254624173625 0.06392138382977541 5.7004923820495605 27660.96 0.9636517184077293 0.04803922766280974 0.01976627876809861 6.069847583770752 True 3 2300 10.07 21.84 11716.746 0.9597069180891088 0.07657677596281594 0.22010971489805006 6.767420291900635 25305.908 0.9613731904515683 0.06763736786048771 0.18795585376394014 6.900034427642822 True 3 2400 10.12 21.63 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0.9717819241687674 0.03861791596542334 0.4166779422020105 5.64278507232666 31508.59 0.9722170429723738 0.03700026582572038 0.42336067814070977 5.866985321044922 False 4 3000 9.653 21.8 15175.685 0.9748267731664547 0.03308507723381246 0.46632207484652266 5.026798725128174 37519.824 0.97402647246775 0.03469284126863622 0.47752713072235314 5.152988433837891 False 4 3100 9.782 21.83 11034.989 0.9518903633848835 0.09681637719930755 0.24061277700843883 5.435030460357666 18747.93 0.9541320867290155 0.08687964645171042 0.2126884023549926 5.637844085693359 True 4 3200 10.13 21.75 14784.388 0.9746654213413725 0.033781255890829386 0.3525015238133144 12.128902435302734 40842.5 0.9739792795970376 0.034930959854515435 0.35243990581819784 12.126214981079102 False 4 3300 9.693 21.67 29193.574 0.9680894326448276 0.04469969938311649 0.13666400653225982 7.594665050506592 54191.375 0.9698156687043191 0.03760309432747049 0.12016911628019715 7.697556018829346 False 5 3400 9.844 21.73 11341.2 0.9547169436026826 0.09139150171113344 -0.25894579989969857 6.469490051269531 21601.33 0.9566003144058101 0.08429084525218455 -0.2917444212450735 6.687839984893799 False 5 3500 9.663 21.71 11591.511 0.9547119682611872 0.08763208308099646 0.1013490581014542 5.88418436050415 23365.303 0.9563696033618235 0.08256769128705037 0.06976106988756786 6.083187580108643 False 5 3600 9.732 21.76 22262.559 0.9589460190323686 0.06445969868770754 0.41658720326291226 5.006652355194092 36696.96 0.9620478731174629 0.053945411625603845 0.4225720688735226 5.187773704528809 False 5 3700 9.396 21.7 11355.854 0.9459810605198693 0.10097786850167348 0.1303972886247018 5.409488677978516 19547.643 0.9496039189066904 0.09011028892358812 0.10826259153129858 5.669180393218994 False 5 3800 9.598 21.73 10949.234 0.9610110575891762 0.06599448676361244 0.36363044208676654 5.013066291809082 32316.021 0.9621056046837935 0.06300015288676668 0.36011993509721457 5.237667560577393 False 5 3900 9.735 21.55 10222.094 0.9562835866657308 0.08580142252722042 -0.043252181086802746 5.733445167541504 22590.18 0.9581840342131596 0.0799688199043902 -0.0816273288760768 6.010819911956787 False 6 4000 9.901 21.98 9751.075 0.9483691912703174 0.10263257047575365 0.3320536248775109 4.887087821960449 22297.246 0.9510807288837876 0.09281700855121684 0.3301059566312499 5.080070972442627 False 6 4100 9.661 21.96 9261.753 0.9426968568033046 0.10384848065812571 0.35493306780212913 4.913125038146973 22371.893 0.9466231898963285 0.09268363021331615 0.36513524951652876 5.074429035186768 False 6 4200 8.792 21.8 10623.6875 0.9396560151366348 0.10702528395974968 0.44061514933059137 4.4379987716674805 19424.889 0.9440473142176949 0.09527599300053728 0.4528754231872029 4.547959327697754 False 6 4300 9.597 21.83 9998.846 0.9471085644114272 0.09735153137273628 0.4458691618029019 4.7293500900268555 20985.734 0.9494713039514053 0.0899517600197181 0.4560992881402161 4.826047420501709 False 6 4400 9.786 21.77 9172.463 0.9519117040652219 0.08126194454346496 0.4308676046708777 4.947501182556152 22095.326 0.9544707771743527 0.07589388368677515 0.4396573096511924 5.055479049682617 False 6 4500 9.858 21.76 10988.679 0.9412824758461416 0.10589318118873317 0.4752839371753793 4.520514011383057 19192.158 0.9444970128565998 0.09806955728742676 0.4870657576299898 4.590874195098877 False 6 4600 9.749 21.82 11492.892 0.9455950575646179 0.10704046768022751 0.3809791123635161 4.983676910400391 22269.027 0.9496035497758525 0.095540493916125 0.3752540477802072 5.18501615524292 False 7 4700 9.719 21.75 12855.215 0.9668929536119883 0.06840626168389355 0.4653329090092379 4.678134918212891 33790.863 0.9668926008075042 0.06432627381640095 0.4641364715838956 4.8325910568237305 False 7 4800 9.846 21.87 11506.914 0.9533362434533318 0.08355118751827392 0.24135105715937713 5.2205705642700195 19428.908 0.9558450156287769 0.0735704772376079 0.19915811424894206 5.482723712921143 False 7 4900 9.722 21.77 10043.354 0.9461323438203368 0.09818404055769445 0.4101438113486448 4.7011895179748535 19128.57 0.9489360853046808 0.08927861355547044 0.40770441824870096 4.872363090515137 False 7 5000 9.778 21.74 10134.253 0.942867293324347 0.10822236308282392 0.43882530589948876 4.541712284088135 19867.83 0.9457821454064668 0.09917675535780501 0.44533863125722706 4.669454574584961 False 7 5100 9.628 21.87 9821.938 0.954879438762537 0.07534427343718034 0.16398787566216944 5.36535120010376 24271.438 0.9569482119577465 0.07096313213191767 0.15969594434841988 5.578799247741699 False 7 5200 9.649 21.52 8738.709 0.9404192631089179 0.10897641554163166 0.4560020215163449 4.371625900268555 15806.084 0.9445592120496635 0.09585385658358325 0.46075665195407206 4.511913299560547 True 7 5300 10.14 21.72 9114.004 0.9318693394959983 0.11625557161554044 0.48612533493836774 4.208239555358887 16025.121 0.937580257974941 0.10211797934221793 0.496252458533353 4.31815242767334 False 8 5400 9.724 21.65 9592.568 0.9502501210604319 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0.10462714462559819 0.5078133639256324 4.911155700683594 False 12 8000 9.735 21.65 8051.7935 0.9326101692176143 0.12797795601010045 0.5028817711933813 4.374213695526123 18370.873 0.9386973721996609 0.11066378520334429 0.5177786919843343 4.46306848526001 False 12 8100 9.615 22.03 8503.489 0.940889116641733 0.12307704723919127 0.48127037649055715 4.633933067321777 21118.5 0.9463295127683171 0.10471475899671172 0.4962309275322763 4.713155269622803 False 12 8200 9.714 21.51 7594.2524 0.9272947655386716 0.1302649290807763 0.48126577158947864 4.2202301025390625 18482.162 0.9349190526956278 0.11189485299399866 0.4965091174853022 4.29869270324707 False 12 8300 9.62 21.73 7250.0083 0.9264170382890968 0.13841757921228304 0.4859878296056918 4.222384452819824 17800.656 0.9338546499639384 0.11920058892339215 0.5035947200843489 4.284600734710693 False 12 8400 9.716 21.72 7433.541 0.9219352166270158 0.14433627171962304 0.5073188814060243 4.085581302642822 15987.474 0.930825701784518 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4.0418701171875 False 25 17000 9.68 21.88 6078.707 0.8859995082297735 0.21020046972029088 0.5867354340256605 3.6315858364105225 13712.896 0.9105924003075249 0.15384091263306246 0.5948620423331825 3.719722032546997 False 25 17100 9.801 21.62 5490.389 0.8981292561941613 0.18767422956411467 0.5621093389478595 3.8031063079833984 11671.715 0.9202560339991616 0.1364805147319989 0.5740198363648805 3.8768985271453857 False 25 17200 9.85 21.76 5999.1187 0.8829141836080543 0.2135043126161261 0.5865075749163894 3.622185707092285 12723.329 0.9097621245244607 0.15435023831626846 0.5957354483885997 3.701446056365967 False 26 17300 9.681 21.76 6124.551 0.8915667544955759 0.20407184636417566 0.586607822958713 3.684282064437866 14756.874 0.91652370683004 0.14472114506274272 0.5954231150108134 3.769904136657715 False 26 17400 9.81 21.54 5955.156 0.8893995209534986 0.20884612441307027 0.5927468891944667 3.674081802368164 13442.407 0.9146851635196578 0.14947670510037506 0.60290330568706 3.754754066467285 False 26 17500 9.77 21.76 5460.355 0.8933614794530567 0.20471133461057917 0.5880643110920838 3.6843039989471436 13763.418 0.9173720112826994 0.1468472052221823 0.5922940135903317 3.7949891090393066 False 26 17600 9.694 21.9 10257.129 0.8813706241834763 0.20684221722831736 0.5876798554334335 3.6127355098724365 12382.054 0.9090220516969637 0.14749842738175106 0.5950516786442567 3.7037644386291504 False 26 17700 9.81 21.51 6306.7656 0.894977946225674 0.20822901025578475 0.5908120616303982 3.6924803256988525 13298.615 0.9179362729546284 0.15221632616356115 0.5986314603526365 3.783292770385742 False 26 17800 9.585 21.75 6952.911 0.8906470117744231 0.18976096017778962 0.5869250211446803 3.8417975902557373 12069.428 0.9152944205676142 0.13500494945451402 0.5994480291183895 3.882772922515869 False 26 17900 9.718 21.46 7207.3447 0.9183757201455394 0.17018251643735718 0.5686842958481083 4.137278079986572 15375.956 0.93346726171256 0.12347124532681884 0.5796812470543553 4.220512866973877 False 27 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9.864 21.69 5515.2563 0.8789529502939962 0.21726903786373641 0.5963419838318262 3.5462992191314697 12656.906 0.9060911883563842 0.15698117695733235 0.6047444974876072 3.626593589782715 False 27 18600 9.651 21.88 4622.742 0.8810622159424722 0.22283946428827076 0.5983145763475439 3.57673716545105 15402.597 0.9084067760357692 0.16063934372564018 0.6055573685791609 3.6688737869262695 False 28 18700 9.818 21.75 4809.122 0.8856461747339239 0.21062615125271594 0.5863427153345585 3.6313769817352295 14614.471 0.9106190504576218 0.15287630869393146 0.5961411090462975 3.6999661922454834 False 28 18800 9.822 21.77 5474.04 0.8736548565369887 0.2279152178426844 0.5985279307915775 3.5499796867370605 15107.197 0.9051141968384204 0.15932595526873627 0.6040580254300657 3.648174285888672 False 28 18900 9.732 21.71 5665.9795 0.8731801402777886 0.22552777777948965 0.5933579264709425 3.577364683151245 12044.568 0.9055576187085732 0.15572548876758585 0.5975317262162454 3.6863880157470703 False 28 19000 9.164 21.51 5736.068 0.8772202123124806 0.21980430396806383 0.6001160767972608 3.543588399887085 12405.947 0.9089801089212862 0.1513562797673673 0.606276153518845 3.6294822692871094 False 28 19100 9.65 21.78 4779.225 0.8810526384544548 0.22511964782387917 0.595662317940731 3.621656656265259 12880.804 0.9114900281891488 0.15411885235690734 0.599667569288011 3.7345194816589355 False 28 19200 9.83 21.57 6231.0005 0.8733537000569245 0.224297325451344 0.6009845486186368 3.5765719413757324 13031.042 0.9079483909392705 0.14804293749309008 0.6047844416954306 3.686655282974243 False 29 19300 9.81 21.76 5260.743 0.8859447913863665 0.22674254885489933 0.5966078576769711 3.5858163833618164 16900.213 0.9133710764877822 0.15654297826758282 0.6039122767723015 3.678422689437866 False