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 2.35 16.93 148400.89 0.9805325364161972 0.002406562257842242 -0.3442612079517287 6.738346576690674 90601.6 0.9791125660832242 0.006828429513328202 -0.39118592186506485 6.473499774932861 True 0 100 9.753 14.9 35383.715 0.9743921533499165 0.026200182709678863 -0.4916183230779205 14.135183334350586 13716.405 0.9729820209654647 0.030785625401644794 -0.5465621388704038 13.39559555053711 True 0 200 9.767 14.5 25198.244 0.9712765254721125 0.03668894543320694 -0.4424253898709899 17.821123123168945 11937.498 0.9710918897612545 0.03897865414456677 -0.49663895250748724 16.978212356567383 True 0 300 9.797 14.43 26003.559 0.9688744541077952 0.04575795393289606 -0.4579704161515783 7.48962926864624 11432.525 0.9691694990805246 0.04570562713298189 -0.5129115327557141 7.208219051361084 True 0 400 9.673 14.9 24635.05 0.9720252006353531 0.031500333093322265 -0.008056726326121583 12.53168773651123 12958.072 0.970848229304188 0.03524799903386313 -0.056125545408069216 11.853476524353027 False 1 500 10.21 14.64 31231.72 0.9723680500029495 0.030970497518374232 -0.41669667871486205 7.431753635406494 12381.974 0.9736806790493676 0.027643318257110167 -0.47612922968868965 7.260124683380127 False 1 600 8.162 14.93 30070.633 0.9725436822075955 0.030411210004912852 -0.5034023504320321 7.9564900398254395 12524.961 0.9743943653475257 0.02558904577352107 -0.561803573057894 7.702012062072754 False 1 700 9.404 15.57 29199.799 0.9787351248773205 0.015035358054768579 0.09142523528917473 14.432182312011719 13566.932 0.9807503305929584 0.00950297612692271 0.12062566514862831 13.650619506835938 False 1 800 9.455 14.4 41757.13 0.9803280174335565 0.016598180251629183 -0.3008241817589068 10.034879684448242 16498.04 0.9827368624437542 0.01057040835202045 -0.383171239443657 9.424056053161621 False 2 900 9.351 14.71 22485.916 0.9647575520925777 0.06080771029841491 -0.4261038584283056 7.317746162414551 10896.018 0.9655728486460301 0.05824034463850183 -0.5131881886309415 6.913759231567383 True 2 1000 9.779 14.85 22402.6 0.9715093700813586 0.03703468570981919 0.1287021653128716 9.343688011169434 11854.611 0.9730315513606046 0.03270698608184524 0.17909294952333535 8.719921112060547 False 2 1100 9.418 14.64 19079.451 0.9596316881243966 0.06969861776757155 -0.11671184736463837 6.945721626281738 10585.842 0.9598255503689296 0.06910312634954548 -0.1693947561805543 6.466756820678711 True 2 1200 9.768 15.58 23079.611 0.9597247658787694 0.06288312561520834 -0.4984244114194158 8.369752883911133 10565.081 0.9613984225779715 0.05875685229760795 -0.5562637781872837 8.214106559753418 False 2 1300 9.481 14.4 18862.621 0.955208586037542 0.08011192109102871 -0.1669199570868216 6.56443452835083 10210.976 0.9562848530566664 0.07757202784302346 -0.21567659477917187 6.1368489265441895 True 3 1400 9.821 14.83 18944.43 0.9566073427184252 0.07845289965778933 -0.2464770420205019 6.863070011138916 10028.612 0.9570972587721045 0.07789951872400458 -0.32750738594397416 6.508716583251953 True 3 1500 9.82 14.64 18920.059 0.9589865373745996 0.06578647903701877 0.13359123925121402 6.207521915435791 11321.218 0.9585989565365731 0.0664322220798512 0.23231504768600367 5.662203788757324 False 3 1600 9.43 15.18 24764.639 0.9727856613809682 0.03343999773903224 0.38076484320459303 10.17418384552002 11935.547 0.9751077811976464 0.02645435943689289 0.4981104057455288 9.549943923950195 False 3 1700 9.164 15.57 18946.12 0.956472735962332 0.07406633753974162 0.10508804856298858 6.1838507652282715 9944.631 0.9584403199834624 0.06978263924386002 0.1912569022397125 5.713903427124023 True 4 1800 9.838 14.5 25523.875 0.9794600314368382 0.01497266271324625 0.493358256363933 14.4835786819458 13930.3125 0.9809243567054964 0.010959677944119504 0.5650219727648518 13.707860946655273 False 4 1900 9.578 14.75 24818.13 0.9745104794598961 0.026348746200690276 0.30214422725692697 8.830790519714355 12806.19 0.9769851027143227 0.02038677289677468 0.35983151723260315 8.199474334716797 False 4 2000 9.425 14.52 21605.072 0.9638355728839337 0.05345431061429334 0.04185919692048625 6.22878885269165 10536.065 0.9656227165219718 0.04873683853560493 0.06890819779747126 5.778295516967773 False 4 2100 9.439 14.76 23732.018 0.9629332960412614 0.05461491169477534 0.27374009001353533 5.710847854614258 15021.617 0.9611540784115681 0.05849299921302055 0.353038278702692 5.212093353271484 False 4 2200 9.428 14.52 23511.262 0.9712906459388356 0.0345651565915512 -0.362304191511663 7.015530586242676 11662.661 0.972909419684036 0.029169227599462777 -0.4399464405976374 6.584646224975586 False 5 2300 9.57 14.75 29716.822 0.9756680238105 0.025250608880559137 -0.39960182934522265 7.681273460388184 14086.212 0.9783316876747252 0.018969181904290068 -0.48211576998939915 7.2235870361328125 False 5 2400 9.425 14.8 24167.43 0.9727974352218068 0.029460480703679473 -0.3990480213016886 7.16495943069458 12284.166 0.975390666608725 0.02264667953489938 -0.4996515069891152 6.733281135559082 False 5 2500 9.419 14.75 17212.885 0.9536557108942507 0.08254000225903373 -0.5029869941420838 6.885797500610352 10016.95 0.9553489700833765 0.07943263048377235 -0.5806885531686216 6.583117485046387 False 5 2600 9.447 15.12 16138.665 0.9500928515076923 0.08647798349908477 -0.3129242095262717 6.526501178741455 9881.248 0.9519277028910609 0.0819063908615554 -0.4154390257426423 6.142361164093018 True 6 2700 9.775 14.41 48190.508 0.97549859995797 0.02923082345517319 0.3501486687217166 6.754014492034912 16482.459 0.9786760515545235 0.021777887272920814 0.42027294179247515 6.270029544830322 False 6 2800 9.434 14.72 18406.879 0.9595401536430244 0.07647432150310589 0.06588406236754159 7.005040645599365 10191.628 0.960082185791959 0.07477200560833255 0.07870026828084346 6.518355846405029 False 6 2900 9.447 14.37 20451.053 0.9579344402720872 0.06639379512233576 0.03665553121731206 6.461617469787598 9876.619 0.9608020026098893 0.060199818276383335 0.08032378851998054 6.096516132354736 True 6 3000 9.839 14.92 59924.344 0.9790285399185058 0.019633474455451386 -0.0451174162682795 10.903929710388184 21084.143 0.9815033852669878 0.014650098287248434 -0.13159139628066063 10.289894104003906 False 7 3100 9.444 16.11 17229.912 0.9559458832958934 0.07104325487213871 -0.39758238617597275 6.556047439575195 10565.498 0.956021434063941 0.07125491453541855 -0.4791511338418645 6.276652812957764 False 7 3200 9.457 14.8 17594.486 0.9599384031275917 0.062197021372645045 0.39333078053827747 5.776528835296631 11812.116 0.9603104073315786 0.06208037744219355 0.431271477256866 5.345617294311523 False 7 3300 9.462 14.77 42024.586 0.9670152467168278 0.04822844928591953 -0.25329583517642634 7.282269477844238 27319.875 0.9658957849067689 0.05069690216304963 -0.3389044237349504 6.888958930969238 False 7 3400 9.363 14.45 22931.055 0.9675929268121687 0.04338427706728334 -0.46317058445879605 7.457431793212891 11603.082 0.9704948578589176 0.03613662466860168 -0.528592177815212 7.3179168701171875 False 7 3500 9.426 14.77 22687.607 0.9710805575542799 0.034477945970489386 0.22321828454426035 5.989770889282227 12147.487 0.9739010338041878 0.02699584904960571 0.2745771918017209 5.616327285766602 False 8 3600 9.357 15.07 16369.749 0.955606306277526 0.0806910186111589 0.04389970768084928 6.132915019989014 9914.612 0.9581507663470188 0.0745749855342859 0.04962969494181137 5.757944583892822 False 8 3700 9.431 14.98 16622.408 0.9529105995114882 0.08269820921517773 -0.24279495339131899 6.449036598205566 9821.6455 0.9557217172991422 0.07646898795216972 -0.2961507613835008 6.062294960021973 True 8 3800 10.12 14.74 15944.843 0.9542769812118949 0.07693537439075906 0.04080677410616065 6.197719097137451 9904.304 0.9560467031197817 0.07222016929073849 0.08869181701079205 5.772388458251953 False 8 3900 9.318 14.64 15461.895 0.9487010185216012 0.08687771323143556 0.21923187708426392 5.964715957641602 9546.005 0.9513435324452907 0.08047701933355565 0.3203046929843951 5.544731616973877 True 9 4000 9.691 14.75 15343.695 0.9443330547799451 0.09541149856458014 0.39989350505217963 5.54868221282959 9170.537 0.9479859603964899 0.08704650526341458 0.4836531009873265 5.082553386688232 True 9 4100 9.811 14.77 17693.293 0.9463954763424731 0.08713940835439324 0.4628551204555009 5.228113174438477 9402.946 0.9485501152510829 0.08095473768780528 0.5174991119754774 4.767334461212158 False 9 4200 9.412 14.75 17312.725 0.9478737916072945 0.08881645267357124 0.46725255167049135 5.010908126831055 9138.231 0.9521085479390214 0.07921950511770808 0.5203189935711491 4.504335880279541 True 9 4300 9.866 14.74 18905.37 0.9451305607661862 0.09309142561202981 0.45484905117172675 5.05034875869751 8963.03 0.9500160944396697 0.08325913469506004 0.5103293577371808 4.534879207611084 True 9 4400 9.886 14.74 16742.387 0.9456016838715091 0.10218123408361265 0.4774389413348113 5.114199161529541 8851.454 0.9490704755933569 0.0925335514770837 0.5315192984072168 4.6003289222717285 True 10 4500 9.758 14.56 18825.32 0.9400877877497906 0.10302157983295591 0.4711486301646548 5.124566555023193 9012.814 0.9433960435913579 0.09420373220422197 0.5326540376368677 4.617650508880615 False 10 4600 7.997 15.32 18286.084 0.9351444760619954 0.11353202920401056 0.4796160637921661 4.812085151672363 8430.035 0.9404434673596165 0.10186099205757806 0.5370195837771315 4.253603935241699 True 10 4700 9.601 14.64 19431.646 0.9518235123400347 0.08084012749071856 0.4710727566364817 4.934354305267334 9192.291 0.9572810654306021 0.06737687232827097 0.5292353488349824 4.397521018981934 False 10 4800 9.38 14.5 15797.899 0.9394575980365252 0.11523545496101 0.47842928273757085 4.897042274475098 8428.325 0.9445689262910104 0.10336537455228419 0.5306179571441784 4.371461391448975 False 11 4900 9.309 14.48 16330.5205 0.9345481991901697 0.11725936827558159 0.4646123003677952 4.943594455718994 8381.09 0.9405603064727323 0.10401581100060478 0.5209368868340408 4.3976640701293945 True 11 5000 9.774 14.74 15035.511 0.9360198319296951 0.11946989654782528 0.47840090534752416 4.824613571166992 8261.178 0.9420416082239286 0.10598711094856943 0.5277013697177818 4.2811808586120605 True 11 5100 9.802 16.18 15467.998 0.9347233596610036 0.11817428290531191 0.4831537261282368 4.736931800842285 8125.455 0.9411416902083019 0.10361884228111444 0.532614709716153 4.189255714416504 True 11 5200 9.819 14.79 15393.367 0.9503994604477879 0.11609140930448743 0.4659382036825658 5.957604885101318 9156.166 0.9532527726602096 0.10564837466696052 0.516470338016599 5.4678239822387695 False 11 5300 9.445 14.38 14318.531 0.9315998660408232 0.1221359963229216 0.4818706295744761 4.80026388168335 8395.127 0.9376950221480652 0.10872993284321664 0.5359064092547091 4.2360405921936035 False 12 5400 9.474 14.77 14379.132 0.9315764871732765 0.12685490122363244 0.48333253235525675 4.798449516296387 8415.019 0.9371839846746245 0.11314005742056137 0.5357522405439764 4.260852336883545 False 12 5500 9.428 14.82 15596.929 0.9293241916258811 0.1281320610142815 0.4944840941916019 4.703439712524414 8082.473 0.9367484351569448 0.1117535268889522 0.5464725236873368 4.149587631225586 True 12 5600 9.812 15.79 17038.115 0.9430180614763768 0.1032272836105541 0.48352613346866785 4.932560920715332 9085.591 0.9493251439295024 0.08759148614796698 0.5219784218854527 4.4571123123168945 False 12 5700 9.433 14.76 15837.405 0.9486582069700007 0.10409317081137744 0.47510135562329153 4.867362022399902 9006.506 0.952898149626626 0.09110485580502814 0.5121904899599582 4.387197017669678 False 13 5800 9.381 14.73 14761.743 0.9334062020997221 0.11551352014307391 0.4921507529032866 4.703561782836914 8648.607 0.93952839148317 0.10106031135472675 0.5322897545009448 4.199814796447754 False 13 5900 9.453 14.76 14461.269 0.933625137501703 0.12701497641598852 0.49157456077335004 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5.768457412719727 8507.421 0.9457002346103329 0.10935107292076741 0.5464841282439905 5.2549285888671875 False 15 7000 9.396 14.68 14141.855 0.9313848843334299 0.1349434375473963 0.48464405664377525 4.926214694976807 8308.66 0.9389200069325688 0.11623800454101507 0.5442738475980489 4.386740207672119 False 16 7100 9.377 14.51 16005.149 0.9359167076321045 0.11742770642724283 0.49746310168137164 4.663342475891113 8461.181 0.9431391411332721 0.10061737177938572 0.5441488510629059 4.126470565795898 False 16 7200 9.263 14.68 26869.521 0.9696988947697981 0.041737836939271716 0.48084254236762175 4.833021640777588 13281.574 0.9755108229391314 0.027486080194858983 0.5250116428828298 4.327970027923584 False 16 7300 9.453 14.74 13991.468 0.9263389822814168 0.12823982919421678 0.4931713185639038 4.714051723480225 8100.9077 0.9360041374410182 0.10616054087410061 0.547173127451728 4.14585018157959 False 16 7400 9.413 14.39 15705.031 0.9429521051651344 0.11661651993064992 0.4887674863514531 4.849552631378174 8697.627 0.9502435280264889 0.09633851288342331 0.547089069004411 4.296522617340088 False 16 7500 9.406 15.29 15742.048 0.9255941716432864 0.13360023374512067 0.4925828337623643 4.975124359130859 8258.871 0.9358561314232283 0.11035745180361273 0.5547638116375725 4.431179523468018 False 17 7600 9.424 14.37 14954.075 0.9242829716615688 0.1320608632602462 0.48136845373584247 4.968196392059326 8017.255 0.9345616113426211 0.10987467367997587 0.5519299763674475 4.38299036026001 True 17 7700 9.879 14.81 14090.607 0.920185998594781 0.143226307045541 0.49898833262786785 4.679999351501465 7766.0254 0.9321492890805724 0.11676068960118276 0.5599508881190949 4.0884270668029785 True 17 7800 9.827 14.75 14522.91 0.9240384980801521 0.13976091851419692 0.4946085751451256 4.65402889251709 7780.8384 0.9338696701754138 0.11859097061545296 0.5451038038523592 4.086642265319824 False 17 7900 9.395 14.8 12925.63 0.9323881936270728 0.13838355286382514 0.4886711668727149 4.759681224822998 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0.9387502116384893 0.11523775711148673 0.5645468325794016 4.331717014312744 False 19 8500 9.425 15.52 17347.275 0.9212157342256803 0.14837284612802143 0.5153856275948534 4.630709648132324 7549.5933 0.932028509963236 0.12288956849676846 0.5686222652449942 4.0620646476745605 False 19 8600 9.478 14.8 17752.86 0.9143440722617607 0.15602233329873516 0.5114627409830453 4.535325527191162 7434.6875 0.9267538755264493 0.12844607101487496 0.560336332747896 3.9594767093658447 True 19 8700 9.916 14.78 15719.79 0.9233237010217163 0.14089036578782688 0.4890567786963041 5.098957538604736 8672.475 0.9335646858342755 0.11501510975699222 0.5547910166754098 4.51004695892334 False 19 8800 9.402 14.38 15667.143 0.9248566450964043 0.14712837043211413 0.5094784748050056 4.683395862579346 7849.705 0.9349105572639018 0.12349206625397975 0.5614303829423962 4.137404441833496 False 20 8900 9.368 14.87 18378.635 0.9132173654079568 0.1463702027474843 0.5056742720676666 4.660048007965088 7816.6426 0.927081023370069 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0.5613246231655443 4.1361918449401855 True 22 10000 9.828 14.9 12245.689 0.908221577070197 0.1700277693646641 0.5187378349702596 4.5096001625061035 7294.184 0.9232098634613665 0.1361406928068485 0.5680569896287764 3.9453623294830322 True 22 10100 9.828 14.45 13842.048 0.9027711992476841 0.17377306468365336 0.5175929814939442 4.503453731536865 7083.1855 0.9210357422280077 0.13544648144102886 0.5609084544290818 3.962376594543457 True 23 10200 9.933 14.36 13637.538 0.9027116354193694 0.1746132207254988 0.52438880683218 4.456104278564453 6970.927 0.919833557695797 0.13790942154140354 0.561383238449853 3.9529831409454346 True 23 10300 9.797 14.59 12760.236 0.9088809370348919 0.17556498375409407 0.5292543212200713 4.4789323806762695 6967.606 0.9256748878408613 0.13638120329353798 0.5690281699931957 3.968203544616699 True 23 10400 9.788 14.74 12495.615 0.9079043122226469 0.1810638720473959 0.5274747922653841 4.545368194580078 7328.0264 0.9227837011436482 0.14446810645078265 0.5716447474523481 4.01685094833374 False 23 10500 9.463 14.78 13320.657 0.9019934554641025 0.18443199949873892 0.5330179091502486 4.559365749359131 7091.4316 0.9199842803552192 0.14280869776537194 0.5746648468500376 4.045886516571045 False 23 10600 9.49 14.73 15344.687 0.9174800180169822 0.15996534145738034 0.5028351344566633 4.779400825500488 7567.683 0.933964982109874 0.11847660993051712 0.5548504209240768 4.247384071350098 False 24 10700 9.4 14.78 12726.937 0.9009888269962525 0.17860683420826318 0.5098370002855718 4.547660827636719 7028.589 0.9216411218852836 0.13210605266507106 0.5537718420403649 4.005588531494141 False 24 10800 9.403 14.49 15931.291 0.9045282335141689 0.16276282269796466 0.5151753838023574 4.588881969451904 7281.846 0.9204101448116666 0.12582413880648086 0.5566819000326023 4.039953708648682 False 24 10900 9.405 14.58 12225.497 0.9159155848703614 0.17045127995277742 0.5170782836081059 4.63406229019165 7482.2217 0.9295691291133874 0.13360900601947337 0.5677140592871297 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False 26 11500 9.405 14.36 14718.094 0.911553185890776 0.18736905335672135 0.5287217218563576 4.846329689025879 7417.889 0.9289992337451145 0.14094977631781527 0.5773771906695263 4.311497211456299 False 26 11600 9.59 14.76 11994.752 0.9290472531784099 0.1276743639167185 0.49621407675222007 8.006311416625977 9017.034 0.938531465897265 0.10215175806397096 0.573269176970863 7.31146240234375 False 26 11700 9.42 14.85 12027.426 0.9094643802564641 0.16711627037229046 0.5203850571550396 4.725734710693359 7557.507 0.9240454615414669 0.1321862200077649 0.5679214672010212 4.191230297088623 False 26 11800 9.365 14.73 11507.881 0.9219596266544614 0.1685890635952837 0.513237881235152 5.057114601135254 7666.5166 0.9348540911106438 0.13211471210228057 0.5629684696076629 4.525351047515869 False 26 11900 9.443 15.21 12079.099 0.906801486009227 0.17267124897290076 0.5157429925633862 4.554912567138672 7256.7373 0.9258179505924671 0.1291836240424448 0.5639314199149088 3.980968475341797 False 27 12000 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0.8873420306420947 0.2031448304397297 0.538803301419827 4.363678932189941 6837.9893 0.9152652529930027 0.14255148590182645 0.5824582545317005 3.8162689208984375 True 29 13100 9.873 14.69 12255.809 0.9055460835970336 0.19540256121822785 0.5384740976792762 5.404165744781494 7559.718 0.9265929065419602 0.139741333165833 0.5855720777422999 4.854538440704346 False 29 13200 9.496 14.77 12826.396 0.8908463790133593 0.20345677272496937 0.5415403594564795 4.349116325378418 7159.4795 0.9177757357413251 0.14151259355942306 0.5898579707743108 3.7751882076263428 False 30 13300 9.368 14.79 12143.644 0.8812206963193793 0.21119662429477765 0.548980064046949 4.306910991668701 7155.4893 0.9105312719842711 0.14716038574088303 0.5910171398655795 3.7667956352233887 False 30 13400 9.419 14.97 12090.555 0.8831229171660441 0.2132264668148857 0.5354123572812225 4.439872741699219 6878.259 0.9133724838167386 0.14728373393171437 0.5712627539669489 3.950361728668213 False 30 13500 9.498 14.71 10958.44 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