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 2.9 29.8 15813.055 0.9945303947687935 -0.00612690433735978 -0.3701477995947691 277.43524169921875 12276.52 0.9950179015067838 -0.005823312234458053 -0.46087564440164824 281.7629089355469 True 0 100 9.927 15.81 1967.6727 0.9914668133368835 0.010421075684801457 -0.2318732688976591 12.539374351501465 1099.5109 0.9919670066025084 0.011076582118545678 -0.3244198481996837 11.701128005981445 True 0 200 10.06 15.77 1577.4863 0.9891425689450377 0.021929054727434606 -0.2049002131447352 3.8200645446777344 966.8804 0.9895824748098395 0.02252949184083271 -0.29785210435492665 3.619534730911255 True 0 300 10.07 17.55 1501.7006 0.9893936349375637 0.02886911526690706 0.3870976584284912 3.485579252243042 972.58826 0.9900327975808668 0.028883465076343498 0.4720235433391881 3.233337163925171 True 0 400 9.89 16.44 1484.4333 0.9873324236292429 0.03181285245856244 0.37769037244938325 3.2895658016204834 928.07745 0.9878246060817912 0.03176231351443344 0.46339258910523107 2.9427528381347656 True 1 500 10.95 16.13 1211.7446 0.9865707731618165 0.0370509301824332 0.37120261197440724 3.366560697555542 901.8601 0.9874961903037353 0.03475293285095489 0.45598191943392047 3.016608238220215 True 1 600 9.36 20.0 1232.5774 0.9848939930811789 0.03737363576199821 0.37642325964648693 3.2645466327667236 912.57935 0.9858772101609882 0.03532325566400128 0.46278429244502717 2.896639347076416 True 1 700 10.12 16.87 1841.9136 0.9848451200525613 0.03148940431603594 0.37489909818288264 3.2625484466552734 1089.3107 0.985719961635675 0.027210161222854235 0.458448002522817 2.8939356803894043 False 1 800 9.644 15.86 1652.7864 0.9890535762823617 0.01791532827853544 0.33331456686341715 6.854439735412598 1264.3821 0.9897002455596269 0.018524396806422205 0.39657316807638926 6.274057865142822 False 1 900 10.45 15.71 1550.8672 0.9894478008623991 0.0177455955317067 0.37776596781048216 3.389765739440918 1318.5787 0.9907051129952065 0.016085350098915173 0.4581683864678652 3.0877468585968018 False 2 1000 9.632 17.1 1215.0526 0.9863686313465954 0.026343981559700577 0.3794548943887198 3.3110713958740234 1020.89014 0.9879119776202933 0.023327515661426927 0.4617903575069339 2.9800069332122803 False 2 1100 10.02 16.1 1504.8308 0.9801555158915999 0.045693511694052655 0.3797567042067287 3.276186227798462 858.6498 0.9823169689149213 0.03736873613028346 0.46070671814241243 2.9143753051757812 True 2 1200 9.915 15.98 1375.0004 0.9795411398862662 0.04629604321504992 0.3818446487093429 3.4425930976867676 839.6706 0.9821549283291717 0.0366445445369445 0.45784576880073263 3.1128170490264893 False 2 1300 9.774 15.91 1393.041 0.9805994618481527 0.03820789197393588 0.3946150870103003 3.4043092727661133 870.19183 0.9834954227413459 0.03076803026289471 0.4716914257651331 3.130549192428589 False 2 1400 9.585 15.9 1496.8773 0.9826208295603739 0.03615113803025569 0.37223745501304667 3.69296932220459 905.7265 0.9835535693473737 0.033525385106419954 0.45259165175325067 3.338341236114502 False 3 1500 9.396 15.72 2765.439 0.9898323556294811 0.0191452213609832 -0.24510200776480354 4.1832098960876465 2223.4543 0.9909288045415299 0.01773879591856478 -0.35410273065528225 3.896184206008911 False 3 1600 9.627 15.66 1491.3135 0.9885618933094658 0.021406163895573 0.3697336105457763 3.4926273822784424 1229.5339 0.9904548224061083 0.01754408997437202 0.45406695103835504 3.2147510051727295 False 3 1700 9.391 15.89 1319.6401 0.982958685078529 0.04330666169375303 0.3573119300635601 3.3907876014709473 913.3032 0.9837351677569994 0.03906925701498733 0.44021191055857173 3.0903406143188477 False 3 1800 9.575 16.05 1162.524 0.984297514471465 0.03335648871932278 0.3641680086395161 3.4483094215393066 950.13416 0.9863020717598313 0.028421475298459228 0.4459090324890483 3.068603038787842 False 4 1900 9.554 17.68 1025.9187 0.9783895859253633 0.053181870145284534 0.37003644407175734 3.2577412128448486 811.31415 0.9810118545198759 0.045852626517851804 0.4499115217311962 2.8801558017730713 True 4 2000 9.86 16.05 1050.2538 0.9788633036004515 0.051911507654990606 0.38823027264697 3.2443442344665527 829.652 0.9816661050083865 0.04401600374183405 0.4618731862808726 2.9073095321655273 False 4 2100 9.572 15.77 975.86346 0.976297172185125 0.05985560837539102 0.3910429423319247 3.218841075897217 782.0101 0.9791183069090899 0.05174362674054603 0.4629417125740153 2.855253219604492 True 4 2200 9.596 15.94 984.549 0.979688947028295 0.056807777037747975 0.3669923638881801 3.2929654121398926 827.42474 0.9822731882057076 0.04707179320746857 0.450535513000441 2.9381799697875977 False 4 2300 9.178 15.89 943.79694 0.9759588027193504 0.06289362205623547 0.3791863417073845 3.254345178604126 772.522 0.9795323303256009 0.052246466260761786 0.45513045773427907 2.891932725906372 True 5 2400 9.67 15.96 1404.4293 0.9763433563584997 0.05771774158804534 0.3891293198788291 3.307025194168091 804.2374 0.980273507031315 0.047677807288861576 0.46206598740752153 2.9343578815460205 False 5 2500 9.558 15.99 1222.0631 0.9825640104581986 0.048341233020756005 0.3814933576995133 3.3296008110046387 872.8811 0.9839674017425782 0.042719438181502506 0.4630713843834245 2.9604711532592773 False 5 2600 9.43 16.54 1167.6233 0.977365013147232 0.04985555871110608 0.38044308319418246 3.2797114849090576 871.7272 0.9800033939739481 0.04105190289947321 0.4574369503344486 2.9255504608154297 False 5 2700 9.6 15.93 1061.5958 0.9736719363663179 0.06193951112602936 0.40382864434410004 3.166828155517578 773.34937 0.9771720030136521 0.0517965508589921 0.4800831224497411 2.7883052825927734 True 5 2800 9.85 18.39 1009.00305 0.9750303679922336 0.064342574020523 0.41028936160730156 3.286897659301758 777.22174 0.9788749484298062 0.05321524700981744 0.4801799988440632 2.9201974868774414 False 6 2900 9.476 15.76 865.68555 0.9703665975285994 0.06886613783773035 0.4184163111283935 3.1163887977600098 762.7527 0.974552193885961 0.05873028883896905 0.4855894974484092 2.7564127445220947 True 6 3000 9.929 15.78 1269.6516 0.97453935871529 0.06893631488585564 0.42881869007299883 3.218930721282959 773.00275 0.9779598432062461 0.05851534019644152 0.48812891897534016 2.857292652130127 False 6 3100 9.619 15.93 1260.9644 0.9734736011836975 0.06072506711261815 0.4401845476801039 3.0440502166748047 796.7707 0.9781791594492031 0.04832838162092121 0.5028178527697649 2.6893980503082275 False 6 3200 9.556 15.72 1215.0834 0.9706196647788421 0.07010100900240276 0.4484383914479037 3.051666259765625 749.44666 0.9757579183155447 0.05701177948256741 0.5109250558118767 2.7062551975250244 True 6 3300 9.671 15.96 918.81055 0.9767470639003438 0.0686397815707463 0.42551629781661826 4.212108135223389 776.1504 0.9793344499918573 0.059380118112557556 0.476134856696784 3.7755825519561768 False 7 3400 9.534 15.83 880.4898 0.9707339170311241 0.06887797932326278 0.4440449175017462 3.1166181564331055 735.94476 0.9737337918848402 0.0613831059432038 0.5050017093728162 2.7763941287994385 True 7 3500 9.756 16.95 818.0129 0.969164977452137 0.07139165648988675 0.45403874768722075 3.1072452068328857 727.3104 0.9732309379462116 0.062135143912597154 0.5145110136964738 2.759542226791382 True 7 3600 9.928 15.74 779.8874 0.968265033309633 0.06896220590121918 0.4722761017788715 3.115015745162964 760.3217 0.9744004085245771 0.05470433329080917 0.5295208097401576 2.793022394180298 False 7 3700 9.478 16.13 969.4678 0.9664136777068223 0.07586205442567583 0.4591279543352222 2.987352132797241 724.2741 0.9716264389348184 0.06538925396414833 0.5152022207979837 2.65598726272583 True 8 3800 9.921 15.53 1125.977 0.9748060137633547 0.08378484092095095 0.44212603640878567 3.1565356254577637 749.9433 0.97878578973005 0.07067809043285843 0.5088632984758935 2.8045010566711426 False 8 3900 7.976 15.61 1022.99817 0.9690151825247579 0.07775406695210982 0.44657156440461104 3.026137590408325 733.04254 0.9736086146541557 0.06666481260232587 0.5085196566361745 2.6750600337982178 False 8 4000 9.489 15.59 1003.40924 0.9651032081877566 0.08350987954034224 0.47189287097693994 2.9879777431488037 713.69336 0.9707436237595973 0.07021505754137906 0.5287731825264396 2.655853509902954 True 8 4100 9.948 16.4 945.38904 0.9684911494356762 0.0878631487232946 0.48578970870282395 2.8969085216522217 722.75085 0.9736600591295138 0.07296340419216965 0.5428881443732101 2.5534090995788574 True 8 4200 9.955 15.9 1034.4341 0.9625449247729517 0.08641695900102912 0.4831282166160588 2.9146382808685303 707.50146 0.9697889103382608 0.07071717454941458 0.5392334247545696 2.5682387351989746 True 9 4300 9.892 15.73 944.37305 0.972097440296527 0.081550328698453 0.40808367674179313 3.166080951690674 737.92804 0.9741014440595918 0.07176563919586826 0.48093297771670634 2.814999580383301 False 9 4400 9.378 15.6 748.3317 0.9655273471435354 0.08421992625621286 0.445814265345317 3.0222835540771484 706.6307 0.9704026947009423 0.06998954407493542 0.5101238842247386 2.6548664569854736 False 9 4500 9.587 15.52 795.61176 0.9621722438828534 0.08710173221397052 0.458303667177686 3.0030837059020996 700.0681 0.96863505514212 0.07161197168388586 0.52277611107319 2.6477556228637695 False 9 4600 9.456 16.26 885.41125 0.9710888506954254 0.0710341343615931 0.45127731106320396 3.021413564682007 764.68933 0.9756392750664752 0.05891806248277268 0.5157656261312394 2.6548280715942383 False 9 4700 9.775 15.96 736.4493 0.9618882515242878 0.09077028753296357 0.48023544235892335 2.9356424808502197 684.5859 0.9690487898537427 0.07323561874765341 0.5394485789416301 2.592151403427124 True 10 4800 9.71 16.64 955.183 0.9746262208818929 0.05874211207455997 0.4269501165738661 3.2235233783721924 818.88794 0.9794289541658183 0.044595394158685006 0.49712529752357826 2.9202375411987305 False 10 4900 9.097 16.23 667.7886 0.9656941460552492 0.08491078463183543 0.45033484675395347 3.181079387664795 699.9336 0.9723935368003878 0.06854187250378192 0.514366070116798 2.8248488903045654 False 10 5000 9.579 17.58 624.9741 0.9607003516244494 0.09532326417145308 0.4852940655388258 2.912601947784424 670.9979 0.9690328293795358 0.07538486902754209 0.5478202304005139 2.564702272415161 True 10 5100 10.06 18.69 765.0584 0.9590697031477912 0.09842020858178746 0.4729976363902704 2.9530386924743652 662.46716 0.966724448467931 0.08053502330619593 0.5351120116220952 2.5892059803009033 True 10 5200 9.878 19.36 730.45044 0.9632745906823782 0.10149582395223364 0.4524868358899303 3.0500786304473877 654.4083 0.969761175416277 0.0830103306729467 0.5198814391925233 2.672614574432373 False 11 5300 10.02 15.5 759.5918 0.9653275914680552 0.0887814257669528 0.47077076806000917 2.9552979469299316 708.3198 0.9727387493897617 0.07021533864883125 0.5380038456455029 2.5720572471618652 False 11 5400 9.853 17.55 772.72705 0.9710780456977537 0.07234752325526053 0.4774080053009088 3.0106146335601807 773.4917 0.9768496656465183 0.058647995329375556 0.5367180878212879 2.6823959350585938 False 11 5500 10.22 16.15 682.7346 0.9619932787085022 0.09337167564157817 0.494791137598952 2.939854621887207 673.4913 0.9694302524238801 0.07581207957843297 0.5533574793936739 2.5807528495788574 False 11 5600 9.476 15.71 699.5537 0.9596308751222354 0.09029642871855031 0.5009007168758823 2.854310989379883 699.5133 0.9692185752865938 0.06870642360942154 0.561727286557414 2.497236490249634 False 12 5700 9.3 17.15 674.75574 0.9575085805893018 0.10146250872960279 0.514265961322064 3.016043186187744 669.42566 0.9669718401739914 0.07928272419758782 0.5711395937629563 2.6795947551727295 False 12 5800 9.553 18.2 681.52997 0.9529558015418924 0.1028812111961056 0.5137811589799602 2.789994478225708 654.0376 0.9635403462412582 0.07990032945378595 0.568446859370947 2.454251527786255 True 12 5900 10.67 17.56 793.4443 0.9570494218378186 0.10392923876071326 0.49507229219588217 2.9092915058135986 656.2068 0.9667326280903064 0.08100712440697794 0.5534845238058008 2.5581045150756836 False 12 6000 9.605 15.53 648.6817 0.9633793525316667 0.08593984001529742 0.4841516752002481 3.045252561569214 688.9194 0.9710449131646395 0.06695711051829213 0.5493834399912858 2.6631293296813965 False 12 6100 9.808 15.88 588.0349 0.9573891330468968 0.09957717277904615 0.5118040476839104 2.8037257194519043 673.0845 0.9676348481516764 0.07510213033046377 0.572098145802566 2.454460382461548 False 13 6200 9.782 16.98 552.10614 0.9518672222437702 0.1136339096725714 0.5129994184227715 2.7837588787078857 630.9395 0.9627494884429696 0.087989309105665 0.570949429905125 2.428297758102417 True 13 6300 9.927 17.72 542.6912 0.9536572070684515 0.11728341495567428 0.5126784783180294 2.8365695476531982 627.69714 0.9645882122638743 0.09034745589355052 0.5705968578833909 2.4809939861297607 False 13 6400 9.538 15.92 537.938 0.9516455724662143 0.1169423745241233 0.522596860766421 2.7727138996124268 630.79285 0.9637572762199135 0.08842306177691141 0.579198640105704 2.4365479946136475 False 13 6500 9.554 16.1 717.80115 0.9551176186581978 0.10648052120080145 0.49754415072883595 2.8964383602142334 643.3866 0.966198025845138 0.08167794587090624 0.5529874028910262 2.5646862983703613 False 13 6600 9.447 17.24 668.6182 0.94803821111942 0.12076652512619844 0.5126349857144947 2.8542869091033936 609.5122 0.9608161011507454 0.09220108591644072 0.5672251777986317 2.5031321048736572 True 14 6700 10.06 21.14 629.17487 0.9509930541277765 0.12318726430814794 0.5244942257809239 2.804507255554199 615.75824 0.9630862178429606 0.09389846157172035 0.5785703082448099 2.45383620262146 False 14 6800 10.1 15.83 700.48895 0.9517569477169091 0.11345694914275113 0.5249184193986944 3.067425489425659 637.8234 0.9641843295039447 0.08424960725292309 0.5782136154423448 2.764883279800415 False 14 6900 9.806 15.34 722.9378 0.955747462458331 0.11502122481229309 0.5206512214653757 2.996248245239258 640.9841 0.9672515277685526 0.08601958652196606 0.5747358400825188 2.651012659072876 False 14 7000 9.443 16.27 660.52454 0.9498740023751 0.11944405431881938 0.5107892761920325 2.8032355308532715 608.56525 0.9619180077155316 0.08944982401596177 0.5702353925293694 2.433509588241577 True 15 7100 9.953 15.99 618.01996 0.9485840267131421 0.12371171954101716 0.5246320695248585 2.7507059574127197 601.40497 0.9620382229998969 0.09137307951963888 0.5824137870743491 2.4063591957092285 True 15 7200 10.01 16.63 711.1847 0.9439079730113784 0.12371227373384173 0.5223196435956059 2.7963950634002686 616.5104 0.9590481544914371 0.08982814615525861 0.5774023240608296 2.4590373039245605 False 15 7300 9.671 16.68 624.2344 0.9516792022368858 0.1284407139659049 0.5349467351713061 3.3629982471466064 618.53925 0.9646251491373611 0.09515439719773364 0.5868706086330258 2.9866862297058105 False 15 7400 9.675 16.25 588.83673 0.9456553226814258 0.12567543566197154 0.5232210361615983 2.744138240814209 599.9711 0.959738311608567 0.0935802394837996 0.5779977034635359 2.3999791145324707 True 15 7500 10.7 15.78 655.0662 0.9474431582857681 0.12745737593471318 0.5256701323565518 2.7439911365509033 602.71747 0.9611911680358882 0.09470864960708275 0.5851245101275975 2.3862831592559814 False 16 7600 9.623 16.46 691.03925 0.9518397826443468 0.11462818833564392 0.5177705686960359 3.0354278087615967 616.9854 0.9627160182175779 0.0893169603215241 0.5674957127158171 2.7190184593200684 False 16 7700 10.49 15.96 620.841 0.9473743230103376 0.12315737731095977 0.5378912395325466 2.710264205932617 612.2438 0.9598169566897728 0.09514339669247505 0.5923546215661275 2.3761725425720215 False 16 7800 9.561 17.63 722.9011 0.9653227788260771 0.07991516297980394 0.5018573829117072 2.986161708831787 849.16034 0.9752397983004323 0.05637078191966949 0.5590466448946598 2.706468343734741 False 16 7900 9.672 15.83 525.1302 0.9469360629212483 0.12234944579939441 0.5220108446420244 2.779853105545044 627.2717 0.9623998412115169 0.08833709009622066 0.5776912394184264 2.4482483863830566 False 16 8000 9.56 15.95 516.4503 0.9425870264943113 0.13229325054175717 0.5376490827941275 2.696688413619995 603.43207 0.9592261852868689 0.0950485368461504 0.5896452890899998 2.3702428340911865 False 17 8100 10.06 16.94 497.44943 0.942727998479972 0.13105034510314467 0.5444251629011908 2.9914822578430176 599.7054 0.959782322487908 0.0937913048281207 0.5937588438567356 2.697965383529663 False 17 8200 9.695 15.66 493.37997 0.9457744608598805 0.13603158328010162 0.543409789911329 2.7642130851745605 607.4591 0.9610791524461813 0.0994593838031669 0.5927715296427104 2.4319515228271484 False 17 8300 9.378 15.89 483.4099 0.9417324316219301 0.13983983960573895 0.5477196990019717 2.642285108566284 591.3362 0.9587555902662759 0.10098271640339561 0.5956502642609701 2.3185932636260986 True 17 8400 10.84 15.74 485.90927 0.9413904231924116 0.1398580353561005 0.5607399146616571 2.6163625717163086 593.05676 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