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 17.43 44.08 12597.37 0.9705216023431823 0.0050802417190909995 0.048156391439964454 280.9967956542969 7578.0566 0.974280579342661 0.0045853381208661136 0.049153979907351236 281.2168884277344 True 0 100 29.34 26.81 1959.5856 0.970844921531603 0.004289763822048502 0.07793592112397778 6.202670574188232 1204.2817 0.9745112902061449 0.003963211216850503 0.0741365312439561 5.522665500640869 True 0 200 29.43 26.71 1169.7614 0.9647395596461107 0.011348984684687452 0.06963930964241834 5.342719554901123 826.3159 0.9696533260092864 0.009251517214909091 0.0669295496471364 4.702632427215576 True 1 300 40.38 26.68 1450.8457 0.9690598400667647 0.013269664588922175 0.0453259654165836 5.231800079345703 1036.9934 0.973164976982863 0.011248014753505899 0.04930308689457757 4.613715171813965 False 1 400 28.72 26.58 957.1863 0.9640903317629332 0.02032339093728422 0.05708900279477476 5.216111183166504 813.6284 0.96903485075573 0.019329906344603045 0.055128952119035395 4.595100402832031 True 2 500 28.94 26.43 881.12006 0.9608037152114423 0.03098180442292636 0.03871764473923596 5.227955341339111 761.999 0.9663041401141695 0.029039254711091946 0.040236362780783706 4.608211517333984 True 2 600 29.44 26.39 834.97614 0.9609126654249427 0.03126541392694547 0.06992059482749456 5.213611602783203 764.97327 0.9664131653774634 0.02811131556551346 0.06599813488012501 4.591620922088623 False 3 700 28.93 26.41 1270.3827 0.9677701747029896 0.021634882998804107 0.05840720795894743 6.148449420928955 1022.9788 0.971920936272822 0.018422916500732113 0.05739665615398413 5.4770050048828125 False 3 800 28.64 26.68 842.48 0.9607444882339123 0.031577278510252105 0.06758735806461146 5.214709281921387 782.15875 0.9669540327496167 0.025389717006004002 0.072521134201485 4.590145587921143 False 4 900 29.23 26.65 827.09314 0.959938039821581 0.03367749193148137 0.11305734795844201 5.196817874908447 782.1276 0.9663120039789164 0.026965198687586234 0.11537441460775213 4.574094295501709 False 4 1000 29.07 26.48 816.58813 0.9577678796110438 0.04352754776069311 0.02840013008464908 5.235290050506592 777.27167 0.96428423521658 0.03634214406991963 0.03464870474704154 4.609932899475098 False 4 1100 29.04 26.53 1159.2529 0.9669439565778393 0.022035280188540958 0.07521739449251241 6.245419025421143 967.18665 0.972194903863731 0.01650940482152452 0.09588733879799753 5.555456161499023 False 5 1200 28.82 26.48 758.3557 0.9569181606755235 0.04401917267998197 0.041805483763727516 5.9122490882873535 706.51056 0.9634850020135545 0.03966395290137951 0.05055902471270779 5.253150939941406 False 5 1300 29.13 26.45 683.4356 0.9544201503920693 0.0491191899292726 0.0834822291394508 5.702447414398193 712.86926 0.9623468019588084 0.041985606254375675 0.09230992409842177 5.1127190589904785 False 6 1400 28.97 27.16 680.8263 0.9536881868689936 0.05246964017528072 0.11978574422232903 5.219474792480469 709.80426 0.961615173208954 0.04516327986212385 0.1203050611493454 4.615909099578857 True 6 1500 29.08 27.0 693.29254 0.953892810174033 0.05232404203728565 0.1481524372571708 5.162317276000977 724.80493 0.9621250257876306 0.0433573291461697 0.14918752105006883 4.540341377258301 False 7 1600 28.81 27.65 767.23645 0.9522607594248585 0.05845479529207012 0.1602770139707657 5.149054527282715 715.16876 0.9613058331766104 0.049092483816394736 0.1488178124285779 4.5476861000061035 True 7 1700 29.44 27.45 731.0558 0.9482290408911809 0.06803746166242915 0.13943608148742537 5.1602702140808105 701.4371 0.9584918056583268 0.05763229113327469 0.12315799760034288 4.561880588531494 True 8 1800 29.11 27.39 748.7802 0.9499581930421244 0.059884065796338225 0.21231431593802608 5.137730121612549 770.7693 0.9614040735681311 0.04538572757743754 0.19616809783852587 4.557389736175537 False 8 1900 28.92 27.24 689.8259 0.9499785813306316 0.06709504892950326 0.19010755264269755 5.132028579711914 753.0542 0.9603627138144089 0.053004822494453735 0.16647062678492983 4.533664703369141 False 9 2000 28.86 27.12 661.1422 0.9456901786579637 0.07589270020937798 0.19690214210042187 5.114091396331787 712.9716 0.9583275720130708 0.05997572007773157 0.17445792203617747 4.523705005645752 False 9 2100 28.8 26.5 638.22705 0.9445742509881403 0.08101830569228219 0.20072711716685596 5.21133279800415 758.22644 0.9588792709855021 0.058096889330474716 0.17725892259348852 4.587015151977539 False 9 2200 28.64 27.22 1068.1245 0.9597973620137582 0.043580566325996516 0.17607819136230254 5.336489200592041 1030.101 0.9672002576291964 0.032128744584591036 0.15345499435606824 4.701198577880859 False 10 2300 28.96 26.81 608.6177 0.9473952458180879 0.06873245211606299 0.19124867568534787 5.213483810424805 845.6941 0.9594146444011569 0.050724464428559046 0.15598587707754696 4.662006855010986 False 10 2400 29.07 27.73 1160.1726 0.9643215806318212 0.032590022483451705 0.17032549616525533 6.574949264526367 949.4158 0.9698319951171859 0.02325828195193058 0.16159679493248977 5.880548477172852 False 11 2500 28.84 27.52 559.7465 0.945186081281255 0.0773344299944787 0.18643710745232925 5.1807637214660645 697.5523 0.9584269091074051 0.057326500385467834 0.16231089614688807 4.564944744110107 True 11 2600 29.3 27.18 603.573 0.9460307423853693 0.0762873682607104 0.23006018060358385 5.152313709259033 712.51715 0.9593806503239537 0.05413949982059436 0.2045796766850379 4.533228874206543 False 12 2700 29.02 27.34 622.2041 0.9439968635274504 0.07779914180572808 0.21903080891963497 5.125545024871826 827.7493 0.958153857217801 0.05606325657856539 0.1769322893488556 4.54836368560791 False 12 2800 29.04 27.42 586.32007 0.9406061111952706 0.09032810514050844 0.21638401783985833 5.078726768493652 818.10406 0.9584419210547434 0.05878611559998484 0.1864824461873931 4.507172584533691 False 13 2900 29.0 27.44 683.45593 0.9473541070414618 0.06481946722384468 0.22515619900949058 5.058083534240723 862.13556 0.9626567619288644 0.03899981592500307 0.20049840297520405 4.471122741699219 False 13 3000 28.81 27.19 594.5586 0.9395721201113212 0.08764003790738815 0.22616272806830554 5.10285758972168 822.8322 0.9585988234563054 0.05439704188426961 0.1848200368846583 4.563891887664795 False 14 3100 28.98 27.47 571.5903 0.9444244819783401 0.08986371724247325 0.23743167586537883 5.0776801109313965 764.9704 0.9591853082768687 0.059982865204683516 0.20286853344820976 4.487586975097656 False 14 3200 28.96 27.36 518.76013 0.9401457666064631 0.09369259961215091 0.23366267295350898 5.123249530792236 820.90436 0.9592720318582588 0.05601593190947063 0.20122389293398116 4.515248775482178 False 14 3300 29.04 27.11 509.42105 0.9356843613404763 0.1051454563263379 0.22791101049720155 5.143609046936035 801.91364 0.9568228918983029 0.06393730022049894 0.19255097615516137 4.537922382354736 False 15 3400 28.94 27.15 511.41293 0.9342558010323707 0.1018675404650494 0.2355898231416159 5.030128479003906 839.98816 0.957788947671036 0.0570461907967798 0.19720767746114076 4.463736057281494 False 15 3500 29.48 27.13 486.58096 0.9344942666707524 0.1108898700756873 0.22790020131714953 5.034298419952393 797.42944 0.9571526263365823 0.06347575821020791 0.18878627393512343 4.472672462463379 False 16 3600 29.02 27.01 484.41547 0.9321599449479971 0.11424990460702776 0.24418142692374747 5.005231857299805 855.4318 0.9571920993748533 0.06209753930443019 0.20779662426322607 4.467957973480225 False 16 3700 29.09 26.81 498.22348 0.9355795144370774 0.10811685431589425 0.2424228720769725 5.2895121574401855 814.5933 0.9590451119282315 0.05748198376575848 0.2011796934644638 4.664085388183594 False 17 3800 29.31 27.09 454.32327 0.9307076653434194 0.12186981809091679 0.23273764962154894 4.998483657836914 815.53217 0.9559645088083083 0.06687831614668283 0.1898506098147362 4.4569196701049805 False 17 3900 28.96 26.73 472.13385 0.9312218313569756 0.11115187467445249 0.23294980973855658 5.028474807739258 875.3981 0.9582943772112238 0.055447236323547124 0.19593515181994964 4.470803260803223 False 18 4000 28.85 26.99 462.40912 0.9271367398907349 0.12722822588874788 0.24286196568987006 5.035665035247803 823.5291 0.9558179863173185 0.06823491397121428 0.20794962085910446 4.534586429595947 False 18 4100 28.65 26.88 503.03436 0.9251146312391847 0.1290959814958337 0.25657270305224306 5.001770973205566 912.0695 0.9553325642410476 0.06744932666932252 0.21201765943814124 4.4405927658081055 False 19 4200 28.84 26.61 497.2573 0.9203044747299517 0.1455590997055241 0.23838377055560708 5.170250415802002 905.1174 0.9548229400698727 0.07115050721271302 0.20588602476785645 4.737115859985352 False 19 4300 28.9 27.13 452.73615 0.9292833790544819 0.13623733856534456 0.2516784685359677 4.955075263977051 847.72064 0.9570993136414427 0.06801016943009196 0.21485575153100764 4.415770530700684 False 19 4400 28.58 26.79 448.04535 0.9207469593210521 0.14472674473184033 0.2534855207443232 4.972935199737549 881.8208 0.9548118194109682 0.07180235432704414 0.21320001347470158 4.467291831970215 False 20 4500 28.79 26.4 419.11835 0.9200399943751625 0.15663310849834655 0.2529661195702758 4.973025798797607 862.6308 0.9548119494411274 0.0756101221849261 0.217681268582842 4.488744735717773 False 20 4600 28.91 27.15 394.96906 0.919098469143715 0.15652999485940705 0.2482344897090278 4.979318141937256 867.75696 0.9547263839105841 0.0743580427999184 0.20565170402946695 4.504992961883545 False 21 4700 29.13 26.96 392.43506 0.9178590154635144 0.1603332042053289 0.2708535202658327 4.934695243835449 886.4404 0.9552821296566163 0.07155727985230492 0.2165774788354696 4.448422908782959 False