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 17.47 41.88 103089.234 inf 0.002641500503894192 -0.17999539590686656 546.091064453125 46173.11 0.9942551370759267 0.001245003659713494 -0.25758151245250743 547.6640014648438 True 0 100 29.28 23.33 9372.932 0.9897379043146707 0.02913038585629012 -0.26054287243960006 20.711210250854492 6078.197 0.9908595193202855 0.027940099881516287 -0.25942677672907505 20.318634033203125 True 1 200 38.28 103.4 11412.321 0.9845330234652713 0.05065832812054395 -0.28306341454793843 16.11037826538086 8771.564 0.9857954606712841 0.04909754464485876 -0.30966301636582294 15.737154006958008 False 1 300 29.13 23.25 6525.481 0.9811198419707756 0.06779211719040025 -0.2647983128855613 11.484025001525879 5620.703 0.9825295547953493 0.06807450455797727 -0.27132008156698195 11.13761043548584 True 2 400 29.3 22.66 5532.626 0.9742754949260021 0.08822028766295055 -0.18650856119431383 8.041791915893555 4955.0063 0.9759478224334525 0.08632209637727656 -0.15721273228358315 7.752312183380127 True 2 500 29.12 22.75 6144.2666 0.9767309197767804 0.08947647382679698 -0.26939702890128714 8.061263084411621 5322.471 0.9784154421155108 0.08870007070406052 -0.2734744022384071 7.786820888519287 False 3 600 28.67 22.39 6027.7803 0.9808847935187878 0.08029721557123079 -0.27356531222899916 10.58849811553955 5334.594 0.9832767393912462 0.07600699249565923 -0.2816907749817028 10.23603343963623 False 3 700 29.0 22.11 5265.636 0.9743380952758725 0.09372635196507201 -0.2607729385916416 8.121952056884766 4807.38 0.9771283452776988 0.09060752722364392 -0.2451493267608179 7.846044063568115 True 4 800 29.22 22.01 5797.2715 0.9769558840328952 0.07992137828430323 -0.07365254304262571 10.465774536132812 5807.9375 0.9802669666752184 0.07429148751535423 -0.006619537400286703 10.11621379852295 False 4 900 28.9 22.9 7356.6636 0.9736107266118638 0.07562423516369884 0.03144268569415421 8.331518173217773 6932.5977 0.9774467384295633 0.07114968783681735 0.12470396832431481 7.996872901916504 False 5 1000 28.45 22.73 5862.5913 0.9699361109962436 0.09586082267053218 0.23613721836677493 7.729719638824463 5244.8887 0.9736348764901428 0.09180474840403112 0.31550050660947027 7.4042510986328125 False 5 1100 28.6 22.69 4924.4526 0.9704697486134353 0.10413721182692333 0.26590572074660906 7.699540615081787 4828.223 0.9748496218992508 0.09814488330032121 0.3375762681779035 7.345976829528809 True 6 1200 28.36 22.69 4979.313 0.9693011704880301 0.10445464169247776 0.26430677841651 7.906198978424072 5079.315 0.9740641576705905 0.0978974504379334 0.31731352103334526 7.562862396240234 False 6 1300 28.73 22.69 5685.1826 0.9688755300512819 0.09888234064111256 0.25584038845641977 7.509244441986084 4819.7383 0.9741351766859546 0.09198206695280296 0.29909372814585916 7.090815544128418 True 7 1400 29.23 22.69 4480.453 0.9676636362473892 0.1091021804440903 0.24588431846583794 7.699766635894775 4867.8335 0.9728805307804224 0.10206057490611187 0.30537280446204046 7.342838287353516 False 7 1500 28.99 22.22 4662.514 0.9720665264889862 0.10083622057722802 0.26476988722593786 7.583162307739258 4841.2207 0.9771669972083181 0.0913008890854134 0.31428040134551355 7.233354091644287 False 8 1600 28.66 22.42 4431.367 0.9678153729934813 0.10377299858647142 0.2797072680019834 7.356109142303467 4645.313 0.9735322467967329 0.09433961180012247 0.33122365512239627 6.911515712738037 True 8 1700 29.36 22.31 5076.1445 0.9696737443360314 0.0991813711964971 0.2795052301323553 7.738598823547363 5782.718 0.9754340779110949 0.08933443225545967 0.32959475153638024 7.3740925788879395 False 9 1800 28.9 22.61 4898.566 0.9678815704886063 0.10352146973020945 0.27408222638060736 7.334496021270752 5438.5244 0.975009663960576 0.09343962614718927 0.3211133246952824 6.885976314544678 False 9 1900 28.86 22.7 5059.919 0.9678879435397253 0.11046318552466539 0.28525344724980656 7.362896919250488 4906.8267 0.9735989208625289 0.09957649179494925 0.32171287000473836 6.95761251449585 False 10 2000 28.74 22.09 4356.113 0.963753350836659 0.09742998033348174 0.273116908779464 7.3732099533081055 4562.033 0.9709812379254397 0.08481240456849881 0.3131311722278535 6.983696460723877 True 10 2100 29.16 23.14 3977.1223 0.9600968664968617 0.11998500240045977 0.28693656613723806 7.273156642913818 4779.9043 0.9692273919361101 0.10547807114401687 0.3265360091470845 6.845946788787842 False 11 2200 28.89 22.72 3968.1575 0.9625592206833687 0.10933185128152006 0.28103062234597587 7.29986047744751 4690.484 0.97213874382734 0.09166049127743693 0.32347485842416945 6.862808704376221 False 11 2300 28.86 22.71 3864.8005 0.9619111423735592 0.12281276384631327 0.29043368206065134 7.285789966583252 5037.2896 0.9714544638959134 0.10355441213221192 0.3323902807102017 6.840986251831055 False 12 2400 28.86 22.59 5072.264 0.9629782539362014 0.12465947831038426 0.28925626572774826 7.572354316711426 4740.6406 0.971676506741306 0.10594712003540988 0.3284806360592999 7.206408977508545 False 12 2500 28.99 22.68 4936.9316 0.9706583783703681 0.09197320016980744 0.28900153699062664 7.451553821563721 5204.751 0.9787675147058955 0.07310638536989096 0.3271114627684035 6.92921257019043 False 13 2600 28.7 22.1 4449.3145 0.964756844889483 0.11301595275728428 0.28480159101096697 8.0325288772583 5465.8604 0.9750125074105115 0.08928842476200528 0.3220597140537991 7.689884185791016 False 13 2700 28.7 22.7 3681.597 0.9572570692616381 0.1306582049990668 0.2769818944374348 7.335331916809082 5171.7505 0.9699007781819806 0.10563177052414946 0.31295961564413977 6.909140110015869 False 14 2800 28.6 22.3 3953.939 0.9559976486501535 0.13359997990820968 0.2839094664864254 7.369746685028076 4900.454 0.9690197615848987 0.10767392850571299 0.32094302432462535 6.894827365875244 False 14 2900 28.63 22.21 4126.187 0.9559795312845012 0.1357943609197651 0.29154964417097645 7.251338958740234 5285.1396 0.9698091181403595 0.10617177598906316 0.33155429289888677 6.824721813201904 False 15 3000 28.66 22.12 4173.639 0.9601310799611807 0.13676613920619438 0.2876140188659635 7.691351413726807 5287.9805 0.9722730921922822 0.10605565166999546 0.3225541094102531 7.33297872543335 False 15 3100 29.06 22.68 3834.4924 0.9540176163272367 0.141147606322422 0.28946622703871944 7.265766143798828 4759.4688 0.9684792709956956 0.10969304378725378 0.323454860982748 6.8558125495910645 False 16 3200 28.77 22.46 3429.4382 0.9527063328839519 0.14170248014537395 0.28707876789152437 7.3425092697143555 4805.101 0.9678659102181716 0.10755449208941523 0.3197855353124328 6.950275421142578 False 16 3300 29.01 22.45 3523.0732 0.9483573858660027 0.15434915798930796 0.28866209925942854 7.343493938446045 4913.5366 0.9662334192763519 0.11500387458278757 0.3198801634932239 6.912827968597412 False 17 3400 28.95 22.18 3314.0898 0.9536375035254366 0.14411744636768395 0.29294110704036186 7.360644817352295 4767.7773 0.9684599149933629 0.10920601993766099 0.3309123669634696 6.991995334625244 False 17 3500 29.06 22.09 3187.5327 0.9476088674199776 0.1478555918207124 0.2896651425286556 7.269749164581299 4756.4443 0.9650176253349294 0.11196836996269167 0.32674755691204127 6.880812168121338 False 18 3600 28.93 22.74 3584.0825 0.9500437929301135 0.15152443853011524 0.29910273197579795 7.231006622314453 4789.048 0.9681638802962564 0.10926533611671518 0.3344545003054529 6.8329010009765625 False 18 3700 29.08 22.6 3954.888 0.9518178635723455 0.13807573259596617 0.29499454916564705 7.270456790924072 6136.0137 0.9683551488368618 0.1016957022723647 0.3299699164535797 6.870467185974121 False 19 3800 28.84 22.01 3598.0806 0.94574691127703 0.1631113733677947 0.2960445937523247 7.230463981628418 5199.5806 0.9654695610811944 0.11839136048746009 0.3307679695891134 6.821894645690918 False 19 3900 29.06 22.68 3129.299 0.9436927915691189 0.16339785099264081 0.2959948722881797 7.3182220458984375 5092.842 0.9639994687253723 0.11871670869955074 0.33061671417120625 6.940440654754639 False 20 4000 28.95 22.67 3434.1655 0.9497104833270447 0.13637127756706266 0.3002493719199028 7.265061855316162 4900.0723 0.9690622083060406 0.09210120869697533 0.33684002775437855 6.862860202789307 False