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 17.61 36.28 54575.55 0.9926044511293532 0.0068311671463101385 0.21039142560540258 112.71712493896484 58007.05 0.993786795523728 0.006214410434336642 0.3096352402720372 117.44644165039062 True 0 100 28.76 22.05 5917.1685 0.9874624529018419 0.032448411307893214 -0.2903003272212127 7.243759632110596 4602.4097 0.989349256962184 0.029471391056287263 -0.31356393428114565 7.187404155731201 True 1 200 38.55 22.56 5180.6987 0.981014753634294 0.05481440562258361 -0.281625363345537 8.870593070983887 5185.3784 0.9843687116690907 0.04521418414033971 -0.30888467618929016 8.258737564086914 False 1 300 28.45 22.64 5386.133 0.9816197778246638 0.05162129734218392 -0.2802742948186138 12.38455867767334 5525.9316 0.9848659943676369 0.043554080946465436 -0.30203714257565767 11.251304626464844 False 2 400 28.61 22.04 4036.6077 0.973394393437583 0.08339186440052665 -0.23294716525222633 7.057620048522949 4096.8857 0.9773933492827437 0.07326230091030851 -0.2419317055235658 7.037441253662109 True 2 500 29.45 22.26 3712.1394 0.9742568610083346 0.09043108082355623 -0.28682900133515216 8.489909172058105 3889.8037 0.9781904793279748 0.08217165882383981 -0.31060734712250215 7.968251705169678 True 3 600 29.62 23.16 4403.369 0.9766573234187305 0.06766235942198796 -0.22567924803087772 7.19748067855835 4995.0576 0.9808694249467209 0.056170461151106896 -0.24535760512795646 6.9530348777771 False 3 700 29.15 22.09 3788.1292 0.9698504772026824 0.08583402517223579 -0.2579518715749369 7.269869327545166 3815.6396 0.9750636933661434 0.07485211844183776 -0.26937402831222673 7.266696929931641 True 4 800 29.42 22.07 3528.3174 0.9711053708840617 0.09053383326877446 0.20548076610677313 6.825734615325928 4128.9956 0.9765955828376449 0.07660293037276228 0.28723498380481866 6.635226249694824 False 4 900 29.05 22.69 3471.2178 0.9718405396425208 0.0933963881493409 0.24585594350140497 7.016491413116455 3815.4883 0.9779901970291451 0.07594137429998991 0.2916690971993807 6.711510181427002 True 5 1000 29.06 22.17 3290.2617 0.969336969363269 0.09745894930644379 0.28464500942249005 6.702151298522949 4155.3555 0.9762962815010179 0.07847887433467853 0.3176353228375548 6.412249565124512 False 5 1100 28.8 22.07 3145.3325 0.9678029962833179 0.10602335065455422 0.2913582864549924 6.296350955963135 3971.576 0.9755462799442038 0.08572723700637448 0.32226250594903477 6.136501789093018 False 6 1200 28.81 22.15 3473.7468 0.9684324631909984 0.0935319695865413 0.2942090722129212 6.995693683624268 4757.736 0.9759007277671058 0.07550672348638517 0.32771105933756856 6.602517127990723 False 6 1300 28.49 21.83 2987.5894 0.9597223390060511 0.10361837427933968 0.29105150470981594 6.346456527709961 4012.7979 0.9705626214949378 0.0804636680277399 0.3213139788442266 6.282757759094238 False 7 1400 28.38 21.86 2881.2693 0.9635033014031528 0.11100230723125229 0.28745918597619824 6.385748386383057 4190.97 0.974272392782906 0.08510775092593172 0.31919843428666556 6.2876505851745605 False 7 1500 28.49 22.0 2785.5188 0.959982486917064 0.12023523370051192 0.2912200390338319 6.375334739685059 4064.8423 0.9719702585900352 0.09212863893438411 0.32067773535983796 6.161383152008057 False 8 1600 28.77 21.84 2933.705 0.9672157187738691 0.1079951337776551 0.28631072589683 6.46347188949585 4494.423 0.9768960794102814 0.08025925962321837 0.315156587180808 6.227261543273926 False 8 1700 28.53 21.82 2594.7168 0.9596747262873655 0.12081159571614898 0.29214406671340604 6.309762001037598 3941.5046 0.9726364630513288 0.08908646009263954 0.3236561121239597 6.108514308929443 False 9 1800 28.41 21.82 2993.9563 0.9597136041670861 0.12067203200950898 0.2867320043751116 6.328329563140869 4328.8496 0.9716317128046984 0.09171453163605209 0.31520296745771625 6.194905757904053 False 9 1900 28.89 21.96 2603.9185 0.9555695631149883 0.12707682650781993 0.29591036431185125 6.290389537811279 3835.5137 0.970950138634769 0.09155311992451207 0.3261575810011494 6.1138997077941895 True 10 2000 29.14 21.99 2795.6133 0.9572132177242517 0.12901372548033802 0.2994638159813909 6.249898910522461 4376.5825 0.9726977279423037 0.08663243959410044 0.3263450121019901 6.078817844390869 False 10 2100 28.52 21.88 2818.2666 0.9623427762559525 0.11429189673296886 0.295704631439503 6.354048728942871 4484.4966 0.9745452785680189 0.07964662147039805 0.32102383731904827 6.320691108703613 False 11 2200 28.72 22.47 2517.0784 0.9524986162862228 0.13355699478077174 0.30001786776785383 6.276058197021484 3978.299 0.970525284352811 0.08824126977081805 0.3260770755889702 6.098626613616943 False 11 2300 29.08 22.54 2463.6738 0.9495641235321169 0.14412836908568308 0.3011372266655229 6.246002197265625 3907.3567 0.969142896342171 0.0978888970400122 0.3252481083959562 6.075337886810303 False 12 2400 28.86 22.29 2362.3794 0.9447579502016503 0.1522253508120034 0.30467051992050087 6.223775863647461 3923.537 0.9668184631909246 0.10209908985125822 0.32854450132584295 6.098933219909668 False 12 2500 29.31 22.11 2287.161 0.9436478527092408 0.14977023908883777 0.30695389722393895 6.228714942932129 3734.5322 0.9672494224797803 0.0949364080629384 0.3303715138134904 6.052119255065918 True 13 2600 29.32 21.89 2504.777 0.9534214113875978 0.13710365154813475 0.3096365585036319 6.517382621765137 3998.7349 0.9725621518993814 0.08602123022197838 0.3348225505705037 6.212612628936768 False 13 2700 29.07 22.54 2541.3213 0.9449264655954904 0.15739351276566277 0.305074277337186 6.232415199279785 3929.6633 0.9683632036518428 0.09843899006826075 0.3290812128895191 6.130132675170898 False 14 2800 28.98 21.83 2777.461 0.9495825648404087 0.13486823785614413 0.3122518690588082 6.25162935256958 4868.998 0.9705248082792547 0.08285922020118362 0.3394498783611754 6.024655818939209 False 14 2900 28.83 22.27 2351.2104 0.9443728353978268 0.15444486290200088 0.309621799499785 6.231894016265869 4269.5195 0.9692475757277805 0.09191889706044717 0.33674036282672687 6.044910430908203 False 15 3000 28.54 22.38 2766.4893 0.9447910031368446 0.14140265182347303 0.31023144036577444 6.282103061676025 4836.5 0.9697970844157763 0.0827765571643278 0.3371455358362296 6.224904537200928 False 15 3100 28.99 21.84 2330.6558 0.9427675958251529 0.15624173151944715 0.32117052802689794 6.200128078460693 3704.7454 0.9691651799292446 0.0912951775093614 0.3525810401003839 5.9691057205200195 True 16 3200 29.31 21.92 2109.7515 0.9417966509273337 0.16971282108676872 0.32278495236556465 6.180574893951416 3945.0989 0.9699266270150587 0.09634513500729404 0.35181760665481326 6.039597511291504 False 16 3300 29.23 22.2 1988.8765 0.9333191435599227 0.18140930372711228 0.31760101163895216 6.316553115844727 3749.4224 0.9654374810995302 0.10298669225915684 0.34308664296025376 6.063009738922119 False 17 3400 29.4 22.47 1948.1887 0.9364881804220538 0.1866172656505324 0.326502046535101 6.2869791984558105 3787.1318 0.9685646255877962 0.10287082629260574 0.35311210970614093 6.0407395362854 False 17 3500 29.25 22.35 2139.6545 0.9292619965878441 0.18162335779244632 0.32750361159746955 6.1717658042907715 3776.1716 0.9647214218405816 0.09794309114552485 0.3545059614639027 5.95557975769043 False 18 3600 28.58 22.28 1996.2946 0.9253853143457532 0.18950991671155412 0.3337499252216109 6.1624436378479 3728.4749 0.9636584813983755 0.10051247295523216 0.3602360399607334 6.076242446899414 False 18 3700 28.67 21.86 2077.13 0.9292763165842494 0.18977527454564588 0.336163357529175 6.101934909820557 3678.8933 0.9653169203296753 0.103782831980339 0.36456441966971215 5.970453262329102 True 19 3800 29.32 21.82 2048.63 0.9279636466041105 0.19806199691573617 0.3422640435735089 6.187550067901611 3633.9392 0.966511312299519 0.10015171538318113 0.3706842582465916 5.960841178894043 True 19 3900 29.54 21.99 2100.7246 0.9350865617685293 0.19180139240585298 0.33459825905241436 6.106372356414795 3752.816 0.9686908609677234 0.10150277960412059 0.3600310151377936 5.911337375640869 False 20 4000 29.41 21.81 1892.2675 0.9348602732365106 0.2004759919006752 0.33986431784060966 6.082941055297852 4015.1377 0.9700879822827948 0.10051750011759344 0.36872504104444614 5.869223117828369 False 20 4100 29.28 21.97 1898.2623 0.9134096075184307 0.2121638085768438 0.3462056476989841 6.047091484069824 3741.3552 0.9606083687672895 0.10581542156868014 0.37710318402128395 5.85521125793457 False 21 4200 28.71 22.03 1884.602 0.9174561497316395 0.21923668272440255 0.3468450285408895 6.187471389770508 3700.746 0.9627408078940753 0.11025639087276376 0.37349041800365945 5.916344165802002 False 21 4300 28.91 21.82 2263.8142 0.9226312508829221 0.21189396363980248 0.3487025446615236 6.034719467163086 3999.3489 0.9646007755960965 0.10819640996086041 0.377484335075708 5.8823771476745605 False 22 4400 28.35 21.9 1885.6456 0.9143631290837566 0.22580632628171352 0.3452824171216491 6.071459770202637 3566.827 0.9629710776783951 0.1059329109125169 0.37060775124929896 5.9484453201293945 True 22 4500 29.03 21.93 1745.2783 0.9028913276467743 0.23280916548118755 0.34907967960717134 6.025820255279541 3758.0923 0.9608611518832244 0.10224921311704897 0.37623119509832753 5.858937740325928 False 23 4600 28.9 21.92 1783.7974 0.9134089098399271 0.2348338517816608 0.3586274401789793 6.0175886154174805 3782.1018 0.9652287815148517 0.10396408101451893 0.383859934350318 5.829742908477783 False 23 4700 28.81 21.87 1844.1993 0.9092441860606324 0.2285399840075176 0.3546769560932194 6.017057418823242 3509.9563 0.9623984297281716 0.10154196842853613 0.38302667712742056 5.8188910484313965 True 24 4800 29.41 21.88 1723.5107 0.9066915651678209 0.24290290712594315 0.35250870204111356 6.023021221160889 3791.9248 0.9639698233234095 0.10371088142109566 0.3812237406982681 5.804211616516113 False 25 4900 28.98 21.86 1708.3485 0.9009417123961101 0.25219153866754246 0.35977774078197833 5.984819412231445 3683.161 0.9610693619533733 0.1096837715786801 0.3828424494735003 5.858928203582764 False 25 5000 29.14 21.86 1791.2596 0.8983443889746535 0.2469479461116004 0.3664630303282562 6.00519323348999 3771.1782 0.960395921561649 0.10325418549240059 0.39407843910393536 5.877738952636719 False 26 5100 29.07 21.89 1750.0798 0.9140815315364937 0.24745460271587374 0.36272531718043016 5.9584479331970215 3754.604 0.9655760852684327 0.1099325128341156 0.38568794100328524 5.799317836761475 False 26 5200 29.11 21.82 1660.1171 0.8915035366839534 0.2659365496405661 0.3713422551240489 5.932330131530762 3577.9607 0.9607720191308549 0.1067790580068883 0.3940226614811263 5.7526092529296875 False 27 5300 28.91 21.87 1646.309 0.9066237135769053 0.2565023284392848 0.3649221798420481 5.980772018432617 3877.089 0.9636266537785888 0.10812253353381812 0.38965459788368917 5.861865043640137 False 27 5400 29.09 22.56 1588.8705 0.8906626460530772 0.26876277028986906 0.3707811821902082 5.949717998504639 3648.487 0.9613259381526443 0.09970115430073616 0.39625843128297217 5.8079376220703125 False 28 5500 28.92 21.85 1584.2965 0.8864336386719852 0.2790561915067282 0.377401683334882 5.950932025909424 3892.703 0.9615896559163997 0.10169493076737356 0.39661215772328484 5.853071689605713 False 28 5600 29.07 21.85 1654.4854 0.895192279131348 0.27721367270771646 0.3721914930857779 6.096151351928711 3560.341 0.9609473950606772 0.11378064071989079 0.3951697253821715 5.833785057067871 False 29 5700 28.94 21.96 1707.929 0.8819729537702474 0.28972643923834074 0.38341922723092975 6.078028678894043 3965.179 0.9630673141027563 0.10119611446599956 0.4050716057122281 6.046947479248047 False 29 5800 29.03 21.84 1586.1057 0.8989093469099005 0.28161659705410047 0.3809082731028706 5.984025001525879 3852.9502 0.9634517834671515 0.10886941563967212 0.395060406619942 5.783700466156006 False 30 5900 28.72 21.86 1434.7534 0.8845722814754796 0.30153823111516065 0.3862628041362792 5.856925964355469 3658.6008 0.9627615040527804 0.10695902871572134 0.40481063803322115 5.688212871551514 False 30 6000 29.09 21.87 1484.2612 0.8740176282085057 0.31063840430280987 0.3911492900472554 6.046689033508301 3774.2207 0.9623419850957131 0.10025864567847048 0.4009964189335994 6.044155597686768 False 31 6100 28.81 21.87 1590.7225 0.8762580389036161 0.31441776702047125 0.3814485071055954 5.972134590148926 3978.354 0.962184594022012 0.10235509507392787 0.4019950518321214 5.741728782653809 False 31 6200 28.91 21.87 1444.0576 0.8584969165948108 0.33314915857112865 0.3949722657825584 5.831051826477051 3953.9062 0.958902934506345 0.10522063596512941 0.41416427563455743 5.656757354736328 False 32 6300 28.74 21.96 1364.044 0.8601617033603115 0.3339659539402825 0.39963427534161156 5.852193355560303 3794.2751 0.9614329543476341 0.10208948925177187 0.41739389199786026 5.725901126861572 False 32 6400 29.02 21.96 1488.8936 0.8713434483923077 0.32810150161030405 0.3969238534852077 5.839916706085205 3781.4927 0.9634727728388602 0.1006573128708759 0.4101959778697242 5.7465620040893555 False 33 6500 28.83 21.96 1456.2937 0.8789953085240123 0.3260570576796044 0.3988343887267154 6.220893383026123 4021.6177 0.9642545492633241 0.10356836314905606 0.41804097569793663 5.899611949920654 False