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 16.85 69.39 70436.92 inf 0.0017975428167320035 0.02375597918022229 340.0039367675781 68583.54 inf 0.0021164348611983617 0.04690497158562531 337.0359802246094 True 0 100 29.53 48.31 4694.449 0.9260208063464724 0.040360448586904005 0.0205696562978388 7.835903167724609 5007.6157 0.9268542008522144 0.03695663801739209 0.007463658531470024 7.681830883026123 True 0 200 29.4 108.1 4702.2534 0.9242495696202959 0.046157597826833714 -0.0013078725473564168 7.704307556152344 4951.9204 0.9251358141444965 0.041854825196775906 -0.030066481339154467 7.4970831871032715 True 0 300 29.62 54.22 4341.868 0.9219572760726266 0.05405384971013038 0.003540342453546389 7.660889625549316 4751.2144 0.9231608500487251 0.04949280773792629 -0.024678738557988866 7.470546722412109 True 1 400 33.14 48.93 4126.3184 0.9178770858912169 0.0690330424977151 0.020186606624863542 7.608435153961182 4619.4033 0.918706943863069 0.06552864429560905 -0.00482307049386838 7.348135471343994 True 1 500 29.34 49.25 3888.6846 0.915567440365329 0.07725340742828084 0.02943959325813143 7.591344356536865 4496.538 0.9166180504101487 0.07341546397783309 0.02065073415120627 7.351712226867676 True 1 600 29.3 52.55 4358.3174 0.9264604472261023 0.04296693078416382 0.21796178407342442 7.58071756362915 5193.286 0.9267940060474034 0.04052380655324372 0.2339561241314251 7.365573883056641 False 1 700 28.78 49.69 3749.5015 0.9172835595265738 0.06719187296988516 0.035873265635043255 7.595978260040283 4595.3926 0.9191352328964576 0.06118931640835705 0.03148555831665767 7.357609748840332 False 2 800 28.63 48.96 4113.134 0.9213763797519088 0.058225047179274764 0.06351415081137769 7.538557529449463 4755.822 0.9226253659474524 0.05292341023552324 0.053715455150880415 7.268118858337402 False 2 900 28.69 156.1 3663.6702 0.9141190052395044 0.07810755711170052 0.06515265411304778 7.538303852081299 4443.7163 0.9156913884090357 0.07262631550883993 0.061981316148520635 7.270976543426514 True 2 1000 29.17 49.06 3784.4543 0.9166905629811113 0.07246077602593166 0.052724449080159386 7.6061530113220215 4552.439 0.9177877831740066 0.06748572453601993 0.03250210848180882 7.370175361633301 False 2 1100 28.88 64.9 3610.394 0.9153489177777102 0.07380857224844178 0.08862284352697053 7.530322074890137 4534.1055 0.9178853715987694 0.0666205114709031 0.10082788119521766 7.265704154968262 False 3 1200 28.74 47.2 3650.0762 0.9161894677134435 0.0730283286819604 0.07989422003636615 11.226040840148926 4571.33 0.9182589244641772 0.06576865287210837 0.07005841874334824 11.27287483215332 False 3 1300 29.02 56.69 3452.826 0.913216992997243 0.07881946089566157 0.06215795279349592 7.689378261566162 4484.5435 0.91595173084408 0.07031995056638722 0.04707278955351111 7.524860858917236 False 3 1400 28.97 59.14 3350.6125 0.9138636350532884 0.08261646622582812 0.1541322197010681 7.450355052947998 4482.821 0.9164555988061784 0.07310950982542382 0.1661578140505035 7.160549640655518 False 4 1500 28.63 347.1 3167.014 0.9106402511598632 0.08656686228078235 0.0656773734377208 8.025023460388184 4290.774 0.9139726152507794 0.07834687105711631 0.06354683119663183 7.856025218963623 True 4 1600 31.24 50.71 3151.6997 0.9100459478612885 0.09002121208918788 0.1017155544061729 7.493828296661377 4365.131 0.9132284122860546 0.08161639209188706 0.0982453085359725 7.213648319244385 False 4 1700 28.94 363.4 2946.3608 0.9051794588272188 0.10281974658382878 0.1481354236835295 7.466833591461182 4141.49 0.9100508802938528 0.09211268440199934 0.15907432036671149 7.155674934387207 True 4 1800 29.82 233.0 3052.7856 0.9119563180521462 0.08334183143330659 0.07981143484958968 7.5974016189575195 4323.996 0.9164334288829707 0.0713310226198498 0.09446163700508677 7.326537132263184 False 5 1900 28.0 61.95 3388.9392 0.9138169955528093 0.07822578408781507 0.08457974507333972 7.651811599731445 4582.74 0.9176922827631215 0.06771913130716559 0.08598555013314176 7.4324049949646 False 5 2000 28.91 56.61 3217.8574 0.9133590788398656 0.08001031143831386 0.11980634781018593 7.489145278930664 4587.1147 0.9183279506325418 0.06750270530943278 0.13585845680471992 7.19039249420166 False 5 2100 28.96 50.17 3016.9026 0.9079628433267668 0.09343645556937312 0.1150767962987365 7.4895782470703125 4377.312 0.9135369557171953 0.08000099028662999 0.11419817257108351 7.217633247375488 False 5 2200 28.68 50.45 3278.6973 0.9128578642397018 0.08325406869871284 0.12816007770935706 7.513508319854736 4622.2983 0.9187053665948668 0.06545911573510184 0.15642667809349142 7.1819610595703125 False 6 2300 28.8 48.5 2899.9836 0.9043738660375144 0.10405703747532816 0.08068732095979496 7.570230960845947 4278.8296 0.9120995385382742 0.08527514627828783 0.09415289762175028 7.299103260040283 False 6 2400 28.97 47.4 3425.4036 0.9177245844803593 0.07974539907254709 0.11428513536225508 8.99484634399414 4881.276 0.9222516393332868 0.06461869360241919 0.12351987119472349 8.847373962402344 False 6 2500 28.96 248.4 3080.3992 0.9136274633370527 0.08041814410996716 0.07003629332946368 7.604454040527344 4574.8364 0.9192061360839354 0.06624472106283756 0.055357035903927564 7.308145046234131 False 6 2600 29.38 209.6 2611.2742 0.9012793213387864 0.11247593123588934 0.1271017055401984 7.511688232421875 4209.449 0.9111290543251016 0.08961945861964972 0.1397560500616585 7.192805290222168 False 7 2700 28.61 186.4 2591.436 0.898893475835525 0.12042931399941882 0.1397479266423077 7.471381187438965 4292.72 0.9095776714633109 0.09357078824428829 0.15725195436594813 7.161449432373047 False 7 2800 29.39 47.53 2805.002 0.9060364466396514 0.09789725025484415 0.10058778923433612 7.6493988037109375 4571.2847 0.9155784848954025 0.07267585886422732 0.11505411190687308 7.306480884552002 False 7 2900 28.68 138.6 3461.043 0.9126901991890667 0.08247682114423235 0.09146018006161277 7.559859275817871 4802.0894 0.9206502823253556 0.06164572592670357 0.11610859781972122 7.268266201019287 False 8 3000 28.9 49.23 3009.5085 0.903554655771596 0.11506083667903154 0.06955143762990919 8.859013557434082 4229.702 0.9090660823295021 0.09771663530554486 0.06281029979918573 8.837263107299805 False 8 3100 28.97 48.27 2757.3293 0.8999118142580429 0.11718096029033655 0.058894836865671076 7.772262096405029 4130.811 0.9096380142984949 0.09335106539940932 0.05263888165118076 7.578005313873291 False 8 3200 29.23 554.3 2866.621 0.9013179673635001 0.11100070595442128 0.13683880470335458 7.8699469566345215 4429.04 0.9123590736164188 0.08322526412136283 0.17300478509222775 7.491440296173096 False 8 3300 29.69 47.0 2604.225 0.9029804524664033 0.11178620090054604 0.040886095233239245 7.561003684997559 4370.4634 0.9142157763804603 0.0803791425453036 0.036842514106273615 7.287609577178955 False 9 3400 28.78 47.45 2520.8523 0.8989969221832487 0.12255014622657094 0.06408382178357866 7.5384979248046875 4310.913 0.9111088846710499 0.09005981198312314 0.07370377020246668 7.2480292320251465 False 9 3500 29.01 60.77 2409.8848 0.8954547447439383 0.13645028120962516 0.043340856663143135 7.6309919357299805 4152.548 0.9076688764596598 0.1029369372116852 0.046650504147365865 7.377048492431641 False 9 3600 29.12 141.8 2355.2136 0.892629383174035 0.1317065626000548 0.08803442728808258 7.521014213562012 4262.944 0.9079630956600618 0.09698177730685471 0.09927438565196688 7.215625762939453 False 9 3700 29.03 65.16 3222.2524 0.9150744855146348 0.08587358036431161 0.09338541999990212 7.729376316070557 5199.691 0.9254043791292017 0.059774746720532054 0.09264874244560835 7.516221046447754 False 10 3800 28.83 57.16 2305.892 0.8920082479588033 0.13773646087437041 0.08092491218678464 7.551486015319824 4299.4634 0.9076622761040137 0.09869000484532524 0.08361922494399905 7.291239261627197 False 10 3900 28.99 54.5 2602.9343 0.9023813135743961 0.11296319213167143 0.13712271289696887 7.527967929840088 4694.998 0.9157433530670985 0.08010364960908002 0.14724704185164003 7.249294757843018 False 10 4000 29.01 48.23 2264.7236 0.8913319141234742 0.14643094283041402 0.12118409849322452 7.537285327911377 4290.4053 0.9082341605364458 0.10153337990851731 0.13910484616168278 7.247691631317139 False 10 4100 29.0 49.56 2402.8247 0.8944802861851681 0.13006187752007664 0.0628475192647613 7.579351902008057 4463.749 0.9093697031884818 0.09167226991581945 0.06372269147738396 7.273046970367432 False 11 4200 28.85 70.8 2455.5874 0.8995678139818548 0.12946289690080165 0.05308000487168828 8.268349647521973 4373.194 0.9119009454299031 0.09109306508273161 0.04727757407362055 8.115920066833496 False 11 4300 29.0 517.1 2233.1567 0.8875764363126691 0.15013675560691997 0.030518574097989533 7.784101963043213 4172.3457 0.9055873766005428 0.10607168162724226 0.025546139400777865 7.448753833770752 False 11 4400 29.52 45.97 2214.5986 0.8850854410727322 0.1602164506172399 0.07907743733481 7.536222457885742 4161.3506 0.9048568068410799 0.10869331821910888 0.08990368467395239 7.2290239334106445 False 12 4500 29.23 376.2 2318.4797 0.8902303627832435 0.14869803992820158 0.09676374445473894 7.62786340713501 4401.3315 0.9091118715617477 0.09745689679654142 0.10846877680790036 7.299963474273682 False 12 4600 28.89 45.36 2458.672 0.8903300526711546 0.14449537336866264 0.0915674650912537 7.516028881072998 4403.951 0.9098077918500542 0.09172246037662803 0.10615992879789468 7.219890117645264 False 12 4700 28.99 45.39 2360.5337 0.8925912071547806 0.14677938957144754 0.03010498165298153 7.67205286026001 4390.7246 0.9102912227328055 0.09499311007950749 0.03646571571987394 7.352118968963623 False 12 4800 29.17 46.29 2245.954 0.8850202935338191 0.15778498984731068 0.05992348200258305 7.553344249725342 4298.298 0.9064542482659624 0.1017778650442488 0.07066748591885916 7.268678665161133 False 13 4900 28.94 45.51 2152.3354 0.8866065946404849 0.16687162580540732 0.05300863738199378 7.681756496429443 4218.541 0.9067755159061617 0.10723099801814831 0.058164446831510355 7.42929220199585 False 13 5000 29.34 45.8 2123.4421 0.8825173212186936 0.16775128919484214 0.049820364807763966 7.708810329437256 4479.205 0.9045099564436256 0.10912737732546886 0.055288477839749786 7.463508605957031 False 13 5100 29.22 46.36 2086.5554 0.8825229121695914 0.16543968134216297 0.05871562095336626 7.591920375823975 4437.9146 0.9055833297332122 0.10587476274982627 0.06162533208914559 7.285043716430664 False 13 5200 29.22 63.84 2055.3274 0.8824721355461311 0.16611829928258048 0.06193571364668238 7.5705084800720215 4552.6826 0.9090200875758423 0.09727114904646807 0.0636574834085002 7.269808769226074 False 14 5300 28.43 53.88 1990.1477 0.8795650141904023 0.17077353199373016 0.08103887478788913 7.688379287719727 4323.1377 0.905408310531574 0.10477844423674522 0.08643288465467094 7.365368843078613 False