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 5.667 19.56 297751.94 0.9755505468419298 -0.0005618389814181428 -0.3990044335930689 355.18109130859375 601835.5 0.9732916834461408 0.005804559297189828 -0.4043545463703783 354.0556945800781 True 0 100 10.08 17.46 323406.16 0.9765871607525843 -0.003959503038351605 -0.3336604087389057 35.25286865234375 56005.832 0.977658664053399 -0.007408614873004393 -0.32793736006866175 35.28057098388672 True 0 200 10.02 17.39 227732.3 0.9811850243330568 -0.007567345157355019 0.19394159869208266 14.70296859741211 55630.105 0.9816320796042487 -0.009138915249996092 0.18486867995103665 14.619731903076172 True 0 300 9.988 17.38 130741.48 0.9680426696141957 0.026390804274307435 -0.21378588369982024 5.760641098022461 59462.707 0.9660147369471562 0.03209959565174401 -0.22255026160435454 5.581933975219727 False 0 400 9.596 17.44 258414.2 inf 0.022787796944139033 0.3745318414018179 4.456053256988525 492278.62 inf 0.02684523831290154 0.37003301302675845 4.221680641174316 False 0 500 9.599 17.3 54236.0 0.9654398588185527 0.0293618584078608 0.36734871922489243 5.1800055503845215 45154.566 0.965067034509691 0.030111001119459243 0.35648942695936053 5.025382995605469 True 1 600 12.76 17.18 105361.734 0.9769083009005589 0.0004841382148161749 0.37188562911092693 16.725675582885742 93071.2 0.9749994457447763 0.0051928046178023966 0.36066451453406684 16.711286544799805 False 1 700 9.568 17.21 131503.06 0.969376632139044 0.007899557811473126 -0.002080082656385261 4.984096527099609 44279.848 0.9705970399556555 0.002513879473808954 -0.05047210916949364 4.828922271728516 True 1 800 9.962 17.33 74217.09 0.9697509511604571 0.0183139010771937 -0.3724888359277739 42.42262268066406 85784.51 0.9687477255745518 0.019455360368307723 -0.38425006737900097 41.912899017333984 False 1 900 9.665 17.31 68373.266 0.9813662346549625 -0.003673873034301237 0.36845998464936924 9.010476112365723 78269.4 0.980013220062217 0.00010282055106608134 0.3583719309941558 8.95133113861084 False 1 1000 9.608 17.11 79014.78 0.9797746246007205 -0.02167926531766383 0.3775586637885119 22.65431785583496 55331.797 0.9794976971375409 -0.02275169040883756 0.3712302465247657 22.67450714111328 False 2 1100 9.602 17.3 97831.68 0.967805865702484 0.011002352522721684 -0.062123023692605014 7.981627941131592 44396.586 0.968693813913903 0.005741682171590849 -0.09803476913267242 7.829619884490967 False 2 1200 9.618 17.31 111741.06 0.9635017811477268 0.03159152805490264 -0.32578832189169776 5.828046798706055 46190.004 0.9642919795984801 0.027405559391861775 -0.35542008689981813 5.646542549133301 False 2 1300 9.565 17.02 102718.23 0.9742372459975925 0.0073964704700414784 -0.10941709258726556 10.859366416931152 141947.31 0.972245183778633 0.011704211413688019 -0.1741814286011966 10.711963653564453 False 2 1400 9.425 16.99 82235.836 0.9675113054700738 0.01689206991508956 -0.12542363631464504 4.770148277282715 52759.59 0.966393490484888 0.019576810131134357 -0.19313788740581053 4.599925518035889 False 2 1500 9.433 17.1 103598.14 0.9676927931900469 0.0130728869447349 0.09516866606004071 5.974854946136475 46119.758 0.9680877344630032 0.009022142510533054 0.04900491954856058 5.813531398773193 False 3 1600 9.427 17.1 125298.33 0.9665003994906719 0.025139767243487786 -0.3808819765692796 8.127121925354004 50270.008 0.9656566077773066 0.02814132924780926 -0.3771361264766178 7.958118915557861 False 3 1700 9.418 16.94 110454.32 0.9697958732832466 -0.0030262287059825673 0.30930336492204086 3.634488344192505 49841.03 0.9694334748108379 -0.0028831583335938815 0.27256897698867577 3.402297019958496 False 3 1800 9.418 16.94 155243.92 0.9703548382139517 0.0015641538649085595 0.18906607183542343 18.903663635253906 47141.88 0.9712416953407144 -0.004015371652291989 0.1340912375814658 18.841808319091797 False 3 1900 9.418 16.97 148785.52 0.9698262133733557 0.0018619956552117826 0.14073779146606555 18.438993453979492 47049.77 0.970547443804831 -0.0037432500464735425 0.0952263323367682 18.37518882751465 False 3 2000 9.441 17.12 95858.5 0.9677363234925918 0.03041920108520902 -0.3603492908263629 5.527541637420654 48725.438 0.9672383956379135 0.03153509230447988 -0.3734551850340622 5.336126327514648 False 4 2100 9.423 17.0 129134.23 0.9747128734932873 0.002444761421939182 0.36043953207908314 6.334017276763916 253937.55 0.972641271554487 0.007863844030726127 0.34723769851510083 6.028681755065918 False 4 2200 9.417 16.93 54886.688 0.9750819212762512 -0.000128276536373271 0.355147452062654 8.991742134094238 68018.74 0.9733915477614961 0.004745858387839503 0.3253792653117294 8.874588012695312 False 4 2300 9.407 16.97 62274.645 0.9642749319957802 0.03690210118034321 -0.3550250746346163 4.2968220710754395 46591.973 0.9641701355701026 0.035299970568014184 -0.3844545245413468 4.089673042297363 False 4 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5 2900 9.583 17.16 58693.496 0.965365825989648 0.02413473565526787 -0.26792866723468134 7.158474922180176 50805.152 0.9647209179064471 0.02538546029171245 -0.2796605669374413 6.991921901702881 False 5 3000 9.564 17.23 45862.715 0.964548484687974 0.02900531463618394 -0.29503738864743045 4.6483588218688965 48816.2 0.9637344202522308 0.03090233805036928 -0.32346180441953737 4.452532768249512 False 5 3100 9.655 17.11 50103.375 0.9689609632662461 0.012274611000290913 -0.02431139345876503 5.98947286605835 53182.453 0.9675260809075249 0.0166395181787159 -0.06731033605371864 5.824585914611816 False 6 3200 9.465 31.62 64601.598 0.9677419156003616 0.013970322405131397 -0.13455352035214654 4.027154445648193 46103.043 0.968412125481084 0.010377708812622316 -0.15768707566139875 3.800077199935913 False 6 3300 18.07 27.53 45747.33 0.9728225856290451 -0.008402386980351017 0.3040954184543939 6.580808162689209 47768.52 0.9734502254770856 -0.012402958827523495 0.279836776670266 6.457752227783203 False 6 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3900 21.39 26.39 111348.55 0.9811555338439923 -0.0004662888809851613 0.36876372982845906 4.502490520477295 134872.88 0.9797381389123019 0.0030357731067646946 0.35441755863968283 4.39084005355835 False 7 4000 20.85 26.57 51754.402 0.9765125666676475 -0.010622199290889292 0.37708055704895194 3.6374707221984863 52453.2 0.9766816294841913 -0.013222192774236806 0.3580713421030165 3.487339973449707 False 7 4100 21.21 27.16 141957.38 inf 0.008842893137850322 0.34155681502076374 6.2476348876953125 229019.28 0.9726921327892317 0.013356625977606179 0.3207389971072734 6.064324378967285 False 8 4200 20.7 27.83 48980.32 0.9679359959512076 0.010742922261971733 0.008513307397900006 13.41901683807373 45240.41 0.9684081174268381 0.00583193362061924 -0.08028073655026458 13.335628509521484 False 8 4300 19.92 28.05 49447.418 0.9650805870200682 0.03196243815960842 -0.36588460011572704 7.684377193450928 47132.227 0.9643175315027704 0.034250092732565844 -0.4047338915880535 7.54170036315918 False 8 4400 19.85 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