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 2.819 14.87 184699.58 0.9773004718157036 0.007158436190194277 0.3766333888174602 37.39845275878906 137046.6 0.9842807967327869 -0.00277577345862653 0.4661726993150147 39.544612884521484 True 0 100 9.872 13.13 16533.834 0.9745347349720714 0.015527158575472612 -0.30430285620927233 21.802165985107422 45440.906 0.9816557679262744 0.005951450813676593 -0.4620024157284845 21.119277954101562 True 0 200 9.813 13.75 11741.22 0.9677478572937358 0.03546489672277442 -0.33758574644310985 16.499332427978516 45554.535 0.9720884776713472 0.032507044186562445 -0.49494625789910995 16.16438865661621 True 0 300 10.05 13.79 19446.967 0.9722484616110981 0.023960078782952254 -0.3342003501284044 11.94171142578125 48732.676 0.9802680102727098 0.01546076635508188 -0.4910946158973685 11.979945182800293 False 1 400 10.94 13.17 9991.45 0.9611498128488042 0.053457395382508696 -0.30337367482522676 7.130215167999268 43883.99 0.9660386312541436 0.05222179492537897 -0.4626686029285456 8.154226303100586 True 1 500 9.59 13.69 11258.441 0.963572633774131 0.053537730383523954 -0.32706173399389055 11.972051620483398 64640.516 0.9619969823504922 0.06221397742219377 -0.4847466675003342 12.043778419494629 False 1 600 9.655 15.28 8659.359 0.9582660866489636 0.05707907344052106 -0.33673157894537903 7.556330680847168 47685.324 0.9604497353432184 0.06041194633622442 -0.4937536179139948 8.257984161376953 False 1 700 9.912 13.21 7744.589 0.9592044425305438 0.05756990792815942 -0.29479340980611496 6.683587551116943 47105.246 0.9598917562279871 0.06117563512984582 -0.4483979430109097 7.524649620056152 False 2 800 9.701 13.48 7878.5645 0.9603450287399526 0.04841174288514637 -0.31917400431184145 6.771394729614258 36931.566 0.9670015490302227 0.043556781342145356 -0.47293236502716274 7.4786200523376465 True 2 900 10.0 13.43 7016.9507 0.9508175194944107 0.07938302393436371 -0.17149197921353845 6.1839799880981445 42567.203 0.954286903734682 0.08087736097227266 -0.22964692683712715 6.8057966232299805 False 2 1000 9.568 13.41 7395.607 0.9598554754564892 0.04850151079778759 -0.19241800785864618 6.057434558868408 43506.246 0.965828749620161 0.04282317119165278 -0.27648714259233287 6.563637733459473 False 2 1100 9.603 13.25 9844.987 0.9652792229211418 0.03706479704720104 -0.33943812535942003 8.419174194335938 41918.156 0.972743926657991 0.029219456863904935 -0.49755063031466007 8.897262573242188 False 3 1200 9.45 13.47 10861.703 0.9577021026081979 0.06115267514033829 -0.32246469679466183 6.829184532165527 73273.59 0.9567052853908795 0.06698684425561284 -0.48464244525814093 7.302138805389404 False 3 1300 9.587 15.8 7594.679 0.9560105774490806 0.07881019015735811 -0.3183545638531626 6.516316890716553 42777.824 0.9616023833011009 0.07326002575444861 -0.4693066111174461 7.1005859375 False 3 1400 10.32 13.41 9580.513 0.9537266574377525 0.06929321076144451 -0.3646126356068538 7.395531177520752 72083.87 0.9504623923923866 0.07593435658895914 -0.5170781548007521 8.294062614440918 False 3 1500 9.72 13.32 7135.522 0.9549832454354145 0.06286089183326499 -0.30441267132544436 6.466262340545654 46070.215 0.9615410610007742 0.05559094938085738 -0.40296826522414925 6.935326099395752 False 4 1600 9.56 13.7 7038.4927 0.9572052750225235 0.06500744927510015 0.2581908259023458 5.708456993103027 42704.49 0.9653152415692547 0.0531308134274413 0.38349508680764977 5.885811805725098 False 4 1700 9.634 13.13 6970.2773 0.9500819343404209 0.07892579892442413 0.06708909721114963 6.035288333892822 50855.016 0.9542408109097643 0.07634672286166226 0.09615253534728056 6.3348565101623535 False 4 1800 9.514 13.36 7530.0186 0.9442887046408767 0.08993491015475351 0.2297076641246305 5.693020820617676 43787.65 0.9471190123618918 0.09153911966048063 0.348205574756543 6.014369964599609 False 4 1900 9.608 13.32 8005.6206 0.9460456927234517 0.08996171036030169 0.21784667237264652 5.783073425292969 42919.54 0.9502665053754378 0.08903083656188354 0.3261439452097499 6.193502426147461 False 5 2000 9.559 15.56 7979.463 0.9521360185676192 0.08150335988145009 0.32133385657957925 7.189441204071045 51932.484 0.9537664151641512 0.0839048920274769 0.46841544921492323 7.535569667816162 False 5 2100 9.91 13.27 5955.4395 0.9409435928737344 0.10636680679115305 0.2404733896130876 6.009459018707275 42067.93 0.9466326261438421 0.10325623959350422 0.3508928225313642 6.083508014678955 False 5 2200 9.387 14.14 5555.6714 0.9400460406607535 0.10039662942837538 0.2694008439203408 5.671447277069092 43008.68 0.9446492414150522 0.10023522737278118 0.39698008198963153 5.742280006408691 False 5 2300 9.56 13.8 6888.0522 0.9516519257191597 0.07489017854126517 0.1470844327150706 6.470968246459961 39690.12 0.9594130798495928 0.06372985275140136 0.2161018802152502 6.587729454040527 False 6 2400 9.565 13.25 5589.169 0.9474267905990682 0.09212827036771738 -0.13244874834195575 6.1243109703063965 36852.656 0.9549154881955968 0.08508087769591788 -0.1615779771362741 6.716944217681885 True 6 2500 10.65 13.31 5162.824 0.9408727789377268 0.09710948384566782 0.294522507541934 5.642345905303955 37120.996 0.9477971435961571 0.09170856013458684 0.44043412721666836 5.763012409210205 False 6 2600 9.539 13.58 6998.669 0.948503901742389 0.07676112582725095 -0.08538014630029536 7.52389669418335 42361.26 0.9544632649500615 0.07053655093694555 -0.14560003021283002 7.604333400726318 False 6 2700 9.56 13.23 5786.419 0.9461795740904627 0.09275767908009858 0.2157347696759813 7.6061201095581055 37846.176 0.9537169965372443 0.08276861738936797 0.31447176805828353 7.528947353363037 False 7 2800 9.794 13.28 5306.169 0.9359808445926252 0.12173668589281167 0.30121807053113747 5.500054359436035 40535.04 0.9419888686300252 0.11859426337490024 0.4485813160201747 5.471375465393066 False 7 2900 9.614 13.31 5027.5684 0.9408131331288592 0.10061983587768814 0.27455547285534815 5.547302722930908 39882.12 0.9456065481214911 0.09954523354427597 0.4139787162110679 5.6001877784729 False 7 3000 9.554 14.59 6394.2417 0.952189719734449 0.05957289063540603 0.3146343105296763 5.495290279388428 36892.71 0.9593915804388852 0.052145105836590516 0.46510885096261884 5.65709924697876 True 7 3100 10.29 13.29 6661.675 0.9421068418875069 0.09085545190887238 0.31073469555761013 5.355963230133057 40397.266 0.9467995100072522 0.08823684806795798 0.46501018373418856 5.300418376922607 False 8 3200 9.411 14.4 5538.6045 0.9364098413713542 0.11377420536604536 0.305143039918983 5.547582149505615 39340.066 0.9385970653565937 0.11757750174458717 0.4577667036141776 5.341423034667969 False 8 3300 9.519 15.57 5773.1533 0.9352972535415507 0.12176404457415566 0.29841905641023075 5.3795390129089355 35885.406 0.9424158391565702 0.11471972825582988 0.45504129353500666 5.2615647315979 True 8 3400 10.58 13.29 5594.8887 0.9336865853706726 0.12358798657944342 0.2746452399723869 6.74931526184082 40168.3 0.9369466881792637 0.12357116157967002 0.40713872648692195 6.578365325927734 False 8 3500 9.974 13.26 4799.851 0.9367977266620108 0.12057251719385872 0.31340131490953554 5.633473873138428 36944.043 0.944586387933647 0.11256427214119064 0.4540071093737622 5.416479587554932 False 9 3600 9.545 13.62 5667.5303 0.9497671092759715 0.08904214462884072 0.34304592707142184 6.2133636474609375 44336.63 0.9566859403273119 0.07978585111453873 0.4965462635971055 5.920933246612549 False 9 3700 9.66 13.12 4917.5376 0.9337920626895722 0.12872072770955498 0.32970429837137116 5.28355073928833 39634.434 0.9420159279335194 0.1190796589907254 0.4805963143207806 5.157048225402832 False 9 3800 9.507 13.25 4634.81 0.9358559248447197 0.12184289626432329 0.32276915401917705 5.437753677368164 42547.105 0.9424700655993687 0.11562142517993754 0.46519386383299893 5.577710151672363 False 9 3900 9.386 13.09 4588.021 0.9303718767529291 0.1356958689948802 0.31924315618359766 5.318221569061279 37548.184 0.9375611419230929 0.12885092715273325 0.4646880129084219 5.266585826873779 False 10 4000 9.56 16.18 5086.373 0.9277734536771808 0.1354650271354006 0.33549875223218584 5.568790912628174 36965.434 0.9352346645486295 0.12840452260478877 0.4867182615551798 5.195410251617432 False 10 4100 9.747 13.17 5124.6733 0.9385465104744037 0.10783212873655354 0.34977085309337375 5.361867904663086 36894.53 0.9453456544431211 0.10228674132446361 0.5029285710636778 5.4337334632873535 False 10 4200 9.499 13.9 4666.7427 0.9275668895752801 0.13065183743529749 0.3411997166432501 5.223552703857422 38909.15 0.936104129056635 0.12247073953656097 0.492484951151084 5.0280375480651855 False 10 4300 9.543 13.36 5051.374 0.9239765807108402 0.13149594110992724 0.34189407463154325 5.337666988372803 38070.668 0.9307533147637959 0.12558986035723163 0.4867391707435431 5.0987043380737305 False 11 4400 9.558 13.33 4526.29 0.9337742972567894 0.13751252805849168 0.3313236317476823 6.639872074127197 35356.684 0.9419540305464761 0.12523546082619266 0.47478384624250375 6.017082691192627 True 11 4500 10.84 13.23 4132.524 0.9214909804084112 0.14312988927112028 0.3433554120413769 5.216763019561768 38236.2 0.9292856213430625 0.1328727861493181 0.49000458918503464 5.08078145980835 False 11 4600 9.564 14.2 5024.335 0.9176405909304304 0.15252663789287704 0.3494841979317008 5.273752212524414 31568.29 0.9281933221113167 0.14006288824685262 0.49070955809379013 5.279594421386719 True 11 4700 10.1 14.61 4878.0474 0.9185541481608193 0.14350879084192517 0.35923223054645 5.167020797729492 41775.44 0.9264924438760938 0.13259305306113517 0.5042290457650579 5.002513885498047 False 12 4800 9.712 13.26 4328.593 0.914702168515809 0.1532706177001411 0.36427655855160673 5.121612548828125 34266.004 0.9240074803997326 0.14229975942556516 0.5123587083719142 4.887699604034424 False 12 4900 10.44 13.81 4486.634 0.9202340144396493 0.1409336893903555 0.3372502823532593 5.314410209655762 35418.676 0.9250670475766137 0.13681091451827893 0.48532363763445724 5.134398460388184 False 12 5000 9.54 15.23 4438.0425 0.9145192993108225 0.15567266396002297 0.3482070997877062 5.254456043243408 37369.617 0.9230628565510086 0.1435912759305123 0.4959922527365419 4.973519325256348 False 12 5100 9.722 13.18 4503.2017 0.9163401748395078 0.1524119401194803 0.34683476008528635 5.334048271179199 35926.207 0.9262470645257943 0.13719952201298502 0.4889392827251187 5.168452739715576 False 13 5200 9.627 13.29 4641.5073 0.9370031676651759 0.1325969997093006 0.345456634986244 5.4786834716796875 36066.938 0.9459503182465663 0.11890985820206408 0.49842006697413094 5.39567232131958 False 13 5300 9.589 13.33 4070.5781 0.9160863945127926 0.1555232072251399 0.35773384131084246 5.204503059387207 34490.863 0.9255048962027377 0.14329225341244692 0.5064937981437928 4.916876316070557 False 13 5400 9.535 17.95 4011.469 0.9148434772234287 0.15440089281594804 0.37711423101828345 5.159389495849609 35381.965 0.9251449752959942 0.1405106149385412 0.5202102903351536 5.0637102127075195 False 13 5500 9.607 13.08 3560.636 0.9124908520967793 0.1703323090254656 0.3678769340799964 5.355932235717773 34256.36 0.9244984382776692 0.1503353822909384 0.5156457261016055 5.067691802978516 False 14 5600 9.778 13.17 3453.2349 0.9096818497612518 0.17095997567338272 0.368273366497762 5.12489128112793 33934.133 0.9228968674570408 0.1491806978005524 0.5116204606602285 4.875265598297119 False 14 5700 9.598 13.32 3893.964 0.9102293302161948 0.17121297488571688 0.37169993145093333 5.1853132247924805 31732.275 0.9205801267000153 0.15611049390184423 0.5142895535364028 4.863101959228516 False 14 5800 9.456 15.42 3633.2554 0.9090595907005105 0.1757773418579692 0.36398732413499824 5.145956993103027 31156.281 0.920715221567511 0.15778243146687734 0.5154499420243204 4.807515621185303 True 14 5900 10.15 13.13 3404.4653 0.900275305865891 0.1821819698750921 0.37620421109933094 5.156477928161621 30764.355 0.9148181701700973 0.15973917291364642 0.5169315844766361 4.86077880859375 True 15 6000 10.15 13.69 4032.03 0.9032963765173221 0.1792238825211992 0.38061192609713285 5.079442501068115 32748.553 0.9166035030257198 0.15993394192790725 0.5210780587751235 4.9586873054504395 False 15 6100 9.601 15.57 3922.329 0.9123105247596465 0.16862132785881703 0.38089488625131446 5.1955437660217285 38624.176 0.9264266982631758 0.14712169430887317 0.5148849722553153 5.059082508087158 False 15 6200 9.668 13.39 5305.4883 0.9108177509011055 0.1680222578737143 0.3858140002544021 5.110097885131836 37516.797 0.9234535802669581 0.14744164610827276 0.5239283961086983 4.850610256195068 False 15 6300 10.44 13.32 4041.8772 0.9021083017702761 0.17198013488812428 0.3798932830449115 5.115902423858643 41079.45 0.9124731690143888 0.1544079176134655 0.511019349953391 4.995399475097656 False 16 6400 9.514 13.55 3717.72 0.9016534293032268 0.19020067817888273 0.38712790874047764 5.121361255645752 36430.67 0.915644495538682 0.16448425686593757 0.52986419234123 5.008195400238037 False 16 6500 9.733 13.05 3589.6194 0.904905890671712 0.1821870481073946 0.3762272360091812 5.353342533111572 29500.617 0.9199848383184078 0.1573086119910629 0.5228326995520312 5.311700344085693 True 16 6600 10.29 13.12 3966.4614 0.8978466025723123 0.19266163729741848 0.3843064796891736 5.241711616516113 30743.818 0.9119599053371348 0.16814033623739813 0.5281934624321273 5.12910795211792 False 17 6700 9.585 13.52 3980.988 0.9123138837968753 0.15282927536299554 0.36411872239434606 5.224867820739746 30741.516 0.9222601900747465 0.13753436741829256 0.5103872809130556 5.1289591789245605 False 17 6800 9.599 18.92 4064.419 0.9081600133102852 0.16468112003624505 0.3608570712733502 5.147292613983154 28176.56 0.9208743936223863 0.14522062651075848 0.5100848494675172 4.896524906158447 True 17 6900 10.26 13.3 3312.786 0.9059629855720961 0.173302471948772 0.3775507992461366 5.099266529083252 32506.82 0.9225448774285626 0.14642609819155597 0.5196130631558811 4.996951580047607 False 17 7000 9.773 13.91 3174.4504 0.9047612293876897 0.18666706434574917 0.35399132310976683 5.367098808288574 31313.307 0.9170295598219372 0.1645919007735591 0.5040256259541241 5.193467617034912 False 18 7100 9.601 13.82 3961.7205 0.9149260273819139 0.16810028306909833 0.3678570054085939 5.758237838745117 32476.072 0.9259421528697793 0.1500003857323432 0.5149236147253122 5.6918625831604 False 18 7200 9.715 13.49 4263.0186 0.8933414491375825 0.1917851828870441 0.38276279754589804 5.066849231719971 30059.605 0.9102862065559765 0.16533717664131334 0.5234083392525208 4.883105754852295 False 18 7300 10.21 13.19 3851.3765 0.8959279502240401 0.19924308838597476 0.3698449239172441 5.132657051086426 31612.21 0.9107674371183595 0.17253782744891277 0.5137636123145625 4.823668479919434 False 18 7400 9.536 14.05 4156.523 0.8944679047164362 0.19703089282798963 0.3677268504042467 5.181570053100586 25809.396 0.911452397407925 0.1683977893036527 0.5142427788080114 4.9582085609436035 True 19 7500 10.04 15.99 3926.4336 0.8904852022209355 0.20295956755056577 0.38303499045018957 5.0404791831970215 31261.105 0.909187574356779 0.17138554413681809 0.5257659926423939 4.791136741638184 False 19 7600 9.669 13.3 3230.5452 0.9014711532852536 0.183994082517611 0.3799616014002017 5.065671443939209 32797.906 0.9132869937051274 0.16515254368562518 0.5264085877249834 4.832878589630127 False 19 7700 10.12 13.29 3026.4067 0.8970885856616532 0.19729470529460122 0.3857466629519684 5.297839641571045 32656.62 0.9127990286561191 0.17015383415829327 0.5265383986196915 4.9402265548706055 False 19 7800 9.569 24.95 2982.5288 0.8917542361315876 0.1957439758645737 0.39933570234251686 4.9717183113098145 32314.004 0.9119845773974903 0.16113859613908377 0.5321236929837764 4.778825759887695 False 20 7900 9.896 13.02 3235.303 0.8943034053738336 0.19578730747287462 0.39705583542199485 5.013425350189209 38574.37 0.9104057317580037 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