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 23.85 509.7 333708.72 0.9804531824043773 0.0037033687633727308 0.3035579834549368 287.2127380371094 790278.1 0.9808931829332928 0.003342094945498643 0.25422991127331285 289.65185546875 True 0 100 36.34 248.5 74894.0 0.9793889461207711 -0.00038474578397020286 0.4375137351410938 30.262025833129883 56568.133 0.979013963686231 -0.0004198635839399721 0.41794798137037353 29.723857879638672 True 0 200 31.19 51.36 53734.19 0.9820021381580486 0.0037819104702084792 0.4312429256977589 30.347900390625 92399.38 0.9821872790336725 0.0038520754248281964 0.40728838774573994 29.81854820251465 False 0 300 30.56 51.29 96467.34 0.9707116710722288 0.025631743402639382 -0.3945354134779437 18.402936935424805 39928.996 0.9711043823604663 0.022594241423474996 -0.4116379550348736 18.042098999023438 True 1 400 34.57 51.3 56857.73 0.9736267133497146 0.02673100612548843 0.044351527242712754 27.157791137695312 53527.215 0.9735222537814036 0.02630743851127449 -0.03153119464289917 26.670833587646484 False 1 500 30.29 51.18 48598.34 0.9739229895580619 0.020411922901145834 -0.19632391115221542 17.250608444213867 52505.56 0.9744787512685905 0.017910914568394002 -0.2431892797091654 16.955854415893555 False 1 600 31.01 63.83 42435.844 0.9726373081265425 0.022787160371803512 -0.4188689339632163 7.783420562744141 49151.56 0.973584440556124 0.01911767685819411 -0.4552463568454561 8.139789581298828 False 1 700 31.56 61.35 43257.074 0.9796372781849855 0.00885102259851708 0.4134159132486932 20.565290451049805 74668.45 0.9801029643327648 0.007981242928292541 0.38174334571081275 20.186033248901367 False 2 800 32.83 55.85 40136.51 0.9804441851227685 -0.0020683838281385933 0.42382322887500856 21.317779541015625 61457.043 0.980326138807056 -0.0013707511924386 0.3968600515957054 20.94689178466797 False 2 900 30.29 138.2 34013.906 0.96856580604267 0.04235896671440884 -0.37747275493129306 9.083724975585938 44901.76 0.9691580811656583 0.036573834145328527 -0.40113671915687454 8.9605073928833 False 2 1000 32.03 52.2 36418.336 0.9750868676548321 0.01943921489289075 -0.29503246420637724 13.948508262634277 63393.453 0.975897848394821 0.016784281699127178 -0.36073411273452505 13.69482707977295 False 2 1100 29.98 65.85 45833.223 0.9818138414386602 0.004675603776377281 0.42205752714874306 13.425158500671387 84299.266 0.982323386914214 0.004234752310448985 0.3932130617458446 13.212224006652832 False 3 1200 29.96 60.53 100035.625 0.9793080308728995 0.0010921993786814218 0.44831673288658447 10.463589668273926 55028.914 0.9788796312613804 -0.0005221378296467427 0.43582225307538874 10.282155990600586 False 3 1300 30.32 50.59 52751.867 0.9749919573952024 0.013473455262404692 0.3008202717273118 15.777438163757324 48489.844 0.9749518670102624 0.010370244167502913 0.23814018961832534 15.498766899108887 False 3 1400 30.45 52.92 34760.535 0.9671242300366049 0.040943482907581256 -0.427566859977832 8.873744010925293 42120.62 0.9687282957508193 0.03388942231557177 -0.4459291309379796 8.857588768005371 False 3 1500 29.75 50.28 75724.32 0.9773655659758468 0.007886593596033475 0.24561556723474906 11.931775093078613 51355.934 0.977245400787935 0.005175277522226375 0.1915929989357389 11.746914863586426 False 4 1600 29.61 67.15 30286.363 0.964988071795134 0.04374006730255069 -0.4534104250431266 9.285564422607422 37522.08 0.9667269049053568 0.03861846085003804 -0.4710531139463671 9.49813461303711 True 4 1700 31.61 383.2 37996.414 0.9695043658673018 0.03177670309459927 -0.34580232484703793 7.538461685180664 44308.402 0.9708924166301887 0.025189032671871246 -0.39092568109175796 7.62984561920166 False 4 1800 35.73 579.3 29708.004 0.9744876935129827 0.022338053489200625 0.3454660263874463 11.085713386535645 54742.316 0.9753720571132714 0.019369465658609943 0.28411723658051447 10.939958572387695 False 4 1900 38.9 394.4 28883.24 0.965422776934837 0.04597296474658849 -0.4092549335015282 6.606991291046143 48660.164 0.9673491644900594 0.04080789063647333 -0.4333630671375453 6.808218002319336 False 5 2000 30.34 447.3 25415.09 0.9653637971891198 0.049297601313563665 -0.4229704677810078 7.09428071975708 42124.344 0.9671517621310758 0.04240550762730091 -0.44087861697504366 7.215790271759033 False 5 2100 32.12 214.1 40985.64 0.9748248265557676 0.02706858315712002 -0.18910492071576565 7.531023025512695 80823.086 0.9760536394725553 0.023687260309843153 -0.2547419212436168 7.557616233825684 False 5 2200 32.01 474.0 38168.25 0.9729373746757938 0.021533092007585436 0.39168462143373056 14.136938095092773 48161.926 0.9733338235567017 0.016750988378080218 0.3404819454545229 13.888436317443848 False 5 2300 33.21 140.4 31762.598 0.9730971338564897 0.028131699724493912 -0.20467304460376534 11.60159969329834 60647.383 0.974330174451754 0.024273687128892538 -0.25436958534773535 11.434220314025879 False 6 2400 33.97 55.65 31271.904 0.9665248265257226 0.04252878796237175 -0.0847006620321178 6.313587665557861 41752.68 0.9678087896579816 0.03743109427391645 -0.13142852975712013 6.639665126800537 False 6 2500 30.86 71.56 32667.621 0.9681725022169808 0.043293870552684105 -0.09945083945564503 8.074224472045898 43178.484 0.9699524509163842 0.03599722621991401 -0.16462422477894864 8.053426742553711 False 6 2600 31.09 80.73 27671.12 0.9666347918993322 0.05006407975829394 -0.4395688086247168 10.524541854858398 43379.21 0.9679438505018578 0.044717768847696925 -0.4686691826941184 10.436540603637695 False 6 2700 32.04 60.6 31946.314 0.9733251072528029 0.028578465026558503 0.21326568130168497 6.651387691497803 58032.31 0.9750378115985995 0.023954664206258077 0.1359893187928022 6.673016548156738 False 7 2800 31.37 65.52 31929.414 0.9672156016948638 0.038876547965416126 -0.3458350558546129 8.820154190063477 38188.684 0.9686662565143618 0.032630064738239276 -0.3679893581352181 8.808442115783691 False 7 2900 31.73 50.27 25208.602 0.9614653506756713 0.05969503012721176 -0.4736331819888684 10.49528980255127 39653.56 0.9641155692734026 0.05157129056331974 -0.4775132879532235 10.425010681152344 False 7 3000 31.77 58.57 29881.176 0.9581719854839762 0.0605866328323959 -0.488572177311429 6.875694274902344 40037.5 0.962138064027699 0.049772643632571216 -0.5027311260151781 7.091464042663574 False 7 3100 30.03 71.39 27888.486 0.9566445109567533 0.06297554792306001 -0.4804277474242416 6.832869529724121 32255.137 0.9607352007051684 0.05071651747823255 -0.48410028179132825 7.009665489196777 True 8 3200 31.96 81.44 25947.34 0.9645158233378454 0.05025317586919167 -0.32998222989258646 6.776183128356934 46119.816 0.967037689220107 0.043154927835288834 -0.34580874497228437 7.0737786293029785 False 8 3300 30.43 51.43 26119.559 0.9612036499108104 0.05544302510633964 -0.37059449561327973 6.924777984619141 32439.68 0.9640891523894652 0.04583616362606671 -0.3638896732968329 7.190622806549072 False 8 3400 30.09 71.3 24809.867 0.9557328287957163 0.06376128428871543 -0.38252865379838696 6.538394927978516 28710.89 0.9619199614534365 0.047721200249180765 -0.35726021551464693 6.697662353515625 True 8 3500 31.83 51.1 31068.443 0.9593076176962575 0.06964802935863904 -0.17316943818034491 7.114312648773193 31056.873 0.9626658532056727 0.0583433239714349 -0.20368378767674203 7.137480735778809 False 9 3600 30.06 66.02 36238.52 0.9664952512201637 0.051365227909214814 0.28829913249517664 9.332843780517578 36867.984 0.9682981269776917 0.04087376471009616 0.22639346118267908 9.228937149047852 False 9 3700 34.09 63.25 27118.398 0.9519238797556965 0.07341326846404889 -0.4418616872105872 6.387020587921143 21843.184 0.9582076175768528 0.05653624038206729 -0.4657026982411156 6.558468341827393 True 9 3800 33.38 54.55 25688.137 0.973163200675664 0.02962895332419884 0.4107396590002158 8.584468841552734 51982.83 0.9746795640690752 0.02394194376057751 0.35055401752664517 8.492252349853516 False 10 3900 30.73 60.9 20343.621 0.9623872206835199 0.05887443333751982 0.05912748017831216 7.870761871337891 31111.477 0.9665141694741265 0.04621476297822103 -0.0037630602013362445 7.840620040893555 False 10 4000 30.88 69.3 22559.53 0.954187182518418 0.07472943974313645 -0.44704773576913204 7.8579936027526855 22128.096 0.9593105577232071 0.05952836168042307 -0.44969021120718394 8.011506080627441 False 10 4100 32.06 101.0 22904.625 0.9608416207049895 0.06671142566936718 -0.008428716289920448 8.47863483428955 34298.902 0.9644559878162885 0.05326603926114825 -0.06840118492257952 8.402544975280762 False 10 4200 33.51 57.09 21783.746 0.9673040410709643 0.044242896279019214 0.30732996733369816 7.007079124450684 42984.793 0.9704929519767902 0.03494047942573423 0.22568260245101285 6.996694087982178 False 11 4300 31.09 64.86 21706.707 0.9637799503248703 0.05376517321023847 -0.3170695453217501 6.4742560386657715 39974.35 0.9672867937615567 0.043243424571271 -0.33912901598569867 6.522222995758057 False 11 4400 32.99 64.4 21781.434 0.9552197801433595 0.05985482897812035 -0.391531460248513 7.1505937576293945 20036.783 0.961065081024999 0.04589280373473028 -0.3882732074053833 7.182104587554932 True 11 4500 33.97 81.14 19856.299 0.9664506732987932 0.05001664200069471 0.13873423110201288 7.5904107093811035 43963.08 0.9692934645514185 0.040968055060363676 0.05994211135353746 7.673555374145508 False 11 4600 30.23 62.79 20831.438 0.9584109039217464 0.0675117429764796 -0.19055663164170852 8.105706214904785 31276.53 0.9628969778100714 0.0533940091796598 -0.21362875322126876 8.067094802856445 False 12 4700 30.89 53.98 20672.576 0.9557575312745804 0.06385211730939556 0.05835922300327424 5.695727825164795 26379.504 0.9617895347572626 0.048713878489831074 -0.003937370884493612 5.815073490142822 False 12 4800 31.38 550.8 19238.895 0.9520113454208172 0.08300331630739291 0.2339119978538206 5.578214168548584 26746.807 0.9578875082991902 0.06800435580755648 0.1432912161461317 5.688807487487793 False 12 4900 34.2 293.4 18821.764 0.9495758061602608 0.07819503673342876 -0.24704421841596294 6.044545650482178 22352.865 0.9566331452737116 0.061808076436888355 -0.2516337365138694 6.284843921661377 False 12 5000 33.45 668.0 18072.451 0.9565748652199543 0.07108431125170367 0.1254049036045631 7.057764053344727 25828.42 0.9622967518731005 0.05586790126664298 0.04374736680458361 7.070197105407715 False 13 5100 32.25 506.2 23064.479 0.9506504403409802 0.0804879704866894 -0.06071956485397221 5.781238079071045 25158.393 0.9574216663497772 0.06443295493500767 -0.11593773759717507 5.991705417633057 False 13 5200 31.87 62.0 19134.895 0.954772061181981 0.08583516591673306 -0.1093113813779122 8.253786087036133 25776.227 0.9602199342668866 0.0695355117332057 -0.1454435159000405 8.198973655700684 False 13 5300 32.28 540.5 19927.293 0.9546481503584185 0.07093549264814382 0.2250618764646929 5.680230617523193 22730.186 0.9606294132267491 0.05537571852333259 0.1420101424644668 5.828840255737305 False 13 5400 36.36 554.7 18555.625 0.9506074069722141 0.08265240976316623 0.2832715427113284 5.319234848022461 23912.39 0.9575834311827107 0.06532727245132103 0.20539785487988818 5.459512233734131 False 14 5500 37.79 215.7 20574.924 0.9560820072049928 0.07660130690152461 0.3780943902986385 8.297082901000977 25266.545 0.961455738559849 0.05997014084292227 0.30093329862051776 8.216018676757812 False 14 5600 33.66 179.2 18755.568 0.9501719281096086 0.07546870817720236 0.32556882835518264 5.094265937805176 20468.924 0.9574945195299881 0.05869589768475543 0.2623297373084973 5.295585632324219 False 14 5700 35.69 234.8 15984.514 0.947039985228522 0.08999723410351292 0.19303765127447736 5.800361156463623 20333.883 0.9545510443975372 0.07250075150209416 0.11194661173580561 5.9158759117126465 False 14 5800 31.32 247.6 15135.612 0.9491684127739917 0.08818527429654191 0.29421171420375025 5.191912651062012 23902.693 0.9563769550103375 0.07102236794171499 0.23294102215540793 5.361154556274414 False 15 5900 30.64 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0.9462798883143951 0.09598185193981014 0.42180306594449474 5.175914764404297 23458.21 0.9547183408875777 0.07606504074830614 0.3607357115560438 5.307119846343994 False 17 7000 29.27 47.32 18810.12 0.9462249236748335 0.09518894964387535 0.4048468060731424 5.219066619873047 20128.945 0.9549551329248549 0.07418289463736522 0.34006732150484503 5.40352725982666 False 18 7100 29.3 49.08 16002.816 0.9413016791257653 0.10119353301375889 0.4156098294773686 4.7401227951049805 20776.738 0.9515208832376975 0.07783469118007878 0.37055632017351414 4.919958591461182 False 18 7200 29.63 50.63 16524.008 0.9418958813475705 0.0978745964705293 0.4260349641713038 4.729187488555908 23648.525 0.9519425129627258 0.07464069022293905 0.39109511486466697 4.872281074523926 False 18 7300 29.42 48.35 28732.41 0.9373146617468991 0.09097365605085454 0.44971710029314166 4.511041164398193 22195.848 0.9489830925437495 0.06657793629761588 0.41661185415496027 4.77963924407959 False 18 7400 29.43 48.34 19804.508 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