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 20.79 171.3 89952.2 0.9840900818481212 -0.005243262129146016 0.20372683565744273 63.30280303955078 320626.2 0.9835137844010076 -0.003071903595774085 0.24103679042230106 63.99641799926758 True 0 100 32.36 113.1 19385.787 0.9768573658915097 0.01642551969487918 -0.48391714178840395 28.18120765686035 57040.207 0.9765033096447748 0.017804091684340887 -0.5010722824290483 28.053342819213867 True 0 200 31.57 97.92 27783.691 0.9746099629714288 0.022949342411903578 -0.4670495003065094 18.63106346130371 61876.934 0.975051123819865 0.019780312179689664 -0.4826878260470602 18.60158348083496 False 0 300 30.76 179.6 17903.092 0.9737918563083684 0.02853846568121515 -0.47164389063057566 13.432256698608398 54605.766 0.9736471664897568 0.028902666597425613 -0.48963517628362746 13.485574722290039 True 0 400 31.86 181.5 16201.124 0.9677966633255473 0.049871275852154895 -0.4678927587432758 9.620331764221191 48405.69 0.967921569326775 0.04939113438632436 -0.48751916334611695 9.964323997497559 True 0 500 30.93 186.3 30282.084 0.9758166067404228 0.02041727383041791 -0.38738631984187305 18.027978897094727 68238.65 0.9760673046376779 0.017860884442256707 -0.4199968892356026 17.97281837463379 False 0 600 30.71 89.71 20525.734 0.9817431524600764 -0.00034858986315432363 0.3611112000908264 22.749223709106445 68282.96 0.9811716347455951 0.002127795169117741 0.3574696690091594 22.640947341918945 False 1 700 44.42 92.84 23964.32 0.9815614916144403 0.005278829545085897 0.3749358901606795 17.751256942749023 75596.42 0.9808683077820426 0.008163772209705123 0.3755046004456725 17.657424926757812 False 1 800 30.85 89.57 16933.623 0.97573012532865 0.03294049750403147 0.3061368368697115 17.297718048095703 57016.035 0.975544483318069 0.032758665998477536 0.2897304349235012 17.236658096313477 False 1 900 30.21 108.8 18186.12 0.9731250788336117 0.0286633715606654 -0.32843845981597664 6.562034606933594 55044.684 0.9732377912321333 0.02619992075881882 -0.36534108108635993 7.0246262550354 False 1 1000 30.23 85.71 17471.186 0.9773758497198268 0.009850100580926564 -0.3921955682418649 21.904733657836914 59328.34 0.9770272218677238 0.011780912352151769 -0.41850533918117105 21.81088638305664 False 1 1100 31.24 454.6 20132.22 0.9818440961449124 0.001780002156418929 0.13032148768894736 14.748194694519043 69200.25 0.9812844801811806 0.004051705514592244 0.09814305036981817 14.72032642364502 False 1 1200 35.59 257.5 25397.412 0.9814524716018835 0.008420376013497719 0.26078508710201914 9.571176528930664 78642.49 0.9807539904647374 0.01106211845022084 0.24696936375205875 9.643780708312988 False 1 1300 30.08 86.23 24767.777 0.9815927606357512 0.008465760157089872 -0.40402268684172105 9.644270896911621 78482.44 0.9810435001658065 0.00970097586467464 -0.4349057959300792 9.807249069213867 False 2 1400 30.22 104.6 28583.8 0.976722943599784 0.016051567757123773 0.38340258415288014 13.159235954284668 69602.27 0.976879713204764 0.013757574287853305 0.3792075061606171 13.15418815612793 False 2 1500 29.88 86.11 16279.039 0.9707357975481914 0.053395250901647255 -0.3954498033919679 6.663926124572754 50542.99 0.971032846311353 0.05086530308078439 -0.43193060356397034 7.023833751678467 False 2 1600 32.73 496.6 15739.836 0.9769111273301243 0.01811214545803094 0.23096196627515098 10.334833145141602 51256.824 0.9766676472088266 0.019575544752058287 0.2078172882022701 10.378161430358887 False 2 1700 34.9 86.0 14297.357 0.9681757334106403 0.05248712906013687 -0.32523288612371115 6.440221309661865 37160.83 0.9685571735835343 0.04872492625806405 -0.35780237881356947 6.875396251678467 True 2 1800 30.19 83.7 18007.576 0.9703675989400945 0.038820484585735685 -0.3689623077003263 7.894423484802246 45981.914 0.9711381338470879 0.03518750525586794 -0.39755992551550173 8.265698432922363 False 2 1900 29.98 469.4 16622.611 0.970369884537016 0.03863547706375466 0.05869977777808106 6.80718469619751 40123.367 0.9709919322949254 0.03524586430062718 0.017926912127774166 6.997983932495117 False 3 2000 30.18 83.45 23596.125 0.9798282431895244 0.016283576838060976 0.3402027826697935 5.0103678703308105 76333.22 0.9791916216789994 0.01864676834819688 0.3458984346501363 5.203410625457764 False 3 2100 29.88 85.51 16888.72 0.9675087485283915 0.04219317051089115 0.06893651645048103 5.765898704528809 39127.82 0.9688495431529262 0.03750339463221656 0.030667387976670082 6.156464576721191 False 3 2200 30.2 81.62 12549.149 0.9566288679336925 0.07592401322212454 -0.3917185507163839 6.426368236541748 30347.52 0.9584964305931895 0.06921119258395127 -0.4225385408164036 6.808586597442627 True 3 2300 30.06 84.01 11718.93 0.9538667915802682 0.08005493909613728 0.28056155195535165 5.297091007232666 24295.375 0.9553655891462283 0.07398931511722395 0.26474241960963046 5.578718662261963 True 3 2400 30.06 79.93 30219.502 0.9761539209687095 0.029743336770149082 0.4300642275997383 5.413332939147949 87955.05 inf 0.031010543079665498 0.4364792262105771 5.643304824829102 False 3 2500 30.01 135.9 11726.665 0.9603287539902489 0.07293776354307097 -0.23622857075991674 6.021534442901611 29114.82 0.9615978268594465 0.06810073583043544 -0.27431373141062504 6.390177249908447 False 3 2600 33.34 89.35 12073.906 0.9533208839617312 0.07549536710066826 0.03885628584013415 5.939551830291748 28001.426 0.9558396409977448 0.06749072630953132 -0.014171687519377583 6.147539138793945 False 4 2700 30.94 85.35 12514.77 0.963141893994941 0.059564072910129384 0.39446051742316685 7.03004789352417 28180.443 0.9645709956363349 0.05280325795885277 0.3938772629580328 7.111358642578125 False 4 2800 29.51 487.4 12213.598 0.9613936882165822 0.05838934220763155 0.42525372120185284 4.820539474487305 33731.81 0.962100023941411 0.05736486935699673 0.42822556517024307 5.014765739440918 False 4 2900 30.65 116.5 10691.509 0.9507293839342187 0.08274163497010825 0.34440282924998805 4.951745510101318 21257.17 0.9534360506588474 0.07536996464916339 0.33370035096050976 5.159427165985107 True 4 3000 30.25 81.76 11279.714 0.9512811157439983 0.09075855084120445 0.4390413951943657 4.65657377243042 26777.252 0.9536209697681955 0.08385232327611324 0.44951406907084246 4.811300277709961 False 4 3100 29.75 160.7 12278.511 0.9661661532013966 0.04464170532924645 0.4288965767322015 4.802242755889893 33956.723 0.9668821977013627 0.042694099771130305 0.4358693701547337 4.945066452026367 False 4 3200 31.15 619.4 12919.01 0.9700913364523804 0.044055048815378244 0.4602184180358691 4.666390419006348 40574.887 0.9705328934479467 0.04001161439962953 0.46761810103840445 4.827402114868164 False 4 3300 31.25 345.2 10694.776 0.9545564586185842 0.08336011903127177 0.24690879708405153 5.507185459136963 29955.047 0.9568277703753291 0.07349763193144597 0.225027955122162 5.695235729217529 False 5 3400 30.95 845.1 13266.561 0.9747179829554566 0.033244627880247186 0.43659041882056904 6.625147819519043 41172.625 0.9744316428771683 0.03295314862728522 0.4405379979338442 6.70082950592041 False 5 3500 38.1 491.5 10597.084 0.9606043925898133 0.0821022306579162 0.36488684260750387 5.396029949188232 29765.607 0.9617832563849933 0.07449781548530825 0.3591908934223098 5.5465874671936035 False 5 3600 38.47 640.1 9782.13 0.9511480850418147 0.09924325330307728 0.4446547196739087 4.678168773651123 27581.697 0.9531722225136364 0.09086958481613211 0.4495421131360883 4.8317341804504395 False 5 3700 31.47 111.9 11926.655 0.9520904227103497 0.08261044585923676 0.431888452640969 5.134951591491699 32459.314 0.9539195939390711 0.07729986549167413 0.43630456687023844 5.2434401512146 False 5 3800 30.98 92.9 10153.501 0.948981849082148 0.09007258312614837 0.3808429509316291 4.885191917419434 22058.014 0.9511907926426151 0.08356659201663301 0.3734777110663312 5.066344261169434 False 5 3900 32.91 160.0 12395.923 0.9489483257493374 0.09780145422820632 0.43798726423920686 4.588967323303223 23993.828 0.9513841391159233 0.08856722245254904 0.4404012378466634 4.746480941772461 False 6 4000 33.6 433.8 9764.683 0.9559478047646689 0.09922681049672694 0.4706758902742988 5.949099063873291 28734.494 0.9575679075881224 0.09089968455151455 0.4842775092337936 6.020281791687012 False 6 4100 38.92 195.2 11720.806 0.95045328223359 0.09155970619662618 0.4739826801591976 4.5226969718933105 27408.072 0.9533766896003452 0.08140014257822756 0.48572830332043854 4.651165008544922 False 6 4200 31.98 471.4 10866.868 0.9424170372558047 0.09991112653726061 0.4852855196145097 4.243417739868164 23865.22 0.9469460589208237 0.08765657849767323 0.49634700449020175 4.349577903747559 False 6 4300 32.36 157.2 10758.578 0.9525567837165724 0.08936513535715938 0.45078988568742206 5.931956768035889 25345.318 0.9552460585644184 0.08118513030186723 0.4585002086316679 6.031370639801025 False 6 4400 31.91 115.4 10062.513 0.9479311629367588 0.09756782157102917 0.47270221688304814 4.37449836730957 22223.555 0.9509817597568956 0.08660457745804435 0.4823101382196825 4.499319553375244 False 6 4500 31.56 92.48 10074.354 0.9496967544006912 0.09648746199669914 0.4786881985904332 4.246807098388672 25493.867 0.9518720946979546 0.08989923374728859 0.48864502355812667 4.355492115020752 False 6 4600 29.75 83.68 15173.116 0.9504622882665434 0.08086583392426962 0.47799684131779785 4.454721927642822 29776.99 0.9544372308483299 0.06915016083253238 0.48540367202778606 4.555811882019043 False 7 4700 29.46 87.39 10845.374 0.9561682929878215 0.08978531141890359 0.46480281984989924 4.566260814666748 28169.705 0.9582475191402778 0.07853411237429783 0.4717765878510726 4.6753082275390625 False 7 4800 29.63 183.3 8754.587 0.9429792575196607 0.11010197738310508 0.4805033724773672 4.248532772064209 25928.662 0.9468271404632153 0.09877948073881752 0.4869723437370797 4.3730549812316895 False 7 4900 37.95 744.1 8841.854 0.9417843579433383 0.10497560236501881 0.490325006923331 4.30678129196167 25086.996 0.945103477570283 0.09606701923330212 0.49773133110721873 4.40499210357666 False 7 5000 34.37 572.5 11786.221 0.9483240476229622 0.10647535978413568 0.46467365280007733 5.0172953605651855 24603.248 0.9503123807570947 0.09791512043594104 0.4626699224179975 5.237040996551514 False 7 5100 35.89 1.035e+03 12464.294 0.9685676429401788 0.06431099411440698 0.45897792963424267 4.623631477355957 36085.758 0.9683074628980011 0.06180907894966614 0.46542974440309687 4.746584892272949 False 7 5200 35.39 240.2 11237.117 0.9425746971321057 0.10989486824889498 0.49214578262272346 4.231011390686035 23938.139 0.9457587821872696 0.0992658754485482 0.5013203012619456 4.3447957038879395 False 7 5300 29.53 96.99 12547.392 0.9536994677403012 0.06822821536124513 -0.1639320846440887 5.7678937911987305 25572.354 0.9559803223080178 0.06356504826463887 -0.19518539626564244 6.055220603942871 False 8 5400 30.4 83.3 13301.446 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