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 17.7 73.45 425080.78 0.9803269110433097 -0.005192983661977851 -0.09127224798229674 12.907343864440918 621159.1 0.9808139792337804 -0.004491768354156951 -0.036145802376582825 12.442038536071777 True 0 100 30.07 52.02 89905.05 0.9795488506781725 -0.0033952181163552663 -0.464217782078113 26.98544692993164 74114.98 0.9800047905412981 -0.0025719813644835606 -0.4641313882742959 26.34537696838379 True 0 200 29.94 53.27 79629.87 0.9718629108201662 0.01588924284614555 -0.247858461417735 17.638574600219727 45260.184 0.9723318436102613 0.013677764998715142 -0.19573852798113384 17.102678298950195 True 0 300 32.09 52.65 211439.34 0.9755990467044154 0.006591007641071693 -0.4293037965824337 7.148871898651123 59793.266 0.9758498462330012 0.0048404974984444975 -0.41560917695694344 6.825780868530273 False 0 400 29.33 52.3 72815.266 0.9735250983991701 0.010951400532292314 -0.4222744377226757 6.390875816345215 43663.82 0.9740214845745807 0.008380103581503075 -0.40452555303048543 6.148007392883301 True 1 500 31.36 60.51 61579.777 0.9784302407024967 0.0046681198179291785 -0.43700115285607527 12.734580993652344 73586.9 0.9791038826441772 0.004369133874584433 -0.42790977299500155 12.26332950592041 False 1 600 29.31 62.33 74683.766 0.9787330635533585 0.004643516558371848 -0.43322062743360523 13.283476829528809 100808.07 0.9793681506333373 0.004409052051873346 -0.4235798615693768 12.804255485534668 False 1 700 29.36 51.96 60719.82 0.9771685512357063 0.004117828276663881 -0.40055821657039886 12.90341567993164 62133.285 0.9777192697100807 0.004081601687048963 -0.3738771070004272 12.429093360900879 False 1 800 29.61 53.31 52918.34 0.9771279209338086 0.006613950745766049 -0.42270390803069385 13.428597450256348 64698.523 0.9778802077686679 0.006168294930437527 -0.40492294050178235 12.942693710327148 False 2 900 29.11 52.17 80877.27 0.9739022425832632 0.013466656370447017 -0.4242067402794859 8.408575057983398 44137.887 0.9746045536098048 0.009910701141028917 -0.4120624636192866 8.036112785339355 False 2 1000 29.53 52.09 140033.58 0.9745705058251756 0.01102889498378105 -0.37749060867125506 11.871172904968262 49599.96 0.9750537692816373 0.00869582927292243 -0.36854317221370547 11.41471004486084 False 2 1100 29.36 52.43 127741.84 0.9749451093816307 0.00880309986748956 -0.4295365746204728 12.575032234191895 47007.938 0.9753719026342644 0.0067258707597485715 -0.42310068540904866 12.10169792175293 False 2 1200 29.53 52.54 58958.176 0.9689721092394371 0.028901974669489766 -0.43593067509378985 7.932117938995361 37744.67 0.9698535224568045 0.024688820022049765 -0.43570498154244386 7.620945453643799 True 3 1300 31.13 69.6 102012.19 0.9748945058008295 0.010828694125483318 -0.41185224636464024 8.394755363464355 44600.027 0.9755278933745116 0.008000058200441019 -0.4017230979549128 8.02157974243164 False 3 1400 29.2 56.41 55740.113 0.9712335332693509 0.017965619528280585 -0.406298504097534 11.323540687561035 38956.98 0.97210423361319 0.013821439703082547 -0.404748775272872 10.8757963180542 False 3 1500 29.2 52.29 39828.68 0.9710982174052929 0.0243663063290837 -0.3490302692902915 8.550848960876465 40866.332 0.9722132692849375 0.02042887491164255 -0.3509983616080753 8.17565631866455 False 3 1600 29.28 52.43 49586.66 0.9708193118191846 0.01902895861836224 -0.4393075711213333 11.346078872680664 38905.8 0.9721222722581574 0.013917566506189576 -0.43520867754230497 10.896160125732422 False 3 1700 29.37 52.41 43804.2 0.9668137786170917 0.03328834737965829 -0.4422811338386709 8.073694229125977 31788.996 0.9686999582784099 0.02690887678851033 -0.44386960980153506 7.879606246948242 True 4 1800 29.74 52.46 142623.05 0.9706604908588495 0.02563403550456444 0.2916825938097323 7.355755805969238 41216.516 0.9719778317895118 0.021630520571705166 0.2580309393036057 7.387271404266357 False 4 1900 29.62 59.04 32645.94 0.9643059171628704 0.043698988921089685 -0.32462096211622665 6.876891613006592 30545.309 0.9675529299665789 0.03618442477032295 -0.34401738680088856 6.609586238861084 True 4 2000 30.0 76.5 35159.77 0.9679986339638594 0.0336294248913784 -0.3651073734867234 8.933222770690918 36072.387 0.9704625277557546 0.02812608124153047 -0.37775900660665374 8.557661056518555 False 4 2100 29.32 57.17 43132.285 0.9699692266580361 0.028854918577655105 0.20715927873711742 7.342216491699219 41789.855 0.9713738703412476 0.024751620487871225 0.156118734409379 7.01500129699707 False 5 2200 29.05 51.97 38280.25 0.9660071903151768 0.0394443795892887 -0.13072810851109803 6.3205718994140625 31472.092 0.9687789278358463 0.0320869457881992 -0.17163632263121456 6.096409797668457 False 5 2300 29.33 52.1 58005.36 0.9613235945112495 0.05067452499591361 -0.407343052105298 8.48114013671875 26887.367 0.9636521236547466 0.043820437824293915 -0.4158126107689391 8.36765193939209 True 5 2400 29.65 52.88 43763.94 0.9600820269531406 0.049464095896697056 -0.3167004486146918 7.4458088874816895 21199.285 0.9636118953497479 0.04084608800545307 -0.3420109505110606 7.387118339538574 True 5 2500 29.5 52.23 33652.188 0.9709272622370638 0.026536862152519727 0.3382278610453244 5.998574733734131 36657.785 0.973541905597295 0.020580318735645937 0.30176384724111516 5.7602858543396 False 6 2600 28.93 59.06 32525.977 0.9647424734305664 0.038924781562188204 0.19802222573284975 6.021943092346191 28077.396 0.9679035006780101 0.02963733210696568 0.155618270985841 5.784054279327393 False 6 2700 29.18 69.92 38265.617 0.9657013859892608 0.03489130874674992 0.08846047384770947 9.618552207946777 24786.809 0.9688650616040126 0.02601175179231832 0.04821864190799978 9.225913047790527 False 6 2800 29.25 51.84 37124.94 0.9659008537980678 0.040354180662444644 -0.3070823012909836 8.188264846801758 30936.688 0.9680477810148221 0.03240906610833862 -0.2924790115957885 7.813709735870361 False 6 2900 29.19 52.33 40640.58 0.963730344565691 0.04087568332417126 -0.09747775007182279 6.55911922454834 25964.91 0.9669874470104922 0.03251759828553665 -0.1126551930398981 6.289147853851318 False 6 3000 29.28 52.44 28878.896 0.9616703868168934 0.046598655611164094 0.03262015339055098 6.518311500549316 23639.074 0.9658068647006272 0.03704276629061031 0.007267458507426818 6.248244285583496 False 7 3100 28.87 52.42 26046.58 0.9632317641062041 0.04500885599525278 -0.32785224853915196 7.597182750701904 35225.96 0.9674393658448043 0.03578920244112298 -0.3527882009838377 7.351132869720459 False 7 3200 29.31 52.95 24196.086 0.9619763326244415 0.05150693808180613 -0.007370369854472728 6.650735855102539 26249.943 0.9661903662883146 0.04197382001250917 -0.0460460435653914 6.499019145965576 False 7 3300 29.28 59.44 28365.184 0.958313623636195 0.06273548952861244 -0.14932247495432546 6.717648506164551 27998.225 0.9626705878126647 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0.059823839808554775 0.06738075648486795 6.240137577056885 False 9 3900 28.94 54.6 28185.824 0.9589799906901808 0.055609055804925714 0.23046055125153345 5.947261810302734 25544.479 0.963437931364714 0.04534933601904681 0.1815269770426788 5.739023685455322 False 9 4000 29.31 68.86 26893.643 0.9489861943576278 0.08421403587786286 0.06930683561986553 6.120650291442871 22393.912 0.9546505556259293 0.07029129567715203 0.02223009514884445 6.023144721984863 False 9 4100 29.17 51.31 55059.68 0.9692051088849375 0.03010977844296114 0.3187808126267806 13.405936241149902 29867.867 0.9726686548372143 0.022587454458003718 0.287161940717764 13.827624320983887 False 9 4200 29.3 52.32 26838.275 0.9536126722818294 0.0632699621889256 0.22014359867393324 5.8141350746154785 22212.2 0.9591563783761139 0.05112449025010705 0.16632797082270312 5.782135963439941 False 9 4300 29.15 51.78 63830.03 0.9623527136469893 0.043625596417456766 0.396184224323726 5.3815717697143555 30645.816 0.9658109204616403 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