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 16.89 78.82 544255.9 0.982584517432156 -0.00565427604779893 0.3416497295150626 209.46322631835938 131221.66 0.9823354581386399 -0.0034402031762464586 0.4596341975086657 210.14976501464844 True 0 100 29.08 45.9 77151.555 0.9769316405184956 0.020808795075758797 -0.4600903360090443 32.82335662841797 23817.295 0.976753682941302 0.021957431106290375 -0.5379686986320814 32.13401412963867 True 0 200 29.5 46.44 31950.52 0.9597695815045777 0.06303542962596917 -0.46902104271861905 20.615442276000977 14427.8 0.9605930880314026 0.060732847613748156 -0.5139885609172204 20.07117462158203 True 0 300 29.38 69.45 33540.117 0.9601677410707564 0.059327842518497514 -0.4746414808222895 14.968533515930176 20668.22 0.961227198823017 0.05816276734441682 -0.5393181943155071 14.539616584777832 False 1 400 31.17 43.74 40130.223 0.9659661732158781 0.04744741586935472 -0.4270803903350155 22.988252639770508 31948.69 0.9671650205329249 0.04620574976937708 -0.4804801796414945 22.41106414794922 False 1 500 29.14 44.98 33602.008 0.9630419688202153 0.05125591160499437 -0.40613762552294136 19.067026138305664 25949.057 0.9641681957926329 0.05181636420575873 -0.45811293504554057 18.51795196533203 False 1 600 29.04 44.36 44760.508 0.9770614445572577 0.02019637873053337 -0.44226612539354837 14.892995834350586 19990.82 0.9766609227598497 0.021486865289734643 -0.5136184542603535 14.462014198303223 False 1 700 28.84 111.3 19294.676 0.9556547679680553 0.06598419130668179 -0.49676892208297435 7.993682861328125 13803.634 0.9563111681997005 0.06730698156813168 -0.5635202598944927 7.7938055992126465 True 2 800 29.27 43.66 18914.62 0.9579075454510183 0.0709766420745427 -0.36261322829827247 12.689346313476562 13840.933 0.9596846763328475 0.07001428660997842 -0.4095852943142389 12.197281837463379 False 2 900 29.11 50.45 21167.992 0.9628078573589519 0.04691940368041429 -0.45777001400334366 8.685823440551758 13338.101 0.9636490727070851 0.04494867559611731 -0.5077992013701383 8.389561653137207 True 2 1000 29.5 131.2 17130.787 0.9458957469720961 0.08256648326468899 -0.5161612909901359 8.913723945617676 13754.499 0.9469856971962926 0.08342786645070803 -0.5684248681615566 8.780943870544434 False 2 1100 29.05 73.0 18607.393 0.9558515640924437 0.05986084081326388 -0.4781814946770879 7.693312644958496 15117.003 0.9578315237634986 0.055985863079216484 -0.5677601230321887 7.507989883422852 False 3 1200 28.74 43.58 15338.985 0.9465856551567735 0.08867982108420425 -0.48951145561798065 7.858670711517334 13746.417 0.9489506564661435 0.08746804048440174 -0.5593732740766277 7.641719818115234 False 3 1300 28.85 47.74 15885.576 0.9489035255916525 0.08273749492531461 -0.4929688482238901 7.853036880493164 13762.254 0.950868628972169 0.0803273080613731 -0.584568545460391 7.6453728675842285 False 3 1400 29.04 44.42 13482.197 0.9410055891524237 0.09210480244326412 -0.5002812503265498 7.470707416534424 13311.6 0.9436660992390503 0.08955036951184539 -0.5687192410654763 7.19041109085083 True 3 1500 29.48 169.9 12777.594 0.9419872840298769 0.10202107500847336 -0.44342767878285866 8.406187057495117 12633.712 0.9452790638311236 0.09779288272622247 -0.5207623780080852 8.036453247070312 True 4 1600 28.7 44.76 20044.527 0.9638017590486223 0.04680294868173416 -0.4998053018836238 8.35513973236084 14297.819 0.9667112221523192 0.038299153717427904 -0.5507718328242341 8.022789001464844 False 4 1700 28.73 53.06 13864.72 0.9480118231920747 0.08712410524203706 0.19558146427406986 7.61328649520874 14025.5625 0.951998921369758 0.08041736307288229 0.16529724121050535 7.221652030944824 False 4 1800 29.08 47.65 12328.431 0.9353193655709909 0.11765064770588891 -0.06048229450291575 6.569540977478027 12051.564 0.9407955133908492 0.10860436201514859 -0.07651874550684698 6.212726593017578 True 4 1900 29.21 287.9 15052.288 0.9467396976435606 0.08009912659342903 -0.45339551019895746 7.166413307189941 11962.654 0.9511376920709729 0.07245377591144073 -0.5276933223874625 6.865000247955322 True 5 2000 29.46 44.57 12641.697 0.9468444676867158 0.09386910899591189 0.1834453275058437 6.813146114349365 12079.497 0.9508580702073419 0.08690868092335509 0.22515272972817132 6.417566776275635 False 5 2100 29.05 44.27 12641.628 0.9306377417902263 0.11222284926632203 -0.4995438644181716 7.272587299346924 13625.298 0.9340544929344217 0.10851615500962754 -0.5630734202612524 6.973073482513428 False 5 2200 28.61 48.47 11177.652 0.9309537705407206 0.12332082160124629 -0.3475991373297204 6.976200103759766 12115.247 0.9367884068316847 0.11381482700670023 -0.45504850313022727 6.632587909698486 False 5 2300 28.74 44.54 11930.232 0.926194042155919 0.1308227371302281 -0.09887122933051873 6.71180534362793 12049.6455 0.932050684546876 0.12172585429385054 -0.12902653332068043 6.33591890335083 False 6 2400 28.48 53.21 13029.841 0.9342156554974427 0.11759447618538757 0.06561659894089172 6.865537643432617 11229.537 0.9404262384374192 0.10565020925570268 0.1050772891872917 6.478368759155273 True 6 2500 29.44 43.96 11500.927 0.9237004759457489 0.13338447213149415 0.14523137576818618 6.3864216804504395 12085.9375 0.9294781124720145 0.12288425746979136 0.21845693755970852 5.980697154998779 False 6 2600 29.1 44.38 12353.5625 0.940302347707184 0.0997339830331869 0.15247818649358455 6.491351127624512 11616.024 0.9464547580148737 0.0878514107143341 0.2693788959863354 6.039927005767822 False 6 2700 28.86 54.47 10728.101 0.919255245226397 0.14497860547570812 0.18992468010865177 6.265158176422119 11600.96 0.9273783504413142 0.1298631616997377 0.3037043606613024 5.79317045211792 False 7 2800 28.63 86.35 10992.958 0.9155633790510261 0.14494020435309463 0.3351940207871351 5.955079078674316 11465.381 0.9243024499843447 0.1286299616629034 0.4212029047799881 5.421430587768555 False 7 2900 28.92 63.07 10115.476 0.9158454068256168 0.1497694236351747 0.2653617956500267 6.054428577423096 11800.531 0.9240661265465028 0.1344526043478673 0.3739900473868777 5.5161638259887695 False 7 3000 28.99 43.73 10314.078 0.912085848593636 0.15340635895749757 0.39314007106304727 6.001664638519287 12060.461 0.9216988417034222 0.13650820369194122 0.494804966766035 5.445775508880615 False 7 3100 29.28 43.53 10389.915 0.9159001179015114 0.15237024184882708 0.36381648673473876 6.750951766967773 11227.855 0.9243887642156264 0.1365790691265094 0.4514186790699468 6.276666164398193 True 8 3200 29.1 44.11 10166.819 0.9195327004126318 0.15107058081282587 0.3623264931398623 5.762314319610596 10789.602 0.9271145777675518 0.13643145413378902 0.43903192337674274 5.225417613983154 True 8 3300 29.47 96.93 10884.76 0.9108010393047642 0.15438001708585197 0.37131995022313746 5.602329730987549 10875.9795 0.9221199385821295 0.13262203784504636 0.4535361801816432 5.008358001708984 False 8 3400 29.31 52.09 10072.222 0.9147403392766631 0.15667054003627734 0.4157125019549114 7.340941905975342 12506.562 0.9244552918534935 0.13482594204818343 0.4863012328611767 6.826853275299072 False 8 3500 28.91 44.7 11406.578 0.9366362430221998 0.11635334630143537 0.428306203986254 5.590648651123047 12406.638 0.9447117526702207 0.09656158671763135 0.46915562243948844 5.164443492889404 False 9 3600 28.7 45.44 13812.443 0.9323532550804383 0.10510944077538968 0.3710882003378696 7.789037227630615 13969.942 0.9404267482235542 0.08589788864359339 0.42491317660049727 7.254159450531006 False 9 3700 29.08 46.3 10540.031 0.9302853289769484 0.12421617291789479 0.3351534399768268 6.110070705413818 12127.764 0.9392965353851869 0.10446849152841775 0.39028100953040884 5.725316047668457 False 9 3800 28.94 44.83 19208.514 0.961345751087181 0.05446052031932072 0.41706274986387715 5.58704137802124 15342.754 0.9674784405931504 0.03922916525370262 0.49175089434792524 5.075048923492432 False 10 3900 28.62 43.92 10965.013 0.9148124433391721 0.13988150404818928 0.4247258991199583 6.135045051574707 10974.686 0.9276837845830135 0.1146267100842808 0.49281735325233744 5.5745439529418945 False 10 4000 28.96 43.71 10493.793 0.9196542885446846 0.16002753862098887 0.42936443816413783 6.52747917175293 10878.069 0.9302321351251539 0.1373866755222524 0.49749236115459855 6.005570411682129 False 10 4100 28.43 44.86 13411.973 0.9443965078335285 0.10452280505045125 0.42518641178932387 9.240842819213867 11668.936 0.9503390998700159 0.08797693887844829 0.49645884701530163 8.74716854095459 False 10 4200 28.87 55.24 11345.159 0.9235178361335143 0.1423346485857829 0.447611765076776 5.260963439941406 10419.113 0.9350445825297791 0.11675120983183558 0.5037024129311631 4.687722206115723 True 11 4300 28.92 90.31 10546.786 0.908549427277449 0.16041943597060176 0.4333648782059977 5.292284965515137 10169.512 0.9203459995407902 0.13713818831981697 0.5012082044277878 4.6937079429626465 True 11 4400 30.77 51.93 16975.023 0.9507286505619917 0.057493370054416286 0.4617011904534339 5.417568206787109 13191.093 0.955226079102431 0.04967130180830908 0.5118621444973523 4.965348720550537 False 11 4500 29.13 49.59 10467.181 0.9175555634965342 0.14907234487003992 0.4459847485189541 5.636044502258301 11375.441 0.9268660041101521 0.13269708236148242 0.5078094107560359 5.095787048339844 False 11 4600 28.98 49.94 10218.682 0.8974743399955071 0.17657480735918282 0.4496349661804741 5.219034194946289 11084.79 0.91150005781403 0.15031414468360013 0.51466135047175 4.608191013336182 False 12 4700 28.74 51.26 11383.02 0.9043731307733062 0.17020218502409865 0.4577458228722887 5.217141151428223 10676.947 0.9157256825460439 0.1498368820609637 0.5250164304494636 4.641736030578613 False 12 4800 29.0 230.8 9157.717 0.9076121167687496 0.172882333502943 0.45399241906049126 5.3012800216674805 11656.052 0.9207179386687538 0.14606340764239328 0.5214441421549763 4.72727632522583 False 12 4900 30.0 277.1 9397.301 0.8984308657938189 0.18499292205879994 0.457159387687728 5.218632221221924 11655.39 0.9131260415370855 0.1539550565003687 0.5204942641369237 4.659257888793945 False 12 5000 29.73 45.55 9527.832 0.8969637290322163 0.18289007808089247 0.46195071957597683 5.129110813140869 10779.539 0.9108491589375962 0.15541311786472412 0.5203226271272509 4.55198335647583 False 13 5100 28.58 554.2 10200.735 0.8985777374747945 0.1735839337085645 0.4588823592477372 5.130144119262695 10559.594 0.9146997971361369 0.142536281446963 0.5181829332161323 4.5246686935424805 False 13 5200 29.29 52.66 10033.566 0.8933405843632118 0.18541131647274456 0.4618381204555104 5.09278678894043 10618.023 0.9109453620431902 0.1511457357644806 0.5134409190129388 4.520857810974121 False 13 5300 28.99 44.23 9282.439 0.9060364730068532 0.19694550239081077 0.4542567811510213 5.786707878112793 10577.139 0.9196004418453368 0.16561184795824163 0.5161401845618447 5.2435431480407715 False 13 5400 29.02 99.83 9519.49 0.8873380767234622 0.19866899926683756 0.46728333464793426 5.239160060882568 11388.578 0.9046764291177849 0.1641056985243711 0.5190433171084179 4.673637866973877 False 14 5500 28.67 48.52 9412.127 0.9124085797341862 0.17361640793903857 0.4376218921478903 5.334738731384277 11345.152 0.9265550850678003 0.14145692734729398 0.4933364745758951 4.830318450927734 False 14 5600 29.02 50.62 9069.455 0.8952034138130908 0.20063322474376089 0.4705306257316857 5.380637168884277 10492.507 0.9106082616256744 0.16840986581543518 0.5219034043122744 4.814868927001953 False 14 5700 28.92 606.7 9529.614 0.8899437202404538 0.19784240098272762 0.4590541638788218 5.1128249168396 11239.457 0.9080756228345571 0.1618771893039019 0.5100800273199324 4.554825305938721 False 14 5800 30.26 202.0 8474.8545 0.8878508932551554 0.20579963368422957 0.46899149520472483 5.110212326049805 10601.908 0.9064909928790568 0.16808276469325717 0.521850454817049 4.529491901397705 False 15 5900 28.61 131.1 8207.494 0.8950365989938776 0.2052346899130422 0.4841386817991132 5.12300968170166 10443.993 0.913104228365131 0.16564197943732084 0.5416294834700022 4.571696758270264 False 15 6000 28.98 45.99 8906.792 0.8926072036589268 0.20629365110509612 0.47369245436919094 5.024784564971924 10195.701 0.9114354480238559 0.16486522180125382 0.5272962478833305 4.441872596740723 False 15 6100 28.95 138.9 12123.315 0.9240105786883497 0.12627519389476533 0.4599748471827473 5.222609519958496 10732.113 0.9344287464404094 0.10318272367338997 0.5069895252854376 4.713756561279297 False 15 6200 29.98 46.03 9832.537 0.9127768307246357 0.17362267905704543 0.46893639080435406 5.608371257781982 10759.595 0.9255158730132211 0.14278352282345189 0.5132234620906818 5.129490852355957 False 16 6300 28.72 558.6 8374.038 0.8922356051212514 0.1899325291997106 0.47123004781110545 5.076935768127441 10072.849 0.9091285710754775 0.15668267486694154 0.5202160875894001 4.541851043701172 True 16 6400 29.51 44.04 7706.3066 0.8825435834900307 0.2089231575049541 0.4639465615929548 5.089055061340332 9943.517 0.9019607155271688 0.17074693031979313 0.5135447100692898 4.523706912994385 True 16 6500 29.64 238.5 7689.849 0.8915945676061867 0.19857581877878824 0.4713083904257852 5.075577259063721 9811.08 0.909472432291332 0.16063509762281825 0.5240656085968861 4.528200626373291 True 16 6600 29.38 63.06 7431.6606 0.8908692866422327 0.20962250680265482 0.4622790054655199 5.13756799697876 10479.074 0.9100876735134413 0.1659805056682546 0.5204447053758721 4.582781791687012 False 17 6700 28.68 52.91 7863.142 0.8835422014347761 0.21123963339237672 0.47823158062854976 5.028006076812744 10356.674 0.9042045814610209 0.1672255604132819 0.5291573412004141 4.4894304275512695 False 17 6800 29.11 192.4 8194.622 0.8910067780679507 0.20537398263231946 0.48679969817027785 4.977234840393066 10043.913 0.9114178381835986 0.1607035451855343 0.5352624774221768 4.438925743103027 False 17 6900 29.09 139.3 7824.5107 0.8836164771509863 0.21468502774411896 0.4923693134863012 4.93123722076416 9821.877 0.9048927026478524 0.16910830338592325 0.5389870721986301 4.389560699462891 True 17 7000 29.43 64.24 8901.705 0.8780408211902625 0.219431603234287 0.4873146134371259 4.953526496887207 10393.858 0.8991614122238615 0.17562167008958218 0.529819349334327 4.446193218231201 False 18 7100 28.86 374.8 8555.042 0.8797444999695853 0.22122373417450425 0.4812464166593714 5.026845455169678 10123.778 0.9006242971709645 0.17771347304317353 0.5221760125314515 4.541532516479492 False 18 7200 29.33 44.88 9285.053 0.8914755379971809 0.2000902703078614 0.4683502059716327 5.148529529571533 10038.018 0.910844826903853 0.15620664578820942 0.5143079225142584 4.626457691192627 False 18 7300 28.81 64.43 56973.758 0.9707501318123243 0.031743802323360895 0.3729324421812327 6.020648002624512 27397.268 0.97301844254938 0.02644965289306846 0.3658577073971959 5.694553852081299 False 19 7400 28.62 493.9 10089.792 0.9160081501160501 0.14315780518839574 0.46811314622879124 5.471469402313232 13606.042 0.9257749656641968 0.12313845625153931 0.50930901042798 5.052342891693115 False 19 7500 29.72 446.6 9577.502 0.9166851166676506 0.13870250200846618 0.4688429452508788 5.127662658691406 11327.412 0.9297797837786617 0.11191238931887237 0.5076812339189284 4.654933929443359 False 19 7600 28.7 565.9 10066.343 0.928454191299314 0.12673563807644628 0.4269304020538585 5.619988918304443 11369.002 0.9392903395445897 0.10282398858236902 0.4833230363741287 5.182369709014893 False 19 7700 29.87 678.5 8148.341 0.9022578655322372 0.1842424826286446 0.4588826546846191 5.371511459350586 11431.613 0.9186936275583635 0.14818932755682282 0.5098280608230455 4.90178918838501 False 20 7800 31.71 747.2 8187.354 0.8952525279730988 0.18771674973202612 0.4759724073398861 5.123901844024658 11578.494 0.9148999517348674 0.1477486518491807 0.5278667788500813 4.6101226806640625 False 20 7900 31.74 780.7 8406.941 0.8941253344524497 0.1918972413653264 0.47765156363049394 5.05863094329834 10898.235 0.9145210157690373 0.150367584198921 0.5288264056705753 4.5325493812561035 False 20 8000 32.71 837.2 8983.345 0.8854736459559213 0.20078301423159603 0.47520329556072 5.018041133880615 11038.384 0.9087479660798359 0.1540027021309612 0.5186389508616052 4.501318454742432 False 20 8100 31.54 786.5 8536.569 0.8814207098808268 0.2089650531931655 0.4758822355881189 5.030354022979736 10757.768 0.9052475984235562 0.1615403931196403 0.5177920095820587 4.517702102661133 False 21 8200 31.38 767.0 9543.761 0.9007318934788742 0.18972842727429526 0.47274981563817997 5.051446437835693 10627.316 0.9210371901641163 0.14615738439486092 0.5160184054680217 4.5490922927856445 False 21 8300 30.45 434.4 7635.277 0.8919735916617768 0.20823213184694822 0.4731757355266837 5.090376853942871 11826.711 0.9130969713659361 0.16178564360036207 0.5218535356880772 4.559083938598633 False 21 8400 30.15 560.7 7703.0107 0.8828529817125642 0.20761173703985963 0.4824024830990799 4.969451427459717 12291.052 0.9057322251069889 0.16096550003336707 0.5285659511116021 4.4349236488342285 False 21 8500 33.74 426.7 7951.7803 0.8819146090851334 0.20762972467311325 0.4809961224331935 4.996331691741943 10648.594 0.9056303263417083 0.16061620225989515 0.5266671136443587 4.4705095291137695 False 22 8600 29.38 610.7 10045.364 0.8984030797801683 0.17246253046320992 0.48134595652469053 5.311058044433594 13609.195 0.9170600810789342 0.13125885378109958 0.5291859312923753 4.761049270629883 False 22 8700 34.26 507.8 10335.046 0.8864359876588994 0.19809667113035279 0.4891331994613742 4.940783500671387 11234.368 0.9094231569757736 0.15100628913130212 0.5386872081557538 4.389758110046387 False 22 8800 29.76 682.8 9716.668 0.8942793820075992 0.20561536608306152 0.4819629955752769 5.142002582550049 11376.108 0.9164705056252413 0.154154329406012 0.5289223461723531 4.612622261047363 False 22 8900 32.95 770.8 9424.742 0.8801737815091765 0.21362662076459388 0.48666086483716164 4.9893364906311035 10548.166 0.9040925682677472 0.16514674810778002 0.5380459897073695 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