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 40.96 687.5 57772.81 0.9704055840584456 0.010656572634427444 0.004189900649403166 233.06138610839844 61843.38 0.9706959542493289 0.010539623021920286 -0.05274803412294529 232.59912109375 True 0 100 42.95 652.4 10859.612 0.9600158990495448 0.07125146371664845 -0.057941359069229245 21.050430297851562 13061.892 0.9608014526159012 0.07048689890287754 -0.1090371075498598 21.458337783813477 True 0 200 43.57 667.5 12816.938 0.9569528867120716 0.06780017833693212 0.006395090636556572 3.6842410564422607 15369.563 0.9584914189755148 0.0642371155316141 -0.045658154041662444 3.9745304584503174 False 1 300 63.0 671.0 15688.139 0.9548995592444136 0.06304741699003495 0.2243398403159 2.7288269996643066 18900.828 0.9575593404519621 0.057838023259312525 0.21143013259605103 2.9861268997192383 False 1 400 43.3 678.5 10927.018 0.913070764111416 0.16892492401311573 0.282449336719031 2.592996835708618 13375.993 0.9162468792507897 0.1635106610207346 0.2860480300760162 2.8302950859069824 True 1 500 42.85 667.1 11963.856 0.9007069778390223 0.18212382164008303 0.2911407637217189 2.6229727268218994 14716.098 0.9046675143942896 0.17631174305140693 0.2956013001654024 2.8630669116973877 False 2 600 43.42 671.5 10785.288 0.8874900089396213 0.2031584813316699 0.29163797550819587 2.592665910720825 13399.911 0.8910538259243603 0.2018069793877056 0.2959345251438434 2.812519073486328 False 2 700 42.61 677.7 10607.2295 0.8838850769879714 0.21995756993295684 0.2888830091562301 2.647458791732788 13317.516 0.8878791240261499 0.21451421437655013 0.2946990158310313 2.8835997581481934 True 2 800 43.21 577.9 10050.314 0.8694575471082745 0.23243118214661712 0.28358183529234327 2.5247466564178467 12681.179 0.8733317043441621 0.22989840379840384 0.29128031270144156 2.750345468521118 True 3 900 41.18 575.5 9994.08 0.8664507677199812 0.23349528996547303 0.2876761520794469 2.5239417552948 12596.617 0.8706925653565519 0.228511692234619 0.2933510194351362 2.751633644104004 True 3 1000 41.76 577.2 9294.842 0.8485016880609562 0.2708318758872567 0.28007078065627233 2.6133956909179688 11920.182 0.852508155777194 0.2674551990050462 0.2877446819632405 2.844160556793213 True 3 1100 41.72 571.3 9437.596 0.8418753482197542 0.27463769272021465 0.2763472404655611 2.535801410675049 11962.932 0.8462070910616042 0.27023285453171353 0.2859858292549552 2.7506003379821777 False 4 1200 41.17 569.8 13204.964 0.8960035254786809 0.17408736630673965 0.2732635267687254 2.6639490127563477 16428.56 0.9023690588308503 0.1641063903522665 0.2823449415350436 2.8937478065490723 False 4 1300 40.93 554.4 9171.254 0.8285642542823825 0.3126706905796754 0.2786761394555641 2.5087482929229736 11673.001 0.8342163361904423 0.30696899320472076 0.28534873423275686 2.73099684715271 True 5 1400 40.81 551.9 8639.623 0.8279165741690502 0.3005816228302264 0.29251572193512054 2.4854390621185303 11074.845 0.8332276899316642 0.29335426912743257 0.2955352030843335 2.7082877159118652 True 5 1500 41.08 575.9 9869.47 0.8395466107137227 0.2773305194923996 0.2904903678381199 2.484941244125366 12628.304 0.8465627114776015 0.26682468877038207 0.2954709222010365 2.7051453590393066 False 5 1600 40.41 556.4 9228.773 0.8116788788267837 0.32731299752980053 0.29215378142343423 2.493018627166748 12087.576 0.8184965628535524 0.31775710186584755 0.2979270973144228 2.7091681957244873 False 6 1700 40.28 556.9 10361.446 0.8156552202827094 0.31486311805579514 0.2961228435068137 2.4689595699310303 13337.339 0.8226403107918637 0.30445037660543894 0.30096891913372936 2.6881322860717773 False 6 1800 40.48 556.9 8778.348 0.8024535738217594 0.34430017680855235 0.2957454476585832 2.4712376594543457 11679.848 0.8098622874016718 0.3317817867471233 0.2999211570091629 2.6894478797912598 False 6 1900 40.38 558.8 9326.125 0.7956481185578012 0.3448347654440849 0.2897577672454342 2.5179827213287354 12286.53 0.802565656039871 0.33497131947083464 0.29897840209371523 2.726428508758545 False 7 2000 40.25 557.4 9911.686 0.8024927683190506 0.34850534793570165 0.29961390736746646 2.494804620742798 12844.977 0.8102236759238102 0.33701358641964285 0.30506850767889865 2.7071707248687744 False 7 2100 40.48 497.7 8368.596 0.7918460617068949 0.3509509947699939 0.2935644775370469 2.479775905609131 10977.064 0.8003557306411949 0.3377718865161774 0.3008304177499359 2.6961910724639893 True 7 2200 40.67 539.8 9978.672 0.7954402162489169 0.34665069791029574 0.2989220917003582 2.476475477218628 12734.71 0.8034586615567331 0.333102539570854 0.3043773117351981 2.6902716159820557 False 8 2300 40.38 563.3 8620.262 0.7979355487881842 0.34396719686564303 0.30001155985535155 2.5299839973449707 11343.931 0.8046198390777687 0.3324751733959815 0.3072759580048074 2.740601062774658 False 8 2400 40.54 565.6 9070.288 0.7989987485487596 0.3399523088802285 0.30135998220094423 2.457270383834839 11875.762 0.807654244717018 0.32606869826193025 0.3080050826010598 2.669116735458374 False 9 2500 40.23 558.6 7527.607 0.789169234045366 0.3753516877684218 0.3094279886639796 2.439068555831909 10113.843 0.8000318758885624 0.35553298255657223 0.3132027944797516 2.6547884941101074 True 9 2600 40.92 575.6 9011.949 0.7982981604232572 0.34715456239323533 0.3141065778622219 2.555102825164795 11750.942 0.8083723276998402 0.3282633568581456 0.31780959731876113 2.781540870666504 False 9 2700 42.26 568.0 8409.659 0.7808756735427876 0.3673673036962795 0.3100044686852226 2.4511005878448486 10909.315 0.7921569486797415 0.3490025857929947 0.31001976963611616 2.6747002601623535 False 10 2800 40.44 560.1 11459.482 0.8369140151913417 0.28393876059261386 0.317282153272339 2.431039571762085 14560.904 0.8458686508586467 0.26473382357058856 0.3187071240481701 2.651651382446289 False 10 2900 40.48 557.7 8186.2764 0.7741532136260617 0.38417289492506856 0.32124638930967675 2.428635597229004 10898.865 0.7851302526250851 0.36633201760729184 0.32739432815361 2.639667510986328 False 10 3000 40.29 564.0 8261.24 0.773814041341719 0.3878884650635361 0.32101238932111914 2.439046621322632 11032.526 0.7848443557672313 0.37018124937115926 0.32425188390268633 2.6506435871124268 False 11 3100 40.18 568.0 7689.0527 0.7659224507256889 0.4000747559373617 0.3183790638075233 2.464308500289917 10296.007 0.7774429353838572 0.3802591293865588 0.32361358077928637 2.6816060543060303 False 11 3200 40.52 569.8 7948.9395 0.7700844605852967 0.39509178640982284 0.3286452187619054 2.4260470867156982 10577.791 0.7816750250842603 0.3729475092430781 0.3314756908307586 2.640381336212158 False 11 3300 40.29 573.0 7382.7085 0.7748087401024403 0.3988061272100256 0.32221168326492755 2.452225923538208 10097.538 0.7888712537479265 0.3727084517699198 0.32646366069107813 2.669947624206543 True 12 3400 41.54 570.5 7823.687 0.7804118247016978 0.38477190501357034 0.33487723907633177 2.594951868057251 10632.674 0.7925129105946291 0.3641589944768076 0.33697591367997953 2.8218700885772705 False 12 3500 41.07 568.0 7227.738 0.7767854231211064 0.3934340959183211 0.33164452774792835 2.404487371444702 9788.533 0.7886140742764317 0.37128306026576907 0.3330239698882736 2.619717597961426 True 13 3600 41.39 572.4 8297.365 0.7746218429298802 0.39257223621345627 0.33067162814969425 2.4036967754364014 11094.806 0.7866645648473392 0.37210721666328533 0.33453269992252055 2.6164462566375732 False 13 3700 41.66 564.9 8453.972 0.786496171267553 0.38221596517676343 0.3312633976718644 2.4117746353149414 11473.633 0.7973840693422528 0.3624762173513306 0.3345318799917132 2.6257145404815674 False 13 3800 41.45 550.1 7659.976 0.765362539974441 0.40430982083411077 0.33651557100656854 2.4185256958007812 10442.833 0.778865689955204 0.3784915622319001 0.3390295029216638 2.635615348815918 False 14 3900 41.16 566.2 7805.157 0.7679211850071148 0.4144235621796921 0.34130601180593034 2.3943676948547363 10517.613 0.7817386858955485 0.38766940793776566 0.34338522403831234 2.6093292236328125 False 14 4000 41.39 566.4 7603.232 0.7631205776724014 0.41096520620618865 0.3400930304873829 2.4722602367401123 10304.791 0.7773800940824964 0.3850168175883307 0.3428473459986641 2.6913530826568604 False 14 4100 41.87 577.2 7619.8037 0.7636982849031763 0.40855901324494037 0.33841985617755893 2.414000988006592 10389.084 0.7762796124855993 0.3838373449386644 0.3438665356408869 2.6199698448181152 False 15 4200 41.6 452.6 8989.968 0.7722389582702425 0.39747834679213806 0.34763619026476805 2.418797016143799 12117.472 0.787272027048313 0.36858687469972534 0.34972542154036407 2.6353113651275635 False 15 4300 41.1 452.5 9016.449 0.7773511591863712 0.3831163483264938 0.3476566376339223 2.4123828411102295 12102.1 0.7924421580408595 0.3557335286451398 0.3477134485278802 2.6309261322021484 False 15 4400 41.83 579.7 8219.102 0.7443193990821101 0.4278115255537738 0.3527215464577742 2.3799655437469482 11098.9375 0.7599709474824815 0.39783919666637263 0.35365222607553465 2.5951082706451416 False 16 4500 41.9 580.9 7983.531 0.7431522621835355 0.4371357987229849 0.35261320209864605 2.383333444595337 10917.529 0.7594629950741856 0.4045154856481294 0.3540046211947814 2.5992958545684814 False 16 4600 41.93 576.7 7077.9946 0.7503577289628118 0.4314808471199148 0.3495776163163117 2.3741796016693115 9907.3125 0.766055713501256 0.4026348889304706 0.3504744227242901 2.5898780822753906 False 17 4700 41.31 569.6 7729.349 0.7506238794103213 0.4173725966109349 0.35634951430545353 2.3682167530059814 10609.352 0.7656237126185632 0.3888141048492389 0.35770516597775603 2.5793845653533936 False 17 4800 41.68 567.6 7878.56 0.7454739186555495 0.43341202203539353 0.3578278292479923 2.4121367931365967 10735.141 0.7616733175120143 0.40195792700689026 0.35746222305896275 2.623373508453369 False 17 4900 41.78 576.4 8277.959 0.752204798924009 0.42646835225052615 0.3591979595848217 2.3527145385742188 11040.351 0.7688458740095284 0.39385729774544415 0.35754545975651625 2.569094181060791 False 18 5000 41.37 580.4 7774.079 0.7526985927664664 0.4264201337826867 0.3593650073953978 2.3642678260803223 10745.466 0.7681915294510416 0.3947079727264681 0.3604961299678132 2.5759541988372803 False 18 5100 40.86 581.9 8094.1416 0.7444239433668611 0.4308903816163859 0.36442447584768084 2.354814052581787 11047.002 0.760686447370668 0.3966428805337498 0.3651532739069514 2.56437349319458 False 18 5200 41.02 579.7 8281.75 0.752752004653871 0.4282538834604445 0.3658842795068476 2.3355278968811035 11290.276 0.7704267812102251 0.39132930740790056 0.3672015392296134 2.5460753440856934 False 19 5300 40.72 582.2 8467.506 0.7574698315152157 0.42999672514042564 0.36084088844500417 2.3598735332489014 11443.272 0.7743548540253253 0.39541977285171076 0.36085659374653684 2.573852300643921 False 19 5400 41.81 579.7 8333.975 0.7365162778189791 0.4487867518833105 0.369322574991966 2.3450963497161865 11279.666 0.7569551688060598 0.4086763196987856 0.3684718309050158 2.5567541122436523 False 19 5500 42.02 582.4 8117.269 0.7698719286075842 0.39399196249360124 0.3565385850134283 2.409656047821045 11068.163 0.7843497275293944 0.3662058425630382 0.35650134775551756 2.6308226585388184 False 20 5600 42.22 581.8 8933.412 0.7453770754628665 0.4376158535130748 0.3712338592000523 2.3300349712371826 12059.199 0.766390651008852 0.3947997402870334 0.36700511369963673 2.5510358810424805 False 20 5700 41.74 583.5 7753.478 0.7328856834095956 0.4538568227345619 0.3731751946414005 2.3350167274475098 10614.802 0.7543973912196149 0.41132852312725066 0.37116492200968704 2.551541805267334 False 21 5800 41.72 583.2 7930.5923 0.7564501405993926 0.42773577641272764 0.3700112141983049 2.3856678009033203 10680.605 0.7767746449295877 0.3857881011126721 0.36462592535121163 2.6104869842529297 False 21 5900 41.22 518.2 8156.25 0.743552018538897 0.44278276086613155 0.3749871878556827 2.3566322326660156 11080.311 0.7651554999694714 0.4013193938302511 0.3710486751561305 2.5789122581481934 False 21 6000 41.67 582.9 7064.067 0.73596349117577 0.4528063015876132 0.3692384810209463 2.3437483310699463 9677.626 0.7560972514503178 0.41345256309153344 0.3688683107571195 2.558351755142212 True 22 6100 42.96 581.5 7259.2637 0.7249415848529295 0.4696183328553118 0.3787984593314193 2.3209052085876465 9798.506 0.7467146871037917 0.42743031994429703 0.3767755366632964 2.5369842052459717 False 22 6200 42.26 580.2 7420.9224 0.7423212179127573 0.4507937137661355 0.3744535049534126 2.4227497577667236 10125.437 0.7631950514863729 0.4107133560126384 0.36884209237446697 2.654132127761841 False 22 6300 42.43 443.5 7680.756 0.7355233807914009 0.4550091644712262 0.3812116309740225 2.311208724975586 10571.998 0.7573113758816115 0.4133435115488589 0.37461011771251745 2.536813974380493 False 23 6400 40.03 461.5 7577.534 0.7401075155691607 0.45750096778375643 0.3835113623382048 2.331198215484619 10276.111 0.7626952773916318 0.41335392363506707 0.37787404802466473 2.5536623001098633 False 23 6500 40.93 577.4 8043.301 0.740984513164358 0.4551437655090053 0.38028283971485044 2.345773220062256 10928.617 0.7632423860712163 0.41130701066428627 0.37606397416528636 2.5688703060150146 False 23 6600 41.78 582.2 7941.101 0.7406268951562486 0.4499956840049021 0.39045882282760014 2.3139595985412598 10820.4375 0.7636226993053642 0.40381940341182676 0.3857008854927846 2.533050775527954 False 24 6700 41.73 580.7 7501.5073 0.7200717214387461 0.4741493110611451 0.3911483950576778 2.320528268814087 10201.853 0.7445845531563423 0.4282825010969552 0.3876714462968897 2.5372579097747803 False 24 6800 41.37 582.9 7641.909 0.7262894146210759 0.4724335106943091 0.3886998522002145 2.3092634677886963 10296.632 0.7496469474350732 0.42775975932710986 0.3840448938869974 2.5280539989471436 False 25 6900 41.9 581.5 7921.0654 0.736316894039581 0.45516221682172575 0.38862157065000835 2.290238857269287 10893.442 0.7577360895076458 0.4110115796856882 0.38503650722289645 2.507206916809082 False 25 7000 41.76 583.6 6943.2153 0.7271359442390419 0.47102206547966413 0.38629120941925127 2.318952798843384 9598.183 0.7502521421979443 0.4259608449120513 0.3814290635920654 2.5345189571380615 True 25 7100 42.78 580.4 7483.187 0.7277831406559486 0.46542523526415763 0.3928430501130391 2.3160603046417236 10312.037 0.7497138477945868 0.4212909954188356 0.3896338035471815 2.53273868560791 False 26 7200 40.84 625.8 7707.9824 0.7195201318886606 0.475278423305855 0.39665134465016616 2.340062141418457 10592.156 0.7451418499736436 0.42535631875935764 0.3894201732249547 2.556394100189209 False 26 7300 42.03 669.0 6981.863 0.7309492015314438 0.486298600579628 0.39248948904286424 2.302032947540283 9684.513 0.7536962625047456 0.44055027685263565 0.3876804474920365 2.5204739570617676 False 26 7400 43.42 662.1 7158.734 0.7126072852517983 0.48282193006502155 0.39846742191310525 2.294304609298706 9961.118 0.7370375972227751 0.4389510702279622 0.39007673307869384 2.517336845397949 False 27 7500 44.09 669.8 7793.4697 0.7210750187720395 0.4795734993118373 0.4022036587051836 2.2921862602233887 10670.12 0.7471773884060745 0.42974231658606793 0.39504735695922644 2.5105271339416504 False 27 7600 44.61 667.0 7902.0894 0.7230021683101325 0.47769199138235086 0.40296830075745976 2.261791706085205 10793.092 0.7485324709988292 0.4301761443749684 0.3961765114557992 2.4824039936065674 False 27 7700 44.33 662.3 7221.7686 0.715205947264263 0.4946243910775267 0.4004594734623918 2.2650489807128906 10057.4795 0.7422010805597807 0.4408091821146354 0.394346919245749 2.4885406494140625 False 28 7800 44.82 678.1 7600.9233 0.7313684422009116 0.47875856909575076 0.4026180256644291 2.2785301208496094 10582.333 0.75645184335997 0.4273941725056139 0.39818709266911523 2.49208664894104 False 28 7900 44.46 673.5 6416.8813 0.7272142139235958 0.48646511703826734 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