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 6.493 315.8 604915.2 inf 0.00950322502485083 0.048760349072454766 172.53688049316406 705908.6 inf 0.0008758578484366845 0.058796471067371424 170.6053466796875 True 0 100 10.54 66.08 50921.562 0.9243130276019894 0.028619198746993858 0.03557481989204802 52.293758392333984 64170.152 0.9248515094990833 0.03436166204105239 0.041300753536254745 53.49937438964844 True 0 200 12.07 29.14 51908.152 0.9230910285224224 0.03190588692034584 0.018378500936691394 37.00128173828125 65951.65 0.9269859358271231 0.023613861552368304 0.013756860930407946 37.95479202270508 False 0 300 9.667 41.33 49988.582 0.9202223371167669 0.0439124208323341 -0.019100177093671917 8.910025596618652 63122.707 0.9241330006834837 0.03688830291393153 -0.045495091327078074 9.17834186553955 True 0 400 11.12 26.8 45045.23 0.9128100448750499 0.07159883991130363 -0.0927592028764392 5.668311595916748 58356.12 0.9142533001889216 0.0709510461770574 -0.15723152166243243 5.788712024688721 True 0 500 9.919 32.52 44670.113 0.9142777514207948 0.07026044521403116 -0.05491939943235818 17.482446670532227 58036.332 0.9135297425635802 0.07389779300242791 -0.09015534588508999 18.063446044921875 False 0 600 10.9 217.3 42417.426 0.9123470620401495 0.07484515485628702 -0.11298713774359391 5.297609806060791 54737.08 0.9104538751828621 0.08043550483768283 -0.17404824798051355 5.419425964355469 True 0 700 9.943 206.0 40390.426 0.9068588913428978 0.08628723522119103 -0.126716795285593 4.243222713470459 52014.293 0.9071332043218241 0.08729049348447891 -0.1932928559801601 4.285476207733154 True 1 800 13.39 41.06 40112.24 0.9071117542139672 0.0847877101484702 -0.06998981733226746 4.126401901245117 52122.02 0.9050877529575685 0.08952614641639664 -0.10424638469880282 4.156278133392334 False 1 900 11.26 43.42 39562.957 0.9081135043223517 0.08501175516759692 -0.1048142202767949 6.76180362701416 52093.766 0.9057572458502615 0.0894947608371908 -0.15506514963173898 7.065526962280273 False 1 1000 10.88 29.28 35797.133 0.8972717791442487 0.10505882620616105 -0.08768108054461407 3.5455334186553955 48681.945 0.8979464488333275 0.10408409982687125 -0.12857787315467734 3.4222195148468018 True 1 1100 9.784 58.62 35099.465 0.892961934158521 0.11151192568869873 -0.03485323804162424 3.6553714275360107 49108.6 0.8955437070930746 0.10664979834514295 -0.03524014879951704 3.6081082820892334 False 1 1200 10.22 190.2 36199.945 0.9015950655847708 0.09644678480961279 -0.0844785005561228 3.802858591079712 49739.29 0.9033701861245312 0.09382538049901976 -0.11891750468249765 3.8195419311523438 False 1 1300 10.52 28.21 31114.525 0.8773890875701468 0.14101090307875508 0.029607708363755193 3.552147388458252 42662.77 0.8792794057947163 0.13850544760044334 0.07185815165926274 3.2244954109191895 True 1 1400 9.858 31.57 31390.605 0.8800117387111821 0.13966888776272215 -0.05580029284168649 3.9197564125061035 43098.0 0.8841745814243221 0.13219529740301922 -0.07396298412808072 3.962562084197998 False 2 1500 9.625 38.23 29816.375 0.877016719986027 0.14228232779746672 -0.037245033891126704 3.6442959308624268 42358.598 0.8812821118336565 0.13574381993668994 -0.03554805795453563 3.590139865875244 True 2 1600 10.67 186.1 28847.816 0.8697757649288397 0.15585041680384604 0.015312626895463815 3.9760589599609375 40538.28 0.8753899098331741 0.1451290165396223 0.05640953896146485 4.006519794464111 True 2 1700 9.957 30.73 28688.86 0.8685731908868733 0.15570630665490548 -0.024212434167385433 3.472019672393799 41520.176 0.8744899433842493 0.1437240193395918 -0.00699483717795909 3.251228094100952 False 2 1800 9.323 25.59 26298.049 0.8627026147089586 0.1681215719369556 -0.029670289824750423 3.510667562484741 37948.113 0.865337903406348 0.16187181427311692 -0.010621825886075813 3.380337715148926 True 2 1900 9.113 25.14 25436.541 0.8579054076115395 0.18027950315712243 -0.0023675382786680597 3.4154016971588135 37784.035 0.8640290093517204 0.16566423259943444 0.034355177095221845 3.2243831157684326 True 2 2000 10.34 35.72 27475.555 0.867230068814989 0.16241468613396187 -0.018316050162612302 3.4588093757629395 41173.695 0.876186091610882 0.14365744714746576 0.010724643380173558 3.303378105163574 False 2 2100 9.711 44.48 28418.037 0.877729737634736 0.14046780762529568 -0.05207788783556324 4.45644474029541 42869.242 0.8824441600290907 0.12719129837394716 -0.0672213612569365 4.5819172859191895 False 3 2200 9.385 35.22 24410.816 0.854186334042367 0.18822948422668795 0.04832624181916051 3.396713972091675 37876.74 0.8599977869129996 0.1710243531007066 0.1017708028424761 3.2215356826782227 False 3 2300 9.571 94.32 23009.193 0.8478100593639676 0.20528673373969009 0.07769590529396164 3.458160877227783 35924.863 0.8537269797001027 0.18775950397953614 0.14553006328012563 3.320570468902588 True 3 2400 9.999 36.19 23605.23 0.8533996071530088 0.1937007731388844 0.06192828367873082 3.6213200092315674 36376.812 0.8637215715322698 0.16902796671170986 0.12285235731896671 3.553107976913452 False 3 2500 9.483 62.03 22076.244 0.8404581298828069 0.21655823671009602 0.09244919468179161 3.5816195011138916 33397.13 0.8479207884150652 0.19776035962139069 0.16201362306870817 3.2073752880096436 True 3 2600 9.094 37.95 20982.424 0.8334077446497613 0.23210987087515506 0.08139769701227534 3.393160581588745 32980.78 0.844683968862483 0.20441482170246872 0.1475642466636755 3.2293953895568848 True 3 2700 12.55 25.18 20922.518 0.8373168836955502 0.22731882112369178 0.07650334937168621 3.452082633972168 33351.664 0.8479068343484988 0.19916668254119346 0.13809473916415724 3.3376431465148926 False 3 2800 10.9 28.54 20394.35 0.832738041516641 0.23115520904618453 0.1008805291290129 3.4007208347320557 33525.16 0.8455640330985564 0.19933769686307345 0.17840261938629895 3.2493033409118652 False 4 2900 12.04 33.81 20553.863 0.8292842726881584 0.24000267386572058 0.08399181159952926 3.5317864418029785 31986.055 0.8434680487530718 0.2049064770774726 0.15029612394053418 3.4469797611236572 True 4 3000 10.04 248.5 20763.445 0.8317688787056704 0.22892776818528585 0.10292014123530585 3.3581702709198 31700.7 0.8468995263015217 0.19351646249202645 0.17925127110906006 3.0657565593719482 True 4 3100 11.43 116.7 21211.154 0.8313759660863823 0.23222217168934556 0.14151243172586087 3.4661197662353516 32154.582 0.8449240852308322 0.19957366613638802 0.21906298978274988 3.360731601715088 False 4 3200 10.18 57.64 19202.246 0.8179809190064851 0.25957859231454655 0.136758263457913 3.308032751083374 31233.393 0.835592277470146 0.21965296247308896 0.22234193515408562 3.0985076427459717 True 4 3300 10.96 25.4 22777.873 0.8504385795576926 0.2108950230532717 -0.008777581195224855 5.92507791519165 37005.383 0.8634519255127561 0.17603054915026678 0.013659863628755655 6.206730842590332 False 4 3400 11.13 27.23 18706.14 0.8200505327619065 0.25825526747767413 0.1131623541051933 3.392148494720459 30772.77 0.8364893951333587 0.21854807044626015 0.1855270168483825 3.2522566318511963 True 4 3500 12.18 81.48 18690.686 0.8192084703628796 0.25852090804298616 0.07069517829397526 3.3458220958709717 31088.781 0.8383861005639536 0.21402249178027083 0.12451893317658334 3.1231658458709717 False 5 3600 9.77 34.25 18146.605 0.8127734722779569 0.2667566696056682 0.1594873590532289 3.2534475326538086 30460.803 0.8318299297275351 0.22365918044480532 0.24229367917227834 2.9932847023010254 True 5 3700 10.28 136.4 20120.236 0.8114628580567779 0.2671896547250735 0.1527495719805121 3.2741448879241943 30512.857 0.8316092421720845 0.22174023718974373 0.23232756057192522 3.0032436847686768 False 5 3800 11.01 27.12 20606.854 0.821630612196549 0.249933060531772 0.15214592965019608 3.252148151397705 31974.996 0.8386837264383707 0.2099394611421785 0.22060224421886446 3.058614730834961 False 5 3900 9.514 27.05 19007.865 0.8080711056256303 0.2803679955834094 0.14483954303364618 3.2903175354003906 30010.613 0.829753588519476 0.23228814290974384 0.22150974320917055 3.103508949279785 True 5 4000 11.12 63.82 19335.047 0.8095210963945378 0.2762842691957551 0.15309360678317074 3.3138539791107178 31175.271 0.8320302256899698 0.22511667160040164 0.23234164274651528 3.1435365676879883 False 5 4100 8.282 28.4 18134.238 0.8023062521511598 0.2878898994874886 0.14641986523722042 3.260037899017334 30337.63 0.8267660438716911 0.2346159567499716 0.21711485449746504 3.0326850414276123 False 5 4200 11.26 26.58 19735.41 0.8230090886032706 0.2586839681100957 0.14790375494947183 3.4340879917144775 32081.588 0.8413892914908564 0.2115534525500042 0.21947322629464053 3.3168013095855713 False 6 4300 10.79 103.7 18692.676 0.8139555668480294 0.26641364811356094 0.1449169060921024 3.259465456008911 30907.502 0.8344922524323938 0.2181432387178908 0.21305715288975452 3.062648057937622 False 6 4400 11.3 25.61 16996.85 0.7995113218521508 0.2951397518980026 0.1661773946868388 3.2649152278900146 29169.988 0.8248534173329082 0.24062638360334876 0.23579859997735794 3.10453200340271 True 6 4500 43.09 106.7 17842.691 0.8010051246045743 0.2898829531046987 0.20266357764384937 3.202744483947754 30942.771 0.8323277944545827 0.22424950061735152 0.2783898344668673 2.9423859119415283 False 6 4600 10.09 138.0 17780.652 0.8027612660110642 0.2916690008262249 0.1687531290113185 3.315718173980713 30652.672 0.8296803666453475 0.23014209818387948 0.24159457164765535 3.1814680099487305 False 6 4700 8.371 26.82 17820.873 0.7973140896854066 0.3008793172007141 0.16658563262635348 3.2575271129608154 29882.213 0.8243720613282489 0.2409502951721875 0.2425767227752753 3.001537799835205 False 6 4800 10.24 26.0 16685.06 0.790810402028692 0.3156220991513045 0.155525263816672 3.380324602127075 28123.025 0.8192686046828693 0.2528100325498082 0.22034836902481744 3.281008720397949 True 6 4900 11.57 76.08 17094.586 0.8024572261340276 0.28890967968122866 0.21778822963651986 3.252584218978882 29294.549 0.8288917457374567 0.22918457385943955 0.28698963848307085 3.1166138648986816 False 7 5000 9.803 52.96 16864.525 0.7910466104103637 0.3071952265670472 0.1866941495683235 3.2303555011749268 28652.824 0.8227605633543261 0.23997899234394837 0.25199698100823764 3.067249059677124 False 7 5100 9.455 34.25 17115.041 0.7953228706696841 0.3113652964363464 0.15838238651589345 3.44062876701355 29078.105 0.8256866480029443 0.24756600820428204 0.20124745064570815 3.395426034927368 False 7 5200 9.552 34.41 15894.163 0.7824834139651533 0.3240083151364284 0.21390336093799475 3.2308707237243652 28545.576 0.8163490951079774 0.25382542008841336 0.2833410704192555 2.9618470668792725 False 7 5300 11.19 25.54 15587.118 0.7857899963132735 0.3149631249431226 0.2422178530465835 3.1648831367492676 28918.047 0.8216218012077541 0.24159184097662323 0.31145297171549713 2.9835119247436523 False 7 5400 10.74 25.63 16997.621 0.7885117928932752 0.3151825899098991 0.22599655976837538 3.167006492614746 28876.973 0.8213937021458878 0.2423393030437609 0.2967573303411529 2.9389748573303223 False 7 5500 9.833 52.33 17026.086 0.7926370015019869 0.3125800605162307 0.240041350492302 3.369596481323242 29066.984 0.8238765250786941 0.24165726508346938 0.3149634290196 3.2580645084381104 False 7 5600 9.656 32.37 16437.295 0.7794695488761478 0.3280021705065509 0.2626707744418316 3.1144542694091797 27982.0 0.8171114607948112 0.2510022790903878 0.334548924989987 2.8924026489257812 True 8 5700 10.49 28.01 15628.051 0.7823856375893172 0.3207864153195038 0.25709857614108245 3.425654172897339 27774.344 0.816532649739173 0.24961815829579098 0.3235516317248481 3.0756471157073975 True 8 5800 10.47 24.9 15523.464 0.7828529566907584 0.33114395713089234 0.23143571223947146 3.1789228916168213 28274.828 0.8184595355553622 0.2542446957501 0.30445628147054743 2.998603582382202 False 8 5900 10.83 25.91 15876.546 0.7876842556618302 0.3193509149207753 0.23993884022564352 3.2314870357513428 28659.527 0.8199356389976756 0.24924493939226539 0.32350210838810217 3.0723536014556885 False 8 6000 9.732 209.5 15489.809 0.7758774288295957 0.3326306132966494 0.2689179674095818 3.270310401916504 27921.955 0.8143114449130321 0.2541645968705449 0.33865471664841623 2.9464268684387207 False 8 6100 9.411 32.92 15237.857 0.7730047533539997 0.3389698253016153 0.2824787799481069 3.1059978008270264 27725.312 0.813318695806181 0.2544380568636301 0.3494095719637125 2.9068186283111572 True 8 6200 9.493 26.11 16320.211 0.7786916614958721 0.3362841283483969 0.2719043335938268 3.1168460845947266 27850.207 0.8169989006530829 0.25235234038210314 0.33330382692968 2.9118130207061768 False 8 6300 11.26 28.92 15832.357 0.7822800704598984 0.33389948669812897 0.29031869649246106 3.131890058517456 28690.488 0.8193098647262104 0.2511796874075555 0.3584360061899858 2.9611637592315674 False 9 6400 11.74 29.18 16030.8955 0.7919569187671278 0.3231838380355985 0.27517323144277345 3.40885591506958 30209.826 0.8234597729621803 0.24602013601078934 0.35242878288735197 3.304814577102661 False 9 6500 9.619 53.85 15264.792 0.7718106347002788 0.3435501578234476 0.2760655635909159 3.1250576972961426 28277.797 0.814639220641106 0.25358912011339757 0.34235853181227804 2.9171299934387207 False 9 6600 9.264 27.22 14979.316 0.7658276958507311 0.3520482406037745 0.2938512889399157 3.0796406269073486 27702.355 0.8109130771234706 0.2607450813367773 0.3631003839487263 2.8831427097320557 True 9 6700 11.56 31.05 14923.911 0.7666745479914499 0.34979828922883766 0.276098833058571 3.1306185722351074 27089.082 0.8101416804879098 0.25929868063903866 0.3516416688898308 2.815220832824707 True 9 6800 12.5 25.19 15307.854 0.768093741851712 0.348515840169688 0.2945653800771093 3.075352430343628 26946.623 0.8122575811959822 0.25424967481239424 0.3579115144243322 2.8784890174865723 True 9 6900 9.818 58.66 15813.954 0.786190526177295 0.3335806434675893 0.2902822069886027 3.170099973678589 29510.793 0.823611460776127 0.2459849339768004 0.3605016536555384 3.0084502696990967 False 9 7000 9.497 35.12 15195.433 0.7655237889610568 0.3567860902375742 0.31571713874622737 3.028113842010498 28107.062 0.8100597820153304 0.26561490468791216 0.38171938769733754 2.8097429275512695 False 10 7100 9.13 76.38 14742.917 0.7771168798098078 0.34298896405036605 0.29550994409181075 3.1967556476593018 28203.01 0.8167485110782228 0.2541820615582199 0.3612232961924144 3.0469417572021484 False 10 7200 8.313 25.01 15046.649 0.7688021943524548 0.3433438427843532 0.3093136193481256 3.057502508163452 28388.709 0.812369458465238 0.25053818976256154 0.37173311628828754 2.789660692214966 False 10 7300 9.975 25.26 14293.24 0.7618964507785443 0.35936147114042544 0.31375260564807506 3.052504062652588 27206.96 0.8087600892652057 0.2624827956648313 0.37435337258641244 2.8143198490142822 False 10 7400 9.816 34.64 14222.007 0.7560081672595073 0.37085477945465456 0.3205818448846885 3.0701873302459717 26514.93 0.8041445469577235 0.2712263664603122 0.3767257514492606 2.8286142349243164 True 10 7500 10.21 110.7 15245.237 0.7643852499978621 0.35408318410967904 0.3089946885248767 3.1338980197906494 26979.055 0.8105452362093456 0.2556718641452647 0.3589229063488204 2.880157470703125 False 10 7600 10.7 74.7 14585.207 0.764095148524397 0.36027443302860357 0.3293782662294735 3.028571844100952 26818.006 0.8102032987649871 0.26258137031126366 0.37996007063310305 2.836090564727783 False 10 7700 9.646 77.54 19789.055 0.8212324097593565 0.29471450270420496 0.2555063435800307 4.29042911529541 33500.38 0.8445834031670458 0.21971960678350222 0.33510662565323135 4.306194305419922 False 11 7800 9.222 107.6 15856.498 0.7674144148238096 0.35443803108543764 0.29633910210389713 3.1104583740234375 28183.64 0.8107888157811638 0.2586316803054828 0.3519711323701377 2.8836538791656494 False 11 7900 9.411 65.6 14746.254 0.7620189915786981 0.36602784225886204 0.33439499592012006 3.007493495941162 27703.76 0.8089742097719136 0.26510163660142805 0.39323900583178395 2.788486957550049 False 11 8000 9.495 29.63 14691.541 0.7528121778496989 0.3785155502680162 0.33931247460120184 3.0206563472747803 27419.8 0.8059573484186395 0.2700449588628794 0.3973275830960452 2.8201844692230225 False 11 8100 11.61 27.7 14370.528 0.7491321099706052 0.3816302960896718 0.35200186115985055 2.979079008102417 26174.326 0.8017867639289921 0.274982412716767 0.4082865795776187 2.7698657512664795 True 11 8200 9.829 29.86 14541.116 0.758241571651477 0.369983042411373 0.3332698355632629 3.0243353843688965 27083.572 0.806964810111526 0.2669415677482655 0.38731497333640125 2.834628105163574 False 11 8300 9.338 71.31 14422.523 0.7506894375878888 0.37818937562506405 0.34419669028124655 3.0353968143463135 26905.678 0.8024655923747145 0.27230707273079024 0.3920771811820018 2.814321994781494 False 11 8400 9.515 68.36 14125.233 0.7531438016686203 0.3829508518456818 0.35764771639546983 3.0092148780822754 27510.768 0.8047512711247742 0.27306554740296085 0.4067682958887643 2.8479862213134766 False 12 8500 9.514 66.55 15230.721 0.7645840559144815 0.3596265906030963 0.3715922211351518 2.946176290512085 28605.463 0.8116554583797057 0.2580681626990729 0.4249188841974651 2.7596395015716553 False 12 8600 9.603 26.23 15171.475 0.7550192271052958 0.3761120840235157 0.3604011743520832 2.953887939453125 28637.594 0.810172181909225 0.2630630572721805 0.4138358240112879 2.7641258239746094 False 12 8700 9.096 24.44 14467.73 0.7524729089653264 0.3838729197058081 0.33803330088913075 3.003526449203491 27482.096 0.8054730090856648 0.2718331786530748 0.39314374794130047 2.79062557220459 False 12 8800 8.8 25.75 14387.148 0.7528034988548639 0.37730500077284457 0.37609327594873176 2.963578462600708 28815.24 0.8093203322993581 0.25911486512828263 0.418728055531576 2.7822587490081787 False 12 8900 10.84 94.47 13375.287 0.7462702067152204 0.38633758769734317 0.3733073871076177 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