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 17.45 52.87 94720900.0 inf 0.010527784368971314 -0.06500933017610433 78.46642303466797 62442028.0 0.9092783632184422 0.027210469108117915 -0.07516830865333929 75.25984191894531 True 0 100 29.7 37.54 6077568.5 0.9083869149478326 0.01793172912704103 0.018432800506187577 100.70591735839844 3698813.5 0.907380853410767 0.03141060942009049 0.003812413382146582 97.06785583496094 True 0 200 29.57 38.92 3457231.2 0.8836452316804827 0.06283498688068906 -0.11227786838103443 97.9029312133789 1873817.4 0.8891782495100351 0.07417273517252261 -0.16825625926740545 94.30705261230469 True 0 300 29.55 37.69 3416580.8 0.879876094554689 0.08366790737902124 -0.20822426646695882 98.87152862548828 1636883.0 0.8900807969229879 0.07429041588097808 -0.25720501427765996 95.24446868896484 True 1 400 33.38 37.64 3225497.8 0.8709768038572387 0.12798405193265933 -0.25676877547013277 92.42733764648438 1801600.5 0.8781345254216325 0.12983837477615615 -0.3207634152078457 88.71057891845703 False 1 500 28.74 38.8 3019450.2 0.8672104924028412 0.1392367160381549 -0.2693597453266032 87.05619812011719 1676136.6 0.8762999965360324 0.13366292948994038 -0.33210996712989177 83.40890502929688 False 1 600 28.83 38.74 3136771.2 0.8785786323721556 0.13418405508218986 -0.29557183048787644 96.24005889892578 1717037.5 0.8861908872716225 0.13610841392746487 -0.3518097818373285 92.55480194091797 False 2 700 28.86 191.1 2382865.2 0.8581036719292677 0.15372091895348375 -0.32635631393649484 70.7020034790039 1722893.4 0.8636788826239187 0.16348108961962426 -0.37100921839380835 66.967529296875 False 2 800 29.09 41.91 3253820.5 0.8750990390726214 0.09311367479185338 -0.29319021482644275 79.33647918701172 1673113.9 0.8862778602020194 0.08384023018259779 -0.33594965270852883 75.67215728759766 False 2 900 29.23 38.67 2889953.5 0.8695661829835298 0.11276058450348504 -0.31047864677254333 77.94293212890625 1598739.8 0.8815881156587614 0.10198978130970912 -0.3526021621964983 74.35175323486328 True 3 1000 29.49 37.55 1987859.8 0.8424427523535007 0.18983789965713976 -0.32759889958566507 47.71979904174805 1645880.5 0.8504808663699083 0.1905507652299427 -0.3851600624276599 44.58308792114258 False 3 1100 29.18 38.9 2240325.2 0.8586324417187843 0.1291829227064348 -0.2678258863087501 57.132225036621094 1746779.4 0.8711482744583299 0.11626369287292528 -0.37254561029704686 54.194435119628906 False 3 1200 28.79 49.08 1824578.6 0.8481809459625784 0.17187334075076477 -0.35468812806408756 52.2030029296875 1660299.2 0.8574131731548854 0.1710567573621193 -0.4038062818968524 49.09403991699219 False 3 1300 28.84 51.65 1773091.1 0.8481329497564225 0.17207746633683724 -0.3433056355956148 56.29091262817383 1689454.2 0.8556872593736911 0.17386514669395509 -0.39658003269572845 52.967769622802734 False 4 1400 28.74 37.66 1664444.2 0.8412871609229962 0.18131973151969275 -0.34759328040610005 47.176795959472656 1648364.0 0.8513633338240546 0.17795041311763302 -0.4130307324542582 44.09224319458008 False 4 1500 29.07 50.97 1777200.5 0.8415080313397258 0.17135342172783366 -0.33362015252507915 32.52229309082031 1577497.8 0.852301030660853 0.16485936401124984 -0.3940495733908638 30.38933753967285 True 4 1600 29.49 43.01 1701254.1 0.8443451588816769 0.18764368777368232 -0.3492303392075307 50.815757751464844 1709152.9 0.8531862039739465 0.1862247521135429 -0.41299811720638613 47.71271514892578 False 5 1700 28.55 38.73 2189500.2 0.8514195574104488 0.14476091263257942 -0.35581041875742536 41.26066970825195 1854242.5 0.8676916195564495 0.12747206144228987 -0.4074927321957045 38.58486557006836 False 5 1800 28.85 38.39 1846142.0 0.8431272925908236 0.18764468685750121 -0.33394278802229704 55.13898468017578 1792903.9 0.8500277777149563 0.1889445998459867 -0.40973610095880936 51.87471389770508 False 5 1900 29.23 138.2 2043073.4 0.8606875831733862 0.1759689275650901 -0.3368710863453012 69.27436065673828 1689312.5 0.8688447241860788 0.173005345415788 -0.4026496116356225 65.92024993896484 False 6 2000 28.87 37.75 1512557.1 0.8402593510334432 0.18166290971474852 -0.35939976062144163 44.31383514404297 1693340.4 0.8553166078946274 0.16485747827545844 -0.4269415620220577 41.41498947143555 False 6 2100 29.14 38.4 1323515.9 0.8367104896332324 0.18990232521013106 -0.3635468709381815 33.042694091796875 1890288.1 0.8486626273575186 0.17727303495304345 -0.43528414465169996 30.80524253845215 False 6 2200 28.87 179.8 1157187.4 0.8279953576432113 0.2116610633005363 -0.37577366436913595 31.71343994140625 1656278.6 0.8427524965943791 0.19660530411259322 -0.4680303210594854 29.76426124572754 False 6 2300 28.84 38.08 1109071.8 0.821232147610058 0.22427001326275714 -0.3646283750170071 26.094589233398438 1631589.5 0.838890484192023 0.20593039661854642 -0.4647045442020385 24.79231071472168 False 7 2400 28.44 38.15 1453525.9 0.8324321723283843 0.19016839515333803 -0.3802233573423817 30.90123748779297 1600029.2 0.8526770520096864 0.1635107936295525 -0.45217384543263106 28.842073440551758 False 7 2500 28.65 254.2 1190919.1 0.8269434859125312 0.23392241111840428 -0.3684577314573276 39.84633255004883 1486792.1 0.8432576121274707 0.21578016973860542 -0.4637449956731045 37.36665344238281 True 7 2600 30.89 37.84 1121214.0 0.8240604606650505 0.22271870531375115 -0.3740263696287751 29.205581665039062 1540218.0 0.8441847102625405 0.19481422156214406 -0.4816342526545935 27.54113006591797 False 8 2700 28.39 39.62 1615032.5 0.8451830817227538 0.2186117657476435 -0.3513126869730128 50.129940032958984 1615651.5 0.8569029039475003 0.20876945072630956 -0.4532689199467411 47.374237060546875 False 8 2800 29.01 39.17 1176041.5 0.8312085388848373 0.20751956685881442 -0.3590484644405798 29.385717391967773 1631698.9 0.8496120446146862 0.1832223303070715 -0.4916730817057712 27.866140365600586 False 8 2900 28.95 38.68 1049763.2 0.8165520660401392 0.23254027631021856 -0.39236119617844334 21.758333206176758 1527545.0 0.8412637593139195 0.20143278952304727 -0.49436415483386464 21.138463973999023 False 9 3000 28.54 52.7 1028019.5 0.8178092834244541 0.23511595878052435 -0.3790789554779557 25.10531234741211 1590420.1 0.8407450850075708 0.205992291806782 -0.4645515689750715 23.684114456176758 False 9 3100 28.41 37.91 968640.3 0.8171663951528508 0.2327395199811325 -0.3697994051794469 21.580184936523438 1560298.1 0.8449777652250899 0.1905493273076878 -0.48380214812124156 20.84959602355957 False 9 3200 29.0 109.2 980407.44 0.8088826849466505 0.24281401516699846 -0.3637539448476579 22.110074996948242 1522664.2 0.8402158106891127 0.19875794373763273 -0.45987194876704074 21.630268096923828 False 10 3300 28.86 39.25 1213695.2 0.8441010699060583 0.18785263129547614 -0.35735994127143983 32.912899017333984 1746453.1 0.863768947167464 0.14986777118340058 -0.4618042699609689 30.929096221923828 False 10 3400 29.07 38.65 1333454.5 0.8264661725842878 0.20734734829510545 -0.34015515333698504 22.31684112548828 1755092.1 0.8424272077646935 0.18975195504269374 -0.4015040175074639 21.14442253112793 False 10 3500 29.02 261.0 955612.06 0.8163305005908656 0.23898943295182393 -0.3689267170626751 22.424657821655273 1535638.4 0.8412012576328705 0.20421301929833716 -0.4513206684319719 21.49810028076172 False 10 3600 29.47 52.7 1102139.1 0.8121998413234784 0.24079650385110862 -0.3581188211991309 24.32706069946289 1582813.5 0.8355359835540661 0.2109423670665437 -0.4413853980674575 26.094253540039062 False 11 3700 28.91 38.1 952510.0 0.8137570078027246 0.25186357045237556 -0.37860653723342524 22.81707191467285 1466627.1 0.8413758935208313 0.21125702954736866 -0.46962741758727466 21.866016387939453 True 11 3800 29.52 38.01 895427.7 0.8074929655173716 0.2450669916703456 -0.35940023555738404 20.24855613708496 1495221.8 0.837497542992376 0.20283506466871418 -0.45829133664408883 20.219890594482422 False 11 3900 29.03 78.88 1013929.44 0.8334678282655528 0.1995679562788358 -0.37742338729540037 22.669605255126953 1667308.6 0.8558233884324157 0.16374021302284247 -0.49474262312099204 21.492206573486328 False 12 4000 28.93 37.97 808227.3 0.8146614928284451 0.2684733417642617 -0.36798206924557436 25.801931381225586 1458660.6 0.8440435334059672 0.2183061256788201 -0.474160793628815 24.47234344482422 True 12 4100 30.95 38.3 767582.6 0.8010276619513185 0.2679298423624764 -0.37024096311607024 20.06501579284668 1447049.1 0.8409266937964669 0.20328213843554785 -0.46893421711130207 19.960145950317383 True 12 4200 29.53 37.9 759165.44 0.800171756728918 0.26301265577830024 -0.3601755952459883 19.79755401611328 1474309.5 0.8423536192902508 0.1930996398248552 -0.45959515748306934 19.921873092651367 False 13 4300 29.05 163.2 699505.44 0.8020819852716358 0.27852559713732 -0.36777276229372763 21.42120361328125 1471880.2 0.8431041298530983 0.20485095081377147 -0.47917431712768555 20.782684326171875 False 13 4400 29.14 37.91 666904.7 0.7849593602728259 0.2971764626273483 -0.3664355614916136 19.52009391784668 1343244.1 0.8337137033461666 0.2193858328329078 -0.4728661244929713 19.734676361083984 True 13 4500 29.46 37.38 713515.94 0.7984325935048727 0.25690771469943924 -0.3631739158730475 19.7360897064209 1740082.0 0.8424691663815448 0.18181002502677185 -0.46815773587530785 19.70214080810547 False 13 4600 29.07 99.53 635515.3 0.7830045357239604 0.2904548486892388 -0.36624452686406445 19.421051025390625 1410710.0 0.8415047232782654 0.19325304979495658 -0.4791781592791757 19.759075164794922 False 14 4700 28.73 38.04 992431.1 0.8241375520532819 0.23538145381616332 -0.3472163804418459 28.116504669189453 1789887.2 0.8511539066749617 0.178949674002107 -0.42613836539337036 26.497005462646484 False 14 4800 29.11 37.82 682530.2 0.7946899015990387 0.26354651988219774 -0.3575786525750716 19.626537322998047 1665349.6 0.8407686228679657 0.18555404960147484 -0.4610174711350172 19.625076293945312 False 14 4900 28.91 39.21 594780.6 0.7784933193331304 0.3044901177365286 -0.34717623478196213 18.841350555419922 1530051.5 0.8399837720605857 0.19676977890722624 -0.4755469024572495 18.837398529052734 False 15 5000 28.69 41.45 634929.94 0.7813158899102253 0.2803565295914641 -0.330919573856969 18.301292419433594 1744112.9 0.8449035296485605 0.1746610150589146 -0.4559160783035909 18.677385330200195 False 15 5100 29.24 60.48 566838.25 0.7682199945255433 0.3345986784157004 -0.3511382437122431 19.40875816345215 1360420.4 0.8376611586040569 0.21152359791562886 -0.4781358066421874 19.21438980102539 False 15 5200 29.08 37.47 559701.4 0.7610359629494938 0.3296451371012026 -0.33294281061370573 19.073699951171875 1579301.4 0.8330397985356794 0.20710206941030185 -0.46287826657178816 19.70179557800293 False 16 5300 28.74 45.44 521297.3 0.7563895436974113 0.3453668486197883 -0.33159387454105055 18.4744873046875 1387591.1 0.8299233304222752 0.22152080457328027 -0.4695186102896696 18.481857299804688 False 16 5400 28.89 39.0 513399.7 0.7562942767665318 0.35755925203512795 -0.3527151058320895 19.684267044067383 1327226.1 0.8304802402386068 0.2273740145806906 -0.4784855679728601 19.475662231445312 True 16 5500 29.19 38.78 520372.7 0.754961020812568 0.34125011462321225 -0.346685259629312 18.777185440063477 1319821.0 0.8392892419315482 0.1924422464994445 -0.4706536143697219 18.781429290771484 True 16 5600 30.65 38.25 522803.03 0.7473662246443913 0.36299031331626824 -0.33330668726520984 18.532073974609375 1391906.5 0.8347073917970596 0.20937712728846733 -0.46166749719295147 18.41573143005371 False 17 5700 28.96 195.2 574468.4 0.7474110505362943 0.3546477125276946 -0.32577189591533195 18.829025268554688 1609737.1 0.8291724733325366 0.21878860382071585 -0.45144190263800166 19.479148864746094 False 17 5800 29.39 38.42 552551.94 0.7512716558073276 0.3520102666796815 -0.3339152855814608 19.315570831298828 1391468.8 0.8366699837189885 0.20159956451733094 -0.45485817701364195 19.105751037597656 False 17 5900 28.52 38.68 619601.6 0.7528692288791978 0.3203846483666181 -0.33981532027726635 20.151826858520508 1997959.1 0.8361238356298124 0.18368264200603407 -0.45891458885995884 21.27606773376465 False 18 6000 27.9 133.2 615554.2 0.7335567996587882 0.35906401686053 -0.2987922969862673 21.827966690063477 1679106.6 0.8333860347128934 0.19644716292811398 -0.445829599146541 23.49188804626465 False 18 6100 29.55 64.6 530124.06 0.7374117511715135 0.37234132144487725 -0.32855409260338814 18.158611297607422 1527355.8 0.8328335726469326 0.21066354274978777 -0.4665619466105866 18.53331184387207 False 18 6200 29.09 38.7 451872.44 0.7261158248912852 0.39894810959943594 -0.32934800924236696 18.494457244873047 1512359.1 0.8266087702171202 0.2245153967446898 -0.47877641885669775 18.67169189453125 False 19 6300 28.72 42.95 511498.16 0.7166205213482636 0.39572029710019924 -0.3302432042444292 19.386051177978516 1604526.2 0.8277946765846611 0.20904594718610925 -0.4646638606619754 20.37030601501465 False 19 6400 28.96 80.9 445538.28 0.7151805954310494 0.41707560049441367 -0.2958127118731751 17.994455337524414 1440980.1 0.8237230817044319 0.23107696266434857 -0.46433105971216626 17.896623611450195 False 19 6500 29.02 38.76 474453.06 0.7327074921307418 0.41497682775994477 -0.3040405091291068 20.40850067138672 1428681.4 0.8256049693053272 0.24237018896090137 -0.4648397671488771 19.701675415039062 False 20 6600 28.37 52.6 496167.75 0.7148072335324537 0.41333864660076447 -0.33237992285789975 18.463478088378906 1455686.8 0.8253506625654642 0.22474804962419972 -0.466318530240012 18.73552131652832 False 20 6700 29.1 99.23 523135.16 0.7006954632282347 0.4120709745425768 -0.31992547038734925 19.666898727416992 1534752.0 0.8286838807115732 0.20580555470824807 -0.456353098648951 20.74686050415039 False 20 6800 29.1 57.05 508443.3 0.7056816664412301 0.41330416745915566 -0.31371229921356464 18.771669387817383 1557300.0 0.8262990758390115 0.2135885857369488 -0.4459843720388416 19.27742576599121 False 20 6900 28.8 38.69 490193.38 0.6993450129743876 0.4239940094386884 -0.33043527906375486 18.922941207885742 1430823.5 0.8266526548327172 0.2146538032219257 -0.46377730928189087 19.606239318847656 False 21 7000 28.68 100.8 592188.1 0.742848571627419 0.36268301511142237 -0.34990431464931127 18.436466217041016 1533779.0 0.8310052086411703 0.21060268568165635 -0.45492740416826283 18.34674835205078 False 21 7100 29.2 41.61 650006.2 0.7496535909032799 0.32495985401302335 -0.3097887348456495 18.476892471313477 1995475.0 0.8491308928899777 0.1576994174593875 -0.4501063451740614 19.07766342163086 False 21 7200 29.02 37.83 447565.38 0.7132560919084451 0.4190000477414973 -0.29700787905478754 18.366966247558594 1427248.5 0.8255209855353923 0.22780507504140884 -0.4502304301488405 18.28781509399414 False 22 7300 28.96 56.57 557550.9 0.724205542506014 0.3766466529300037 -0.3296761151309797 19.235898971557617 1879555.4 0.8307838293078615 0.19839989994883034 -0.45583507771997456 20.01413917541504 False 22 7400 29.17 38.35 477485.12 0.7224659245915626 0.3885173565141267 -0.3179547776063822 18.464597702026367 1718992.8 0.8314683672756515 0.1998167621711105 -0.4527019551895739 18.796106338500977 False 22 7500 29.29 38.7 423819.7 0.7034222481967018 0.44360061121465516 -0.31366929118052345 18.79761505126953 1473051.8 0.8275655240703405 0.2259740497272145 -0.4592771268999057 18.757862091064453 False 23 7600 29.29 52.53 434646.4 0.6913127248471391 0.4420609490311061 -0.3090229880700468 18.07200050354004 1442952.4 0.8279947742599407 0.21874582058819134 -0.4673330476503558 18.343685150146484 False 23 7700 28.91 77.12 417593.56 0.6954449713449695 0.43670853227703904 -0.325732433989378 18.505977630615234 1621320.0 0.8265560520999992 0.21687005310527294 -0.47866106252989893 18.88589096069336 False 23 7800 28.55 41.63 581008.25 0.6973179419035553 0.41822830245148446 -0.31972274845671766 19.533527374267578 1872273.8 0.8203032312819314 0.21818105337430038 -0.44431951720200275 20.41460609436035 False 23 7900 28.84 38.83 477027.7 0.6811243556701851 0.44718005798693505 -0.31060292977912235 18.47779083251953 1520823.1 0.8209679529083804 0.2235151162529999 -0.44437983318289354 19.028417587280273 False 24 8000 27.92 37.37 477757.8 0.7110919454520703 0.3906058375912237 -0.2939712596288143 17.674039840698242 1677159.5 0.843595626246286 0.1751423893626476 -0.44498422954940287 17.685184478759766 False 24 8100 28.97 83.65 384544.5 0.6793189795892333 0.4484478487515103 -0.28906520310246475 17.744373321533203 1544320.5 0.8355851371449352 0.19384757800101995 -0.4554125828279201 18.160953521728516 False 24 8200 29.14 37.59 398511.12 0.7092579519621155 0.41426346035882894 -0.2879281105924242 18.35862159729004 1832061.4 0.8398976725418519 0.18498051207906666 -0.45045200893581355 18.121641159057617 False 25 8300 28.92 38.69 441677.34 0.6664299469409621 0.4708651428374649 -0.30199893005939354 18.546241760253906 1548377.0 0.8257548731073807 0.21293935310385526 -0.4302875323048845 19.112041473388672 False 25 8400 29.15 155.2 387562.1 0.6687249773025867 0.4690202306688822 -0.2930107177401141 17.869707107543945 1657695.5 0.8271113322068231 0.20941033139818085 -0.45649344266556624 18.151412963867188 False 25 8500 29.2 39.7 400050.06 0.6697902052874447 0.47714328476008144 -0.3101201733288459 18.26580810546875 1490822.6 0.8225720389440998 0.228148558180751 -0.4431536654548551 18.400924682617188 False 26 8600 28.94 38.59 537188.5 0.6956401547563804 0.43549218257917416 -0.28760084307787925 17.72124671936035 1677340.4 0.8234544685477907 0.21978245614966066 -0.44156556165085 18.01845359802246 False