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 2.428 15.99 8526.914 0.9951246448165987 -0.00850126208492956 0.1130117770648694 293.1134338378906 10155.868 0.9956706362923753 -0.00931912270751558 0.08764106876798501 295.04925537109375 True 0 100 10.17 14.71 862.6462 0.9897213927620073 0.018907367231215815 0.16758482438938754 4.283547401428223 719.5394 0.9896795029829389 0.020271747325293583 0.21566537596823881 4.189304351806641 True 0 200 9.99 13.73 854.31134 0.9920176824710921 0.00724026872637619 0.42172852050269477 3.3445961475372314 845.22186 0.9926832629429636 0.0060507560104941845 0.5303470621455173 3.288083076477051 False 0 300 9.365 13.28 731.47205 0.9878263537608691 0.03240807160003445 0.4150588816631433 3.118138074874878 702.20874 0.988202596461472 0.0326015790641624 0.5237711429751284 2.965977191925049 True 0 400 9.538 23.09 701.7719 0.9879273171290359 0.029836711494816516 0.4133178868151489 2.9624392986297607 712.07764 0.9885662664900423 0.02890185081813639 0.5217393220588709 2.719264268875122 True 1 500 10.17 13.96 915.57025 0.9845830863256342 0.04066427762815954 0.4149130856890702 3.577298402786255 771.66974 0.9840885743276861 0.042678293535749506 0.5223508641864782 3.3958892822265625 False 1 600 9.76 13.74 676.0105 0.9847077373573168 0.04366517861230012 0.4155503387050974 3.0707125663757324 664.3431 0.9850458724764908 0.043012486783663595 0.5212903654705292 2.899872064590454 True 1 700 10.06 14.01 683.32184 0.9818917893550113 0.05033617497361092 0.4126148987581168 2.9998228549957275 634.9115 0.9818790804514407 0.050046274088203495 0.5187212366104387 2.7563021183013916 True 1 800 10.17 14.03 820.9611 0.9889301676883616 0.018654561943207245 0.4155956924824169 2.9758808612823486 892.64355 0.9899262649179534 0.016381358726982848 0.5213392807433265 2.7260613441467285 False 2 900 9.433 13.8 638.8094 0.9839312147781324 0.034345621205219286 0.41545385004240143 3.0954885482788086 664.4727 0.9847741642452408 0.03123685504559968 0.5220797498413525 2.866447687149048 False 2 1000 10.29 13.85 640.1002 0.9828859738014798 0.04585369256074654 0.41987971262022583 2.9230010509490967 645.5925 0.9835310440808184 0.044563768525755665 0.5245877914137747 2.664008855819702 False 2 1100 10.27 14.86 755.0142 0.9801676292563645 0.054155704241019745 0.4217620162087908 2.89534592628479 607.3354 0.9804413089159112 0.05411730570946668 0.5260605225233108 2.5841941833496094 True 2 1200 9.858 15.23 751.20496 0.9789583710378778 0.05224990947330808 0.4258315445703706 2.9208664894104004 601.22876 0.9791783203089834 0.05198338668107054 0.5277777367727028 2.652958869934082 False 3 1300 9.667 14.05 727.1233 0.9772372723289605 0.05864306591408406 0.4223997125027694 2.895507574081421 569.70215 0.9779544908925405 0.0557187682265016 0.5252566465757781 2.5695087909698486 True 3 1400 11.87 14.05 704.93756 0.9817103745401622 0.05005507562861489 0.4280755211894126 3.2979283332824707 630.18945 0.9827255905834457 0.04749321862310725 0.5271612830389701 3.098093271255493 False 3 1500 10.01 14.58 621.1243 0.9846008991654486 0.05015446039611943 0.4228633753440737 3.0398366451263428 641.8975 0.9851072660812283 0.048214880591052084 0.5216181387541001 2.8185672760009766 False 3 1600 9.601 15.05 791.1547 0.9888588176592663 0.021193341947528564 0.4265012822526559 2.8797988891601562 907.737 0.9899780448598042 0.01861461071224294 0.5249969519654866 2.5969936847686768 False 4 1700 9.522 13.51 668.06866 0.9869430380856103 0.029508448498483154 0.40396853720039544 3.2999370098114014 731.97797 0.9882564580862492 0.02455406962248013 0.5045018007272895 3.215843915939331 False 4 1800 9.713 14.17 607.698 0.9832580036959669 0.037696656835969775 0.4081417746020596 2.961362838745117 674.2751 0.9845240750387158 0.033572149368651265 0.5116142194330903 2.617820978164673 False 4 1900 9.595 14.68 574.74774 0.9747021100949653 0.06269364005982138 0.4181544795058638 2.9557900428771973 591.6873 0.9751561666355335 0.06140007673023447 0.5134925842481439 2.7403106689453125 False 4 2000 9.649 13.76 718.2959 0.9863331334813619 0.02606390716068643 0.4160584481261235 2.9146766662597656 872.1472 0.9880943943495571 0.02167921914608028 0.5123184982213529 2.6294162273406982 False 5 2100 10.95 14.8 794.0623 0.9882089228136133 0.023195471130789812 0.41405135235320567 2.9265918731689453 940.16656 0.9896118406514325 0.019609047597607558 0.5134788834521747 2.6562917232513428 False 5 2200 9.945 13.93 511.28156 0.9727219509147103 0.06874136575888894 0.4257839301102232 2.9799983501434326 558.55975 0.9733877529367083 0.06592265734347463 0.5169280318172571 2.747318744659424 False 5 2300 9.806 14.11 484.8535 0.9714391877101157 0.072520139592453 0.4363062576595467 2.8395304679870605 540.4322 0.9727978071770123 0.06775222518938702 0.5228825939226077 2.565486431121826 True 5 2400 10.32 14.31 510.5308 0.9732632808026717 0.07016067931150625 0.43374964745229816 3.4294826984405518 543.4791 0.9752032471496529 0.06442879733951477 0.5213251687393174 3.282597303390503 False 6 2500 9.547 14.15 581.6656 0.980392590819693 0.06534890884703357 0.4510836105608866 2.8778507709503174 565.2251 0.9807579694031003 0.062416987108815276 0.5297508898456482 2.661970376968384 False 6 2600 9.805 13.69 515.3041 0.9728859223007918 0.07375218543177164 0.4641241521716024 2.843595504760742 527.727 0.9738830942296502 0.07040619413112094 0.5375732316278177 2.574441432952881 True 6 2700 9.804 17.37 520.4486 0.9672703282272878 0.07957546771178405 0.4875385918587488 2.686325788497925 518.1861 0.9686560319646014 0.07555402172690143 0.5501878837550708 2.443239688873291 True 6 2800 10.06 15.66 807.1505 0.988064165670854 0.020164592800602437 0.46641884517520116 4.040799140930176 960.9439 0.9899226844322657 0.01609213816707081 0.5363292454556619 3.9169106483459473 False 7 2900 9.783 14.0 488.2115 0.9714900833289452 0.07440036370946362 0.4434285583090484 3.039773464202881 550.5122 0.9724850111738347 0.07068561348819133 0.5283690040679339 2.8287227153778076 False 7 3000 9.451 13.37 449.42508 0.969477145296841 0.08496560063022095 0.45147783541250963 2.8053836822509766 509.38437 0.9711915849520852 0.07860795479195591 0.5295588618325942 2.5332915782928467 False 7 3100 9.702 13.83 460.42676 0.972164945129368 0.06673454272348694 0.4956860887540445 2.707937002182007 552.9391 0.9745979526189589 0.060416944078245216 0.5570663009478757 2.520411252975464 False 7 3200 9.772 14.5 414.36093 0.9627452018444599 0.08949806752557728 0.5076829820022031 2.6969382762908936 487.6507 0.9655332666082294 0.08170928540875924 0.562958341234623 2.475799560546875 True 8 3300 9.991 13.63 443.15338 0.9706299507925144 0.06760891440364117 0.5304783094237774 2.618152379989624 555.3616 0.9737176442403812 0.05968196338217095 0.5787858073342232 2.4178900718688965 False 8 3400 9.536 15.77 408.82266 0.9650147178110826 0.08058443876786522 0.5350353194640634 2.647003412246704 502.2067 0.968968757573895 0.07159524432425032 0.5815200232542418 2.4456613063812256 False 8 3500 9.582 13.79 422.1454 0.9694926412653082 0.08348909058198918 0.5024025596884044 2.902132749557495 530.1103 0.9712322348443948 0.07640562939917477 0.5604833825852616 2.7140047550201416 False 8 3600 9.515 13.82 414.28952 0.9644660437036492 0.09070980231237943 0.5515105888958453 2.6135997772216797 481.57092 0.9664005114383319 0.08217718130108079 0.5905109107370751 2.4786765575408936 True 9 3700 9.888 25.86 403.92728 0.9645420756727089 0.08405283061246688 0.5591066431091707 2.6199653148651123 502.59814 0.9677374111256017 0.07475993095598978 0.5987457342755372 2.441638708114624 False 9 3800 9.636 13.73 612.046 0.9637909071768845 0.07917676937491515 0.4830399926355335 2.8835270404815674 595.40576 0.963946029295496 0.07695674322056233 0.536664058252646 2.702514410018921 False 9 3900 9.485 13.63 499.56442 0.9599478548776782 0.09529320515872156 0.5236596656200356 2.582301139831543 481.2679 0.9633210588772493 0.08620134301173359 0.5794812218506851 2.386857271194458 True 9 4000 9.61 19.07 498.1357 0.9618722962937283 0.08765956055937707 0.5405627529507613 2.5013070106506348 497.5344 0.9661673436256424 0.07719576568815813 0.5899198395723585 2.3065390586853027 False 10 4100 10.3 13.87 461.4641 0.9634449941025695 0.09312870732038152 0.5274886569284147 2.5844459533691406 469.98584 0.9674333258206389 0.08152496783971196 0.580242879772515 2.4033913612365723 True 10 4200 9.966 13.46 432.6868 0.9599475210861478 0.0983648604371541 0.5282573124829053 2.5503087043762207 470.49152 0.9622104561596916 0.09108938030528725 0.5850643836046016 2.3212640285491943 True 10 4300 9.91 13.16 436.9499 0.962289129170512 0.09057959728661807 0.5558815504361883 2.4446990489959717 490.67288 0.9667563065949295 0.07941489777683887 0.5985289516340309 2.2701988220214844 False 10 4400 9.843 13.78 403.9369 0.9617638490111722 0.10309131476753348 0.5460103894891941 2.4699819087982178 461.20877 0.9659024312230682 0.0914898789885114 0.5927609780187475 2.2802343368530273 True 11 4500 9.965 13.57 392.96518 0.9552064721097681 0.10811601078180653 0.5704604937183946 2.379894733428955 451.86694 0.9611673275486118 0.09297199111774433 0.6083598668994504 2.2277135848999023 True 11 4600 9.936 13.2 390.08566 0.9506535793597312 0.11722029040642942 0.5765543397084623 2.369088649749756 438.04565 0.9568431197124001 0.10153199485715295 0.6115911536771879 2.227483034133911 True 11 4700 9.611 14.41 384.15942 0.9522608052635052 0.11768807255351402 0.5660497516973083 2.417238235473633 430.60883 0.9585285794033261 0.10191725621694209 0.6053712682197053 2.2481019496917725 True 11 4800 9.894 13.71 376.6696 0.9558356145193956 0.11126468847987751 0.5775252381893312 2.403942346572876 447.26627 0.9623709755391545 0.09372888632581258 0.6097714654453925 2.278923988342285 False 12 4900 9.677 13.44 478.1058 0.9588751209720205 0.10619441950472513 0.5689438362732848 2.3776965141296387 460.43893 0.9638054533957114 0.09048811548715412 0.6072176503785404 2.2097580432891846 False 12 5000 9.433 13.71 415.7827 0.9563792734162356 0.10105455006167567 0.5494662151477102 2.5037713050842285 472.9824 0.9617429917732379 0.08825672614894378 0.5955619996954536 2.340294122695923 False 12 5100 9.44 13.43 402.33823 0.9551176553476237 0.10407517380060839 0.5658371649414242 2.402613401412964 466.1013 0.961825196052202 0.08819087033793206 0.6079594964622177 2.238185405731201 False 12 5200 9.337 13.61 383.82928 0.9480658157101572 0.11622350285283728 0.5711241694733051 2.396890878677368 442.80664 0.9558357057445953 0.09857387702047163 0.605266849086802 2.2365005016326904 False 13 5300 9.422 15.6 369.57852 0.9458193952232382 0.12833892362281438 0.5911079199864135 2.3376312255859375 422.79688 0.9542118145640454 0.10740567394679008 0.623838442114741 2.1929547786712646 True 13 5400 10.86 13.62 456.8671 0.9483109555737967 0.11978422064586107 0.5737375779526908 2.465632438659668 441.49487 0.9551549706860497 0.09956402333423416 0.6149263830846289 2.3133273124694824 False 13 5500 9.521 13.53 442.19766 0.943541092748146 0.1260625431734115 0.5901425232174468 2.326378345489502 433.8226 0.9535044421038019 0.10085767321897214 0.6217319967622866 2.1854028701782227 False 13 5600 9.495 13.49 490.63538 0.9597834075372473 0.09080180626062463 0.5785303546825884 2.3962624073028564 533.7139 0.9686047126658135 0.06714369992414028 0.6133480244186235 2.2645015716552734 False 14 5700 9.502 13.76 455.2067 0.9511927228103767 0.12341040352691286 0.5731975205123038 2.6013386249542236 453.7871 0.9586897963666505 0.10190336515180795 0.6143077743637727 2.386065721511841 False 14 5800 9.751 13.85 438.67307 0.9436257086205284 0.1328849422937158 0.583513053335291 2.3971900939941406 421.2703 0.9536954166945054 0.10852146184291446 0.6195300630573944 2.2309772968292236 False 14 5900 9.683 14.21 435.3448 0.9424231930810176 0.13521400570738593 0.5898673294444116 2.321159601211548 412.43973 0.9536638470821409 0.10815926848080733 0.6199628339691443 2.203014612197876 True 14 6000 9.877 16.47 399.69516 0.9438082776989746 0.14083718079458374 0.5819726072634829 2.6337802410125732 423.71472 0.9538961409206885 0.11527613689823234 0.6147855077495971 2.5171360969543457 False 15 6100 10.54 13.52 459.17072 0.9600948401469632 0.08980187549098292 0.4963091808688711 2.6448943614959717 511.3925 0.9664077586305123 0.07223774467791144 0.5672275337053111 2.381240129470825 False 15 6200 9.822 13.4 386.6408 0.9450859755259958 0.1274814027127416 0.576753701345123 2.383561611175537 433.86728 0.955033679217299 0.10266687661236922 0.6148248314153079 2.2207882404327393 False 15 6300 9.887 14.92 401.35037 0.9448616991678283 0.1235375343382186 0.5835902426736955 2.326244831085205 441.09882 0.9563790119857782 0.0979264961053583 0.6185034613753085 2.185986280441284 False 15 6400 10.6 13.58 352.04437 0.9503046586565128 0.13085229047251368 0.5844279446754141 2.500030755996704 436.99927 0.9598348407342002 0.10335065096738562 0.6157945539996953 2.387218952178955 False 16 6500 9.706 13.42 346.32938 0.9394477222324559 0.14073452452281843 0.5938950429405144 2.2787270545959473 410.0763 0.9520026174031518 0.11034769394868744 0.6250844421845457 2.1411585807800293 True 16 6600 10.03 17.78 339.16946 0.9389961057103146 0.1451238594071862 0.5962930611517114 2.3355472087860107 399.47137 0.952430187496435 0.11162528018202772 0.6241662966352801 2.2319929599761963 True 16 6700 10.19 14.74 350.7497 0.9398582970907219 0.1404675244982358 0.5954902773674664 2.398634433746338 423.22726 0.9539725241586684 0.10799540639935357 0.6306644014351561 2.215284824371338 False 16 6800 9.754 14.72 295.12747 0.9455970023884019 0.13429954976438646 0.5788861638398289 2.559581756591797 412.54254 0.9561809311545263 0.10827568423467838 0.6223575767168488 2.419212579727173 False 17 6900 9.752 24.06 392.45917 0.9402002685469162 0.1454661700033898 0.5809028325897115 2.3692212104797363 395.6633 0.9526561666098301 0.1155837044057578 0.6210093702439312 2.219662666320801 True 17 7000 10.41 14.5 407.77542 0.9378221927264808 0.14624333442411583 0.5990082833256668 2.2858283519744873 407.22333 0.9518904010757254 0.1141960710635314 0.6291654025661345 2.1638379096984863 False 17 7100 9.653 18.46 447.26086 0.9477657431263035 0.13888218925685344 0.5956318671078512 2.319758415222168 433.40417 0.9580453586654907 0.11003087954869753 0.6261307758244449 2.2053420543670654 False 17 7200 9.697 23.81 420.86594 0.9564429797334025 0.11996324578721011 0.5842193532703689 2.3162639141082764 476.79993 0.9639609361308569 0.09602592014199104 0.6229592704625266 2.1601734161376953 False 18 7300 9.846 13.54 391.7873 0.9391581574092187 0.14645556222991674 0.5916640141982644 2.284900426864624 415.61667 0.9513956348045289 0.11588265415512168 0.6290259754509461 2.130601406097412 False 18 7400 8.539 13.57 376.41132 0.9397491071754128 0.14650255450528718 0.5935863212316616 2.3127129077911377 417.78168 0.9526212416783362 0.115697792205038 0.6276746423964971 2.1456198692321777 False 18 7500 9.66 13.69 447.09506 0.9387082466025479 0.1447171782114786 0.6004416667819622 2.4295291900634766 421.7298 0.9523851120261007 0.11288753223061844 0.6278682749604797 2.333991765975952 False 18 7600 9.978 13.88 437.38672 0.936926131195667 0.14890433058478966 0.5979594412614421 2.2852327823638916 419.1857 0.9519632629377157 0.11358411443440042 0.6240012493326892 2.160061836242676 False 19 7700 9.673 13.63 434.9294 0.9318331762425706 0.15343485503021417 0.6095410534103864 2.2987329959869385 404.88104 0.9486790669232742 0.11633402417961834 0.6343376476064372 2.2080910205841064 False 19 7800 9.485 13.19 380.09967 0.9591714416415733 0.12554049137176057 0.5544547697583421 2.669631242752075 457.21158 0.9647022993284623 0.10571705237783052 0.605334603278454 2.4865856170654297 False 19 7900 9.678 14.07 344.78082 0.951850423817865 0.12745833210770294 0.5771791539436847 2.355745315551758 443.2824 0.9598648776266606 0.1050135774421096 0.6174423043513831 2.198117971420288 False 19 8000 9.761 14.27 358.5772 0.9484568568363586 0.1299419937872124 0.5861334478691874 2.3501131534576416 457.48428 0.9600303740563634 0.09993898896742846 0.6194329454917388 2.220564365386963 False 20 8100 9.734 13.38 345.36774 0.9381125346514401 0.14710695892004697 0.6005445215494788 2.2953264713287354 421.7918 0.9527963610601193 0.11170931482888764 0.6225303910699276 2.208904981613159 False 20 8200 9.407 18.96 381.212 0.9462870648421773 0.14381012729678241 0.5972163551878062 2.2774524688720703 442.10168 0.9584913075369927 0.10973568090384707 0.6318734583283989 2.1176540851593018 False 20 8300 10.36 15.08 348.07712 0.9381856503780918 0.15448239972920827 0.5988186603063514 2.3643388748168945 414.94608 0.9522340290732325 0.11834810922964532 0.6282308723058057 2.2594404220581055 False 20 8400 9.73 13.55 328.2115 0.9342320095268322 0.1491521894029208 0.6074663489650112 2.261261224746704 416.75314 0.9500194517075987 0.11317461378140249 0.6341425269265162 2.125849962234497 False 21 8500 9.76 16.64 365.8523 0.9337948194818608 0.14682665981388485 0.6005764879508583 2.3312671184539795 408.41345 0.9485366917608462 0.1127066240965807 0.6293902819977804 2.1909704208374023 False 21 8600 9.607 13.63 354.0929 0.937149895443238 0.14748637571058135 0.6113360868815368 2.250154972076416 424.35004 0.9531088702946459 0.10916309032293364 0.630650858206702 2.177314281463623 False 21 8700 9.774 13.57 340.24942 0.9442487775222764 0.15103307928530751 0.6123411331646713 2.272697925567627 431.57526 0.9572738328859661 0.1145785308099144 0.6346427764737714 2.18818736076355 False 21 8800 9.827 13.52 327.54822 0.9303825937704233 0.1581367414733656 0.6051275770073952 2.2824416160583496 400.68497 0.9461384658456906 0.1221339358903361 0.6344201897221969 2.167074203491211 True 22 8900 10.29 14.18 375.204 0.9372391474459569 0.1520750400452731 0.6049399742797195 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