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 16.84 75.88 9581.879 0.9638963228310486 0.0012219550011357198 0.0020592943637748997 203.1294708251953 8711.891 0.9651967593266462 0.0013693479297625288 -0.009527629603382642 201.3972625732422 True 0 100 29.55 52.63 826.0207 0.9497994457674986 0.04975850734504616 -0.02462750523701081 6.256336212158203 820.6298 0.9522684526413475 0.04526240283520926 -0.04537810120031827 6.028353214263916 True 0 200 29.23 90.41 816.1212 0.947146551802701 0.06484135404071999 -0.024552006905314172 6.063635349273682 808.37775 0.9499379993766391 0.05799491548428143 -0.047578258817542914 5.780924320220947 True 0 300 29.58 61.59 861.99884 0.9477463290992403 0.04736509097184402 -0.0360286861739615 6.203005790710449 842.2831 0.9506354825560784 0.04157413370240029 -0.03797718188612703 5.953361988067627 False 0 400 28.96 55.36 1131.7938 0.9569223780902825 0.03076799959994112 -0.003188282775476046 6.0832672119140625 1086.2239 0.9592232009382066 0.026220943128309755 -0.020411814848796027 5.789091110229492 False 1 500 35.44 53.2 806.6668 0.9444783386678038 0.06344326248916629 -0.007918806758377134 6.049821376800537 809.47156 0.9478386993880146 0.056578781007177864 -0.03415620183696978 5.772341728210449 False 1 600 28.88 54.99 822.81464 0.9456310901999987 0.05749676317701212 -0.02717781915187282 6.113391876220703 836.7119 0.948978166746667 0.0506332552670379 -0.06052131915922397 5.872621059417725 False 1 700 29.07 51.86 748.77136 0.9419381651420589 0.07246274439334661 0.009973171496921117 6.1191864013671875 801.88806 0.9457781835876237 0.06333288666975143 -0.01981812099372782 5.876153945922852 False 1 800 29.04 143.9 756.0598 0.9415141254755187 0.07018570812134299 0.01685772802537105 6.1329522132873535 826.1274 0.9454534698041734 0.06111338864677032 0.0034096001105275286 5.878936767578125 False 2 900 29.43 62.8 1819.2085 0.9520126263849742 0.05264984912688425 0.0009404851478760803 7.304866313934326 1774.452 0.9549339459400417 0.04659140296827306 0.0036741647310538626 7.104344367980957 False 2 1000 28.97 84.3 712.34796 0.9377099748619439 0.0971052249456508 -0.07761558505615446 6.068727016448975 776.82306 0.9417055111235137 0.08634726737027906 -0.08762494059871047 5.795454978942871 True 2 1100 29.55 52.57 733.2308 0.9401035871182414 0.08560551434807334 0.01577747338418674 6.036592960357666 782.4662 0.9437721534314578 0.07663794059614333 -0.01316816474806888 5.767651557922363 False 2 1200 29.05 52.6 715.0026 0.9371117051023395 0.09491465399719141 -0.025151458602764753 6.069838047027588 772.838 0.9415523345216457 0.08261131113303233 -0.0415465825445886 5.78117036819458 True 3 1300 29.2 52.45 711.92773 0.937175126297458 0.09801366217377534 -0.01381412129143786 6.051119804382324 778.0101 0.9415882293931718 0.0849710498948302 -0.02193519479112762 5.778367042541504 False 3 1400 29.03 52.26 677.98535 0.9330847588997814 0.11244914529009356 0.09320533968140608 6.012936115264893 761.69476 0.9377224468016977 0.09893081336565705 0.09465281685177594 5.7309770584106445 True 3 1500 29.28 335.2 656.60693 0.9283322980452487 0.12309732894191924 0.10477520866738596 6.014641284942627 743.5575 0.9336157149533975 0.10854536768911582 0.07528671591014002 5.752823352813721 True 3 1600 29.58 142.4 666.4841 0.9326682935477022 0.11058783596882382 0.055694465244966705 6.128326416015625 755.50037 0.9376620221256329 0.09593877228413794 0.03284154216917999 5.826293468475342 False 3 1700 29.57 455.3 707.8862 0.9350862717687557 0.09576692532469666 0.09695975565550409 6.032112121582031 767.24994 0.9404366983990291 0.08022883897032833 0.09257978358306508 5.738924980163574 False 4 1800 29.86 57.36 679.4794 0.931713235880264 0.11057601891311127 0.13658984418029946 5.999090671539307 766.75653 0.9375489636058123 0.09187404627658859 0.13644821417851133 5.718238353729248 False 4 1900 29.11 62.14 668.1782 0.9324202055134974 0.11352971008270088 0.19696606467535532 5.9998650550842285 779.5958 0.9385254446404594 0.0936808319082311 0.1680282359677271 5.743778705596924 False 4 2000 28.93 52.45 647.00793 0.9322521387204871 0.1146620722807183 0.09550530985028985 6.009024143218994 759.2605 0.9385479987882916 0.09424250051316689 0.0627470093406913 5.759735584259033 False 4 2100 28.97 54.1 659.06134 0.9332879779102458 0.1037086361356836 0.06309298434292496 6.0173516273498535 762.04333 0.9391794391097041 0.08530335314710985 0.0340062149778874 5.7447428703308105 False 5 2200 28.96 53.01 675.9954 0.9355802634967567 0.10427983917297341 0.07342894626766439 6.01038932800293 782.45447 0.9405117047280296 0.08929258989533714 0.0491934023780672 5.750729560852051 False 5 2300 29.04 53.72 616.3134 0.9299027313417779 0.11909833286552254 0.19306822192488785 5.955898284912109 761.19196 0.9369649466818447 0.09649328001819127 0.17035664638016484 5.680680274963379 False 5 2400 29.01 52.36 608.56885 0.9266442542243031 0.1249173659451821 0.18270470877457506 5.95780611038208 746.6142 0.9344670406126587 0.10137020519989982 0.17669583427140648 5.674426555633545 True 5 2500 29.42 424.4 582.1447 0.9222788756114587 0.13967460278388816 0.18292441035276064 5.988114833831787 733.23334 0.931960631529622 0.10949474373390736 0.16897008674609995 5.699664115905762 True 6 2600 29.14 209.8 660.8447 0.928058684653762 0.11643264561810221 0.19301251820159288 6.08461856842041 778.53973 0.936276070223235 0.0919868219223354 0.15746042487301856 5.795260429382324 False 6 2700 29.14 51.83 634.71106 0.9238551509592449 0.13446720650451593 0.18743503584208496 6.078856468200684 751.5855 0.9341777066771859 0.1010726391412746 0.17294355752117233 5.812551498413086 False 6 2800 28.63 128.6 620.2839 0.9264658781875453 0.1223066404193004 0.12275953228758112 5.994165420532227 776.5974 0.9359731136007144 0.09297763037760133 0.11094668062222524 5.716691017150879 False 6 2900 28.84 52.29 591.3628 0.9229017913136189 0.13928176079317245 0.13031697491894448 6.448269367218018 757.3969 0.9339819891202762 0.10330633311912747 0.11795132490924545 6.207056999206543 False 6 3000 29.07 127.0 737.8032 0.9348351182326821 0.09241971437328261 0.08555300610080817 6.019325256347656 895.02167 0.9443546950293145 0.06694166722416181 0.08111780850724058 5.7419867515563965 False 7 3100 29.44 505.7 581.6189 0.9188486042651874 0.154602244445505 0.08903260512805451 6.005762100219727 744.0892 0.9313388396965013 0.11501182589751685 0.08737053221705465 5.718921661376953 False 7 3200 28.86 59.79 552.03253 0.9175078131082639 0.1711695115444486 0.11012487898028807 5.996530055999756 732.3092 0.9296839159929675 0.12954945645416438 0.07921795452386593 5.730684757232666 False 7 3300 29.05 61.9 536.88007 0.9102428875511943 0.17447636992831417 0.08754419304831228 6.0024285316467285 743.38666 0.9265352762263319 0.1261839221317318 0.05855833455731217 5.732511520385742 False 7 3400 28.87 113.8 574.02203 0.9191249241091027 0.1552091801956325 0.159373133058978 5.972715377807617 744.29803 0.930453690539856 0.11704091190591899 0.12356685347318372 5.70222282409668 False 8 3500 29.74 63.4 613.4194 0.9189660214635421 0.14510309437693342 0.03873804189274271 6.0545334815979 762.41656 0.9323469230160097 0.1045492554773833 0.03441125199737287 5.768847465515137 False 8 3600 28.99 60.56 641.94867 0.9207471071860458 0.1377022623413776 0.11126866770417279 5.990270614624023 793.9562 0.9339953026244318 0.09895473172807681 0.08923834705158398 5.716501712799072 False 8 3700 28.93 61.28 651.5687 0.927566546265197 0.12161110492513054 0.07588122148869096 6.014793872833252 826.37054 0.9380569536408845 0.08835196264208897 0.04764465002843525 5.739628791809082 False 8 3800 28.97 53.27 612.0255 0.9257789829256717 0.14012006481016467 0.0467999521259966 6.154687404632568 774.9176 0.9356055860779044 0.10360510808350668 0.010603953794872235 5.919595241546631 False 9 3900 28.56 53.84 573.824 0.9147543567041367 0.16866669521253905 0.142206597796881 5.982494831085205 774.3603 0.9282486305073173 0.12425789797420653 0.11929482549745903 5.713326930999756 False 9 4000 28.88 51.84 569.7939 0.916056173290665 0.1546799174187745 0.11557441389403854 6.015662670135498 796.3751 0.9320851538094759 0.10473809552527505 0.08346793793086624 5.757507801055908 False 9 4100 29.04 55.36 544.986 0.9081822420820587 0.17512354337590932 0.1416440749195911 5.972112655639648 772.6583 0.9265023455013255 0.12088469023492396 0.10304949129753019 5.70628023147583 False 9 4200 29.14 498.6 540.50604 0.9133772211611502 0.1786668031165619 0.14996730329580385 6.009435176849365 764.59625 0.928967082896741 0.126182787487103 0.11751924967003492 5.7685041427612305 False 10 4300 29.08 294.3 529.1418 0.9060764578902959 0.18228350627017015 0.1542023298424861 5.95712423324585 771.94116 0.9271277997033905 0.11898940362087296 0.12766564848140677 5.687107563018799 False 10 4400 30.01 116.7 555.5812 0.9147918585262091 0.15433281020954182 0.12777556315782335 6.046268939971924 822.8695 0.9341372389633755 0.09556967934747623 0.10184026639256899 5.766635894775391 False 10 4500 29.06 55.8 547.14166 0.9128466219549161 0.16548942807489456 0.0751501246529248 6.011375904083252 770.42255 0.931525270794893 0.10571494103289225 0.04344285959865094 5.746654987335205 False 10 4600 29.0 58.74 513.43085 0.9013764012174957 0.19899464003932887 0.11561370009442822 5.989080429077148 755.9541 0.9249343640456446 0.12919287355842415 0.0689658516036517 5.7267537117004395 False 10 4700 29.17 53.91 511.7378 0.9022215914433238 0.19333292942991784 0.1533219204534467 5.978993892669678 766.613 0.9268601779304197 0.11987004144287511 0.1168386341777124 5.7118377685546875 False 11 4800 28.46 52.03 504.2436 0.9042013554506805 0.19453305318330852 0.1771690609374572 6.027192115783691 790.2828 0.9282781872535845 0.11955457363745692 0.12935588046404775 5.784097671508789 False 11 4900 29.2 51.52 546.44446 0.9132684186893798 0.17183604357616572 0.1182623097679227 6.022385120391846 773.9508 0.9311632380033813 0.11249087572371047 0.06976533646832477 5.756890773773193 False 11 5000 28.95 51.26 500.51068 0.9083544917254245 0.18642313341015676 0.04360416163313655 6.036942481994629 756.09796 0.9302838756337832 0.11700143706512824 -0.0010269680416637472 5.7877278327941895 False 11 5100 28.93 51.59 485.03177 0.8987427638484223 0.20584415776197765 0.09029334427044848 6.06095027923584 781.17377 0.9242532288299882 0.12909354156542147 0.05187446017836209 5.788569450378418 False 12 5200 28.71 52.29 473.45847 0.9019680765469114 0.20178728527607356 0.08270316892488236 6.012997627258301 753.3825 0.9268892946898422 0.1234085834277331 0.06474014071135108 5.7428507804870605 False 12 5300 28.89 58.7 477.25745 0.901525830335717 0.20080755752743135 0.10871890394267522 6.00724458694458 778.2984 0.9277874416837905 0.11958843710530706 0.06227150416772349 5.744877815246582 False 12 5400 28.92 55.71 471.00677 0.8961849577948242 0.21268813804651593 0.11395396665442532 5.983352184295654 779.491 0.9244022518322085 0.12840129676512604 0.07120731729291142 5.723739147186279 False 12 5500 28.97 54.87 465.424 0.8896185778333033 0.23066586851366486 0.10913729639377423 5.983312606811523 773.0714 0.9230988113116262 0.1313861321837039 0.04692424996103421 5.737800598144531 False 13 5600 28.83 73.0 482.8016 0.8961630777245708 0.20932606751899538 0.07975103420965231 5.999004364013672 797.93976 0.9276562402485153 0.11698804360945253 0.04298252629357162 5.74237060546875 False 13 5700 28.95 54.82 457.99216 0.8900017591911544 0.22826940606643198 0.06799320618800662 6.007721900939941 775.44385 0.9240563587667368 0.12796373951312423 0.021758715686673234 5.7569260597229 False 13 5800 28.92 56.39 542.2897 0.9112149940891826 0.18586311967711092 0.06588318210502994 6.009972095489502 749.63696 0.9303893256564365 0.11872059349436305 0.011685256323310363 5.763141632080078 False 13 5900 28.94 56.04 488.76016 0.8909141848920871 0.23440342175516474 0.12749945754004344 6.0319366455078125 731.05695 0.9217388742804434 0.14027646536281588 0.07918644713992679 5.785882472991943 False 13 6000 28.78 58.87 482.54846 0.8914042098774878 0.2255102464770419 0.10460929024916678 5.98956298828125 766.45874 0.9249863604121824 0.12398597649113395 0.04415699425577682 5.745154857635498 False 14 6100 28.64 54.96 482.816 0.9033602559765296 0.20573213928979056 0.11350724351624594 6.150552749633789 753.1902 0.9293553407579198 0.1182130678427602 0.06437220747321978 5.912737846374512 False 14 6200 28.82 80.71 448.06042 0.8868498749305019 0.24428734980311181 0.1066890354793199 6.000063896179199 767.58057 0.9219085019147052 0.1379351587258893 0.07959236667516605 5.739095687866211 False 14 6300 28.95 54.48 445.4581 0.8902195940578157 0.23825694446635487 0.12423315010325592 5.966963291168213 764.6139 0.9259241259067987 0.12648532824177905 0.07646436618658564 5.719483852386475 False 14 6400 28.88 56.21 435.96542 0.8874380210051115 0.24211008383971114 0.13023114130890123 5.967472553253174 759.6325 0.9255871328851331 0.12352735043801126 0.07880636990755895 5.7268781661987305 False 15 6500 28.92 53.01 487.55472 0.8941888638756639 0.22936254255172336 0.14867103090168257 5.957641124725342 728.3357 0.9234262023169425 0.13196585193071564 0.10630059510534781 5.708637237548828 True 15 6600 29.36 54.23 462.16815 0.8910651807904045 0.22939649349641825 0.16176829940178433 5.945958614349365 763.9965 0.9249288806376975 0.12415995246525763 0.10574250157183605 5.708240985870361 False 15 6700 29.08 53.56 430.73138 0.8812999051130463 0.2621812047750917 0.2324414230624835 5.872656345367432 745.91925 0.9203253389552845 0.14201894530165146 0.17159131491550553 5.639139175415039 False 15 6800 28.85 356.2 432.13205 0.8835785941019546 0.2535312487620465 0.22111821357716413 5.9610419273376465 772.98975 0.9224709378069602 0.13305418304233813 0.1637209697103165 5.726024627685547 False 16 6900 28.87 62.05 419.26486 0.8751635407888443 0.269037619285327 0.2174523364350338 5.920774936676025 776.3036 0.9187257390790556 0.1432482301915692 0.1395189303435846 5.696311950683594 False 16 7000 29.32 54.52 414.47946 0.8759250765123299 0.2721106877869401 0.21170915288649533 5.8928070068359375 772.6335 0.9218136189944004 0.13464659996444084 0.13935028303372993 5.666895389556885 False 16 7100 28.97 68.07 401.28302 0.874810729035211 0.2785412783991953 0.1850950386579072 5.90825080871582 746.0416 0.9221537236436461 0.1352219904957344 0.10546793898005821 5.692906856536865 False 16 7200 29.13 52.22 427.542 0.8743891965650262 0.26561228039991386 0.1897869956444597 6.137408256530762 790.68414 0.9215197485047648 0.1300686273383017 0.11178323349027149 5.920416831970215 False 17 7300 29.07 55.33 425.15802 0.875770506453525 0.26726494929020506 0.20483148747961347 5.908842086791992 778.2043 0.9238832716884106 0.12625853490558459 0.14178388890837798 5.706010818481445 False 17 7400 28.81 446.0 417.65207 0.8731387890475054 0.2811616847196086 0.23987634567932636 5.83991813659668 751.9543 0.9215950250792742 0.13615690070524533 0.16016298489339936 5.63540506362915 False 17 7500 29.0 53.94 421.23407 0.8791500238489414 0.2726469102105948 0.1965277096703175 6.085509777069092 728.8997 0.9230575316599124 0.13418531367442751 0.11455781332773679 5.876094818115234 False 17 7600 28.94 53.65 431.2303 0.8821303988357224 0.255330594712047 0.14030040751820644 5.941427707672119 758.77423 0.924400107025842 0.12580229483934927 0.052647068963043074 5.740152359008789 False 17 7700 28.98 52.3 427.29678 0.8710832439886766 0.27510729325115213 0.16751990057557878 5.967518329620361 765.7314 0.923539961441709 0.12260751450155107 0.07147502323951445 5.785376071929932 False 18 7800 28.68 51.78 420.05084 0.8749132756330518 0.273026730807689 0.19378503890993368 5.964687824249268 788.51196 0.9223686950709357 0.13153902802467507 0.10432246830509323 5.770404815673828 False 18 7900 28.91 51.78 404.134 0.8694273636302601 0.28616985094750014 0.19976940071955215 5.913416385650635 755.91205 0.9204945351344443 0.13668642824748098 0.11256809870720275 5.712491512298584 False 18 8000 29.26 51.21 384.6477 0.865488271693723 0.30669280920639114 0.24404856806122616 5.832568645477295 723.9125 0.9161414406400953 0.1573557272923062 0.17134220126692976 5.624285697937012 True 18 8100 29.37 53.31 389.6933 0.8617538096261367 0.30951260600590663 0.20386698462441974 5.886071681976318 732.2147 0.9167990002950648 0.15021914800445427 0.11662217190557822 5.696937084197998 False 19 8200 29.03 50.9 390.7137 0.8723743863820508 0.29159968283537274 0.17374566571413158 5.929129123687744 736.77783 0.921882159586178 0.13706988638793696 0.06329353027046962 5.76141881942749 False 19 8300 28.93 51.46 384.26706 0.8639172999738041 0.30464722753327395 0.20998276066088736 5.872437477111816 735.2433 0.9195333119048286 0.14013324129841692 0.12378629933809529 5.6896538734436035 False 19 8400 28.79 53.74 384.65765 0.8688112983995159 0.2961714394370318 0.18205382071088555 5.874056339263916 725.3766 0.9220035776583497 0.1340993541634121 0.08679345277001661 5.713864803314209 False 19 8500 28.91 52.07 393.68497 0.8579450093927592 0.31806044893471835 0.20477512709402818 5.8555216789245605 744.33813 0.9157229958867624 0.15325340354703942 0.11376217035413307 5.689162254333496 False 20 8600 28.7 57.26 414.71707 0.8639007192294655 0.3055757891442752 0.22446504174512083 5.9377007484436035 760.75183 0.9208562218440687 0.13815799219283947 0.11981524027154342 5.766785144805908 False 20 8700 28.98 52.88 406.0518 0.86480676567979 0.2986034584097421 0.2262543094129495 5.842895030975342 762.5978 0.9213029706206897 0.13306377786558748 0.09834236364859658 5.7058844566345215 False 20 8800 28.92 53.14 409.92517 0.8687940851598024 0.2983365607134918 0.19294276049566572 5.840017318725586 741.9225 0.9221424297371201 0.13456875689009096 0.10115090917288823 5.69962739944458 False 20 8900 28.58 52.16 400.80038 0.8649526167787687 0.3081733755369275 0.1842068383470932 5.961265563964844 762.4657 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0.9179399382103974 0.13990712891126983 0.12679604024320773 5.685976028442383 False 25 11000 29.36 173.4 368.39673 0.8531948335676829 0.33673075969063965 0.2884183925703283 5.907286167144775 796.4112 0.9239318519932597 0.12609857158777954 0.10276566944751361 5.891987323760986 False 25 11100 29.54 56.1 354.85217 0.8456791594720684 0.3544444214139786 0.24255859781756814 5.738161087036133 745.98486 0.9177220133203919 0.14496676086744364 0.03857589756762852 5.833761692047119 False 26 11200 29.29 73.16 341.72845 0.8347770911103833 0.3715131632904215 0.34857247992733814 5.7835493087768555 758.1282 0.9172302962108959 0.14195504251186608 0.15301377404985886 5.918149471282959 False 26 11300 29.03 76.58 343.54742 0.8300220983547476 0.37705000363172764 0.3524740920043374 5.572321891784668 764.8197 0.9154977458697255 0.14648778428739742 0.14900057168884484 5.67153263092041 False 26 11400 29.6 106.1 360.98853 0.8466124956390001 0.35109830025904454 0.31972291734454844 5.559947490692139 770.14545 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0.13038349755855552 6.560786724090576 False 32 14000 28.75 50.82 309.86896 0.8080756873621767 0.41936052861461554 0.766793118698083 2.8008246421813965 779.08453 0.913942927964214 0.14888362209151318 0.1452441761084061 6.1848273277282715 False 32 14100 28.86 55.99 308.06332 0.8169180896577997 0.4133287197586811 0.7980949125298484 2.9315242767333984 771.1479 0.9175650366533533 0.14251970719290483 0.0952142295065987 6.394783973693848 False 33 14200 28.63 56.33 314.0152 0.8109163748316955 0.41265794305755116 0.8027994936195452 2.394310474395752 795.26245 0.9176934360857482 0.13779860114611278 0.1482096552287861 5.809234619140625 False