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 2.255 19.05 404307.38 0.9821636888460337 -0.007898513164680704 -0.3016778859274366 211.5983123779297 92553.65 0.9834653895643761 -0.00916713528722002 -0.39475119144531445 213.7190399169922 True 0 100 12.74 15.41 45176.65 0.9759654980866594 0.016942104611947843 -0.43496809502205347 32.920101165771484 12675.308 0.9778490514623925 0.013906028531481639 -0.5225974993762359 31.68044090270996 True 0 200 9.719 15.04 20678.473 0.9612025627611909 0.04679994255235637 -0.48801848834326417 22.652822494506836 9192.863 0.9627503517580894 0.04452495852562846 -0.5752075580361697 21.622600555419922 True 0 300 10.14 14.98 33320.92 0.9747689689053146 0.021140041914450503 -0.4681794465469761 19.611202239990234 13525.164 0.9774363562473335 0.01772856453632199 -0.5649110577587381 18.645048141479492 False 0 400 9.505 14.82 20553.326 0.9599074904764717 0.052128825933923456 -0.49252195473323673 19.673908233642578 10127.506 0.960556569964574 0.05014692689911912 -0.5792444591751701 18.79100227355957 False 1 500 10.18 15.06 31326.6 0.9610009230241313 0.04586938856383154 -0.46529570973754725 7.284265995025635 15606.676 0.9611268825760293 0.0443711266342772 -0.5535426420629854 7.011147975921631 False 1 600 9.516 16.04 17597.482 0.9589107880149494 0.04984330439183545 -0.49613779015045056 7.679933071136475 8755.705 0.9616595457137891 0.046827573483447814 -0.5833578542979128 7.321875095367432 True 1 700 10.33 15.15 22326.84 0.9702568766787439 0.028903359882824407 -0.42962923354696725 13.311075210571289 10359.273 0.9729482720304498 0.02555537217028241 -0.5395605053979613 12.58658504486084 False 1 800 9.526 15.06 16663.049 0.9490543930398581 0.07491795482567998 -0.44912677190772965 7.3740057945251465 8900.636 0.9501682253609063 0.07146295374141316 -0.5444844455948814 7.172008514404297 False 1 900 9.764 15.36 16383.025 0.952278570347545 0.07219011100734966 -0.4931480361287177 8.776315689086914 8986.7295 0.9534403617225764 0.0694202467607923 -0.5803093635880235 8.512544631958008 False 2 1000 9.443 15.13 16597.807 0.9574518741274994 0.058992211627587186 -0.3236062431694344 6.577566146850586 9963.999 0.9589297155141262 0.0567416787055254 -0.4518004356247773 6.21304988861084 False 2 1100 9.669 15.3 14683.821 0.9508644761608578 0.07822284264107023 -0.32752591961174576 6.406123638153076 8398.541 0.9535580677469591 0.07411046010138506 -0.48029635397579157 6.04887056350708 True 2 1200 9.889 15.07 17981.766 0.9629476477579219 0.04274214032250668 -0.5009492053261102 7.142950534820557 9193.735 0.966415723162246 0.03731038061357791 -0.5917763194929614 6.880260467529297 False 2 1300 9.48 14.93 13883.307 0.9468265809602591 0.08055907262821099 -0.4288739304470869 7.090905666351318 7882.2173 0.950229495902472 0.07557061458023323 -0.5327260990055326 6.883624076843262 True 3 1400 9.854 16.62 14816.118 0.9527116135664184 0.07290273206342847 -0.2962850378403622 7.270089149475098 8054.3745 0.9559566061242853 0.06950462256495353 -0.44048093120856935 6.857486248016357 False 3 1500 9.958 15.01 14117.109 0.9507296028594503 0.0826091333200633 -0.02457379881838297 7.119101524353027 7882.736 0.9542171734100294 0.07837490964982749 -0.06180075924469335 6.6069254875183105 True 3 1600 9.917 15.22 13256.419 0.938383990793346 0.10753864590234184 -0.26139868129252714 6.440460681915283 7677.099 0.9416161460882144 0.10153943042546704 -0.42359442083479015 6.01967191696167 True 3 1700 10.17 14.85 15568.529 0.949771519279368 0.07366819678684788 -0.17639233211978236 7.23161506652832 8852.315 0.9517544323509692 0.06934100168396609 -0.316315439256525 6.740934371948242 False 3 1800 9.538 15.36 13477.001 0.9448266142144275 0.08887635648625211 0.06662738714377793 5.880982398986816 8196.443 0.9468755125555509 0.08576828662653797 0.07670787244869218 5.439202308654785 False 4 1900 10.12 15.23 13614.207 0.9441124424452902 0.09497146965648817 -0.3247828519475832 6.613332271575928 7943.8643 0.9472377118017363 0.08942797224818555 -0.4839450568592992 6.240569591522217 False 4 2000 9.721 15.03 14403.939 0.9428790248519836 0.08707722318939509 -0.48287070221902945 8.06363296508789 7810.433 0.94733363727988 0.08144331415005898 -0.5763758079475881 7.9716997146606445 False 4 2100 10.13 15.22 13804.398 0.944618538388919 0.08799199823434169 -0.04954629412860358 9.314605712890625 8589.564 0.9480726848383538 0.08111180794678227 -0.10312076600226362 8.723758697509766 False 4 2200 8.932 14.88 12849.952 0.9441701071092179 0.0985382906979268 -0.26917210529052693 6.337579727172852 7616.04 0.9484673165112706 0.09185382305722485 -0.4078392833221762 5.914003372192383 True 5 2300 10.44 15.22 14672.477 0.9500456775017814 0.07413268080637708 -0.3458625690592864 6.381358623504639 8001.144 0.9545252004986383 0.06820261117873903 -0.4700539814797341 5.993113040924072 False 5 2400 9.581 14.91 12776.39 0.9364124949568637 0.11069802668838655 0.0863531042199119 6.302162170410156 7608.5435 0.9407936635370181 0.10189274095945608 0.13295814418426613 5.791536808013916 True 5 2500 11.0 15.06 12311.044 0.9342171424547212 0.12325604305663652 0.044321578431615126 5.817534923553467 7446.0566 0.9388634145301055 0.11358718959928076 0.10172751584363132 5.34037971496582 True 5 2600 10.01 14.91 12577.286 0.9342647459481478 0.11648512628806013 0.06061115706242319 6.028811931610107 7099.1636 0.9392282038210032 0.1080565007162098 0.1355400482459655 5.5433220863342285 True 5 2700 10.97 15.17 19412.76 0.9632741872523402 0.04705470415061197 0.22724694481359642 6.815195560455322 9556.6455 0.9673826364361331 0.04083647609088439 0.30843750343654636 6.2176432609558105 False 6 2800 9.942 15.01 11756.687 0.9287064198895347 0.12937144615657376 0.16224519961741243 6.0125908851623535 7065.427 0.933827189809947 0.12087551193348986 0.24960032916367839 5.496598243713379 True 6 2900 10.72 15.23 13054.822 0.9503581847411005 0.08407969308893153 0.41781427605535276 5.042152404785156 7762.3315 0.9548161408150037 0.07727705774728572 0.5108782284587082 4.472826957702637 False 6 3000 9.675 15.55 11404.474 0.9318353234742377 0.11909666034971378 0.20251468459156846 5.618104934692383 7022.029 0.9375122002913251 0.11020318021540129 0.3146372072627398 5.118873119354248 True 6 3100 10.84 15.14 11100.285 0.9273866239113734 0.13833500331581539 0.3781769089480973 5.0911054611206055 7023.4624 0.9330078198413853 0.12715726850699038 0.4793224037699866 4.494646072387695 True 7 3200 9.819 16.42 11116.301 0.9277444314254086 0.13258805688607003 0.3641059614093804 5.2054033279418945 6889.301 0.9340399705542501 0.1202365835235294 0.4643681966428218 4.588801860809326 True 7 3300 10.2 15.22 12120.593 0.9391678176358141 0.12318648926920457 0.3725294259219326 5.339419364929199 7135.4424 0.9432331425226103 0.11627832738806315 0.47645075453903135 4.809667110443115 False 7 3400 9.552 19.9 12879.913 0.9331632946317119 0.12166871630575078 0.3779991895887892 5.092564582824707 6912.844 0.9387492557703322 0.11259609649311716 0.48029876353929785 4.459191799163818 False 7 3500 9.604 17.39 11741.211 0.9246306750752964 0.1361833564008439 0.38982361572827473 5.028252601623535 6720.436 0.9309957636118487 0.1259853276409901 0.48874743678129484 4.37120246887207 True 7 3600 9.854 15.6 11411.656 0.9139816491310683 0.14806965600806807 0.42833704464633404 4.909602642059326 6385.1533 0.9215141450219947 0.13489510272099087 0.5118852505184979 4.24941349029541 True 8 3700 9.852 15.67 13440.408 0.9396205673463965 0.09844045306546566 0.4506416570830218 4.9921674728393555 7281.4277 0.946151880934427 0.087836349676705 0.5270103818789781 4.229008674621582 False 8 3800 9.365 15.3 11441.797 0.9346948938902189 0.11531909629382016 0.4089010125343823 5.850460529327393 7518.965 0.940360226356347 0.10154775942248227 0.49451249453905033 5.2283782958984375 False 8 3900 9.594 14.68 12927.385 0.9271624004173499 0.125653113180911 0.43260109086723214 5.019554615020752 6975.428 0.9328453870855996 0.11527266923925251 0.5118146613742799 4.384429454803467 False 8 4000 9.587 14.93 11240.939 0.9257674735406213 0.14044261824632787 0.4488791997513434 5.5639190673828125 6670.512 0.9326843452598307 0.12863227739527236 0.5170277147249824 4.8804545402526855 False 8 4100 9.583 15.29 10740.349 0.9231902365648741 0.14595633801852642 0.4181623542317572 4.9274582862854 6832.854 0.9300927726081505 0.1317336579248389 0.5195258649634442 4.323399543762207 False 9 4200 9.471 15.23 16078.074 0.9265280456925659 0.13702628715355572 0.4374007007846058 5.408498764038086 6651.6855 0.9338195748345971 0.12295627579317106 0.5174032830884147 4.746665954589844 False 9 4300 9.598 15.2 14612.395 0.9341340639846518 0.09277475819750702 0.46232982928714056 5.167716979980469 7856.293 0.940481161105293 0.08108763171714044 0.5087205621464825 4.572564125061035 False 9 4400 9.58 15.5 14834.122 0.9255314071283349 0.12428626543101597 0.45740088699567677 4.733863353729248 6893.388 0.9320958498183671 0.10852760395873634 0.5273804435283203 4.143054962158203 False 9 4500 9.565 15.43 12524.35 0.9320872193481147 0.12199202068807262 0.46577847728276156 5.509110450744629 6960.4473 0.938223941916137 0.10821686022662663 0.5274590887150673 4.84758996963501 False 10 4600 9.527 15.19 11645.138 0.9273722837067586 0.12820896247913305 0.45034281219485056 5.064713478088379 6807.178 0.9336191564659098 0.1156651685527161 0.5167546213168295 4.414100646972656 False 10 4700 9.582 15.64 10041.924 0.9188463805423044 0.14903352974445994 0.44932547136507084 4.7262282371521 6604.03 0.9247955639506783 0.13545690990796716 0.5191645294608832 4.139209270477295 False 10 4800 10.03 15.21 10577.085 0.9214724728774896 0.13774018079377415 0.4493891721002379 4.686981678009033 6523.842 0.9288020538148779 0.12433294132617448 0.5169914644992588 4.0680036544799805 False 10 4900 9.602 14.71 12007.693 0.9234060586337871 0.1160772721773338 0.46953330656449904 4.57217264175415 6895.256 0.9311847357694407 0.1021592054254542 0.5175707722648654 3.981489896774292 False 10 5000 9.56 14.55 11726.47 0.9316261323805965 0.10609913442849057 0.48006368151938633 4.527184009552002 6880.842 0.9394420839492904 0.0916809105661541 0.5375138390467132 3.8769257068634033 False 11 5100 9.484 15.71 17305.797 0.9192251588421317 0.14541474427115478 0.4764861906432368 4.479005813598633 6466.542 0.9269245861408595 0.12980159038439146 0.535794744115155 3.8430898189544678 False 11 5200 10.23 15.31 14183.611 0.9215715796190184 0.14121595772968712 0.47897792927717475 4.486435413360596 6774.0 0.9291068093955538 0.12638654870500357 0.5352713837418628 3.893066644668579 False 11 5300 9.617 14.89 11845.321 0.9267800285416347 0.1452054525689782 0.49576428577410936 5.9011549949646 7030.16 0.9342131936248662 0.1264967735453933 0.5506835513335561 5.185406684875488 False 11 5400 10.21 14.96 10746.733 0.9122306709586367 0.15337574754208733 0.47048915205976277 4.541387557983398 6388.387 0.922182747920263 0.1341511683431176 0.532107699217326 3.924018383026123 True 12 5500 9.94 14.96 9676.121 0.9108892363800913 0.16058169445509393 0.4785726390078575 4.464066028594971 6309.757 0.921389571274134 0.13970661052680552 0.5384714242556449 3.831740379333496 True 12 5600 10.34 15.25 10901.861 0.9133764246368352 0.16468215234717112 0.4827588289463537 5.566263198852539 6354.31 0.9224997176382653 0.14619603000088569 0.5391836975232246 4.86834192276001 False 12 5700 9.586 15.52 10682.698 0.9073337235391405 0.16515969339922754 0.4805210155690151 4.46771764755249 6278.577 0.9179986936909548 0.14439195336359792 0.5403196746438433 3.8556466102600098 True 12 5800 10.49 15.09 10079.235 0.9059989659039376 0.1710351871726523 0.49024019759635745 4.429631233215332 6138.4463 0.916513699270756 0.1507094740084038 0.5543154694509471 3.807993173599243 True 12 5900 9.93 15.44 9462.771 0.918357034196252 0.14963620524078688 0.47929439186735584 4.810933589935303 6460.738 0.9280399825189738 0.13070250462092908 0.541524278376545 4.139545917510986 False 13 6000 10.22 15.14 9823.711 0.918760147316879 0.1484439419035393 0.47554799395477454 4.5239739418029785 6430.4023 0.9293767717026158 0.12737429392555352 0.5375026711814553 3.891914129257202 False 13 6100 9.57 15.21 9673.188 0.9128659960303616 0.1645669872397119 0.4888534561758367 4.462796211242676 6278.9985 0.9236675572088097 0.1436176132404056 0.5477147546424501 3.8263721466064453 False 13 6200 10.0 15.21 11180.185 0.9192605710032729 0.14928018167852053 0.48800182340491954 4.420339107513428 6635.1895 0.9283641570027853 0.13121346788907698 0.5488783757980045 3.7667598724365234 False 13 6300 9.662 15.26 10117.124 0.9238034019768213 0.16408035400029025 0.49197263302340527 6.2032856941223145 6604.5146 0.9319153918646567 0.14449831742095995 0.5488382426781974 5.435385227203369 False 14 6400 9.879 15.08 9373.996 0.9156221545159953 0.17313759612727148 0.4842661176807203 5.078469753265381 6469.2627 0.9255887777882595 0.15043407809441994 0.5428055089088125 4.424498081207275 False 14 6500 9.45 15.03 9321.172 0.9016364993213478 0.17896719911022374 0.46868844414017446 4.5343403816223145 6051.9683 0.9136305263190697 0.15545704096908472 0.5284373918772378 3.9135072231292725 True 14 6600 10.29 15.04 9023.533 0.9109068401081657 0.18190501616990745 0.49044220719974957 4.432464122772217 6200.5664 0.9220789103171263 0.15828715627637988 0.5487001608794062 3.8097903728485107 False 14 6700 9.57 15.03 8260.103 0.9098029455673076 0.18121039484609758 0.4985538674907623 4.372198581695557 6354.9907 0.9215331141113541 0.15600638236620543 0.5595975969684607 3.757573127746582 False 14 6800 9.609 14.89 11414.656 0.8982872812702822 0.1850289174231695 0.48645267851561275 4.451566219329834 5909.7188 0.9114836244818354 0.1606749392468639 0.543612271733649 3.8545339107513428 True 15 6900 10.03 14.94 10957.1 0.8888596823935538 0.19949328054840934 0.4975393369027313 4.375463008880615 5847.333 0.9037946636673316 0.17158843786211891 0.5468195858185687 3.7891697883605957 True 15 7000 10.04 15.06 10262.189 0.9128064733065213 0.1632614963775767 0.49980007714633173 4.651547908782959 6232.7876 0.9225627998345013 0.14545004490999822 0.5525857637580383 4.144834995269775 False 15 7100 9.623 15.08 10719.302 0.9278586055083653 0.15376333688738067 0.5036959864084956 4.7179059982299805 6589.8447 0.9362870239600568 0.1346436459889056 0.5591024660153704 4.090406894683838 False 15 7200 10.22 15.31 9816.6 0.8972553636846243 0.18216933268430935 0.4879815242785715 4.452906608581543 5921.897 0.9103728288919488 0.1576832748865839 0.5422316256139583 3.8832333087921143 False 16 7300 9.415 15.07 9025.47 0.8956381483633739 0.1899590688216416 0.5016441779738541 4.346970558166504 5829.6763 0.9097023289790899 0.16277236013829488 0.5522957083296446 3.7536351680755615 True 16 7400 9.752 14.94 11919.599 0.9090547385834583 0.15346588665806227 0.46668152075052916 4.566089153289795 6633.1562 0.9199745144127195 0.12903738882758742 0.5369543877225171 3.929431676864624 False 16 7500 9.489 15.25 10827.154 0.8975237284084104 0.17528048438118077 0.4799534546299042 4.475341796875 5938.393 0.9108303318568102 0.1513799455168043 0.5427646880790561 3.854710578918457 False 16 7600 9.966 15.17 10250.396 0.9088185262101336 0.17713709012698786 0.48739741537691844 4.450582981109619 6166.1616 0.9208084086575385 0.15125863850526824 0.5462171754951342 3.828814744949341 False 16 7700 9.511 15.14 9735.563 0.9160063738723778 0.16997494334479193 0.48241115543663754 4.46389627456665 6365.3306 0.9273072362773334 0.14312790982554074 0.5396135509611255 3.8574259281158447 False 17 7800 9.824 15.21 8860.833 0.9013035524342388 0.17729000067297854 0.490846018781666 4.45268440246582 5888.161 0.9162053740395292 0.148508576333361 0.5461874189690816 3.8870372772216797 False 17 7900 9.496 14.92 8552.156 0.8921691527152673 0.19501586482675942 0.49747916427381156 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4.3944244384765625 5982.5737 0.9157702506205874 0.1582931442958112 0.549063294126497 3.77109956741333 False 18 8500 8.93 15.31 8047.621 0.8906156187019831 0.1966065995282606 0.4850435705433238 4.466742992401123 5782.154 0.9072213022662531 0.16436738053725453 0.5437769905976347 3.8624684810638428 True 18 8600 10.23 15.21 8149.8022 0.890002225349483 0.2056379982538372 0.4990615997875761 4.502764701843262 5811.297 0.9060788379049745 0.17438853350032127 0.5540520396279823 3.8501203060150146 False 19 8700 9.44 15.1 7816.202 0.8997077932285956 0.19785700583864332 0.5016925202420026 4.402105331420898 5990.2437 0.9138160479210907 0.16839219557283644 0.5538564652135163 3.7886548042297363 False 19 8800 9.435 14.88 7959.852 0.8817807581727586 0.20915394218046698 0.4992350831515627 4.348058700561523 5734.7197 0.8993095464926186 0.1763759208400684 0.5496470846979866 3.773181438446045 True 19 8900 9.951 14.98 7941.0845 0.8955985266199256 0.20576056322139102 0.5046952010324686 4.6761980056762695 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False 26 12000 9.759 15.21 7599.1895 0.8853079075566926 0.225604626871047 0.526643222810319 4.2184247970581055 5583.5503 0.9061492642509358 0.18045263128585637 0.5816189394479208 3.601558208465576 False 26 12100 9.52 15.01 7668.621 0.8749685504716678 0.22684830474374543 0.5240333094026196 4.228323459625244 5422.038 0.9001722199044104 0.17611248055933565 0.5765841492671329 3.6065704822540283 True 26 12200 10.14 14.91 7794.6426 0.8750788312342476 0.22717599982135697 0.5167413860607117 4.264403343200684 5698.3696 0.8983351047690075 0.17839538871739363 0.5748966179707231 3.6451356410980225 False 26 12300 9.513 14.99 8056.267 0.8931250755958795 0.2089783914772844 0.5179263570795586 4.25429630279541 5901.9097 0.9119105246415891 0.16493624375738614 0.5786858736851355 3.6260554790496826 False 27 12400 10.26 14.91 7332.0654 0.8662676783225833 0.2334559527685382 0.5255227620899549 4.202341079711914 5486.786 0.8913945674520878 0.18426727947329985 0.5805674335004036 3.5836758613586426 False 27 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