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 18.31 75.29 18187.67 inf 0.005218028534427962 0.04753505929273568 504.4017028808594 22492.018 inf 0.004675409747545841 0.032009191466539515 499.2789001464844 True 0 100 29.42 51.12 1554.6195 0.9609542184771432 0.013981790914564618 0.03642877834562774 6.095363140106201 2005.0065 0.9615011848306618 0.012713056185845057 0.00490260653525166 6.283356666564941 True 0 200 29.41 46.25 3096.3125 0.9628147086391499 0.0222549838204121 0.017617056974919953 8.931295394897461 4083.268 0.9639449371333906 0.019679144879325046 -0.031475093873670826 9.595169067382812 False 0 300 28.36 45.97 1144.3666 0.9529617460541969 0.03629078385230762 0.0009389397957227118 6.071730136871338 1764.3528 0.9543918505080955 0.03192329570503117 -0.05199147058069692 6.265224456787109 True 1 400 33.91 46.72 1070.3676 0.9498808142349113 0.05045155618191627 0.01632271413062473 6.0212836265563965 1654.0406 0.9511907475762837 0.04726628210088626 -0.036669537598561085 6.11552095413208 True 1 500 29.37 45.18 1055.8586 0.9489325153695043 0.05166999412771186 0.03871628167552728 6.013732433319092 1645.566 0.9500307251229804 0.049603553014089266 -0.002885273508007441 6.131248474121094 True 1 600 29.14 45.1 1979.5156 0.9599498868973301 0.03256107452560865 0.004678876235943214 11.108805656433105 2750.7383 0.9609235212184434 0.03004997608481416 -0.05147773880654368 12.003582000732422 False 1 700 28.75 45.55 1104.5087 0.951449595267087 0.04322105401830895 0.000986267259997753 6.048350811004639 1711.7882 0.9523807014061422 0.04146216416986195 -0.05064396090622048 6.153987884521484 False 2 800 28.9 44.98 1096.5059 0.9502579816702021 0.057719925755974795 -0.021406131186440417 6.203289985656738 1630.4142 0.9513050072100674 0.0550885616936853 -0.07526905463795604 6.485239028930664 False 2 900 28.6 45.93 1060.2181 0.9477738850097452 0.06083993971747411 -0.0010603632871040174 6.092287063598633 1594.6715 0.9487202067045749 0.058852337302703825 -0.04364498375914411 6.292354106903076 True 2 1000 29.41 45.05 1022.79706 0.9462185564517247 0.06497754991216467 0.025812371971121822 6.025023460388184 1627.4589 0.9468814244716218 0.06370646353874626 -0.019536893958962742 6.169800758361816 False 2 1100 29.29 46.14 1003.62366 0.9450573518059431 0.06925279074956725 0.07282191328248876 6.01126766204834 1616.3662 0.9459682756031109 0.06616065437683748 0.054778231876183726 6.134372711181641 False 3 1200 28.72 45.09 974.243 0.9440137886664731 0.07059598162530685 0.08612421203588574 6.016904830932617 1589.2378 0.9454700100181292 0.06618723270843196 0.058493180141987865 6.163506507873535 True 3 1300 31.69 45.66 1438.6855 0.9553377031021528 0.04560883453992583 0.04067124103638982 6.624795436859131 2173.641 0.9564493392730281 0.042400646158714875 0.012965931959553879 6.98649787902832 False 3 1400 28.96 45.58 967.1389 0.9446759205306181 0.07555049513532293 -0.022194595955516955 6.064507484436035 1612.0059 0.9458202454061887 0.07115878883579672 -0.06003031452263077 6.2179179191589355 False 3 1500 29.17 46.33 969.40674 0.9425547350442172 0.07049759290914549 0.05304219441985784 6.114694595336914 1625.336 0.9437177916463374 0.06747612117539015 0.03240459758719595 6.3227620124816895 False 4 1600 28.41 46.36 920.6324 0.9417883893167028 0.07644126262479996 -0.019010674599501835 6.11830472946167 1605.6382 0.9442760449952292 0.06858790340874565 -0.010845822696992516 6.292356967926025 False 4 1700 29.78 46.5 920.85724 0.944931182026753 0.07238266787687751 0.07183483377922228 6.062892436981201 1561.1556 0.9458666909774008 0.0694288395062144 0.05028973953166443 6.254629611968994 True 4 1800 29.81 46.25 886.16565 0.9411997862273549 0.08226521949529264 0.08501751060333503 5.989300727844238 1551.4731 0.9428671637258654 0.07730192359782402 0.06661782024671713 6.103328227996826 True 4 1900 29.9 46.23 868.3002 0.9410718795165443 0.0853251588853861 0.10554203353090193 6.054430961608887 1548.1566 0.9429936387270296 0.07914173449208281 0.09712499519437821 6.226112365722656 False 5 2000 28.7 45.95 830.51 0.9377083726462859 0.0914767525218004 0.1565930453429439 5.970397472381592 1551.5 0.9407007518166458 0.08196387158838443 0.1659993229038095 6.015276908874512 True 5 2100 29.82 46.4 875.9081 0.9373456332038241 0.09506175062898745 0.14234397486770825 5.968343257904053 1592.219 0.9407546380453342 0.08323260000992994 0.15278232329586708 6.044900417327881 False 5 2200 29.37 46.26 903.69684 0.9435242471758304 0.07347191403400159 0.0786604296740027 5.998683452606201 1569.7499 0.9458156266374084 0.06475680763601872 0.06792684644343694 6.124711990356445 False 5 2300 29.38 46.51 832.9746 0.9377645022974449 0.09049627693611116 0.0450596627728773 6.081992149353027 1524.8762 0.9409263756855412 0.07937031090551534 0.0479908745762182 6.252782344818115 True 6 2400 29.52 46.44 974.5321 0.9451271922919561 0.06761384570460054 0.09179091989269851 5.993181228637695 1785.4258 0.9478576002753035 0.05896506334121289 0.08467747215519951 6.047557353973389 False 6 2500 29.21 46.15 864.63916 0.9382280212210757 0.08929121701060821 0.11275656313682637 5.989774703979492 1639.0315 0.9425373105915212 0.07432865641998486 0.13661130545025843 6.014948844909668 False 6 2600 29.44 46.37 809.1161 0.933906875606195 0.09970059639773557 0.07139843627538207 6.030508041381836 1590.4874 0.9392975664611131 0.08320742046869696 0.062271390283839274 6.054113864898682 False 6 2700 28.68 45.99 816.46814 0.932647175619678 0.10172733973417387 0.08020732148173891 6.003198623657227 1647.5354 0.9395361099666579 0.08042894602765845 0.11245055792291914 6.094639301300049 False 7 2800 28.98 46.44 824.9342 0.932204599687021 0.10699458839322452 0.12448017570965841 5.993534088134766 1562.5618 0.9388257237001562 0.08653576859784053 0.15550765565852592 6.092343807220459 False 7 2900 28.91 46.01 805.47815 0.9311382999605101 0.11157766205542646 0.13691046133505047 5.968287467956543 1699.223 0.9390769158007711 0.08629112255948498 0.1499831223350705 6.0518622398376465 False 7 3000 28.92 46.23 795.608 0.9328558163694811 0.10144913615232283 0.09946713990785572 6.1546783447265625 1619.1558 0.9383147253894724 0.08423268960492486 0.08931129750546853 6.380414009094238 False 8 3100 29.07 45.74 777.96124 0.9318251884513693 0.10377670733491143 0.14465769743648907 5.97225284576416 1815.8483 0.9394588412833252 0.08062457054882287 0.16510678366721612 6.0020880699157715 False 8 3200 28.96 45.49 756.85974 0.932476530627464 0.10419579828786042 0.08152247261286244 6.013814449310303 1768.2352 0.9401409117051898 0.08144871098654444 0.06370756607367307 6.04964017868042 False 8 3300 29.24 46.12 740.2582 0.930372585955798 0.10909506551576834 0.13811211286051595 5.964330673217773 1774.342 0.9394056407756958 0.08230788392388401 0.14710862312507414 6.035332679748535 False 8 3400 29.09 47.72 701.9998 0.9248238616379427 0.12848821028816634 0.09205150472980021 5.995625019073486 1720.8302 0.9357730827935163 0.0941238304387351 0.11928492610966589 6.02009391784668 False 9 3500 29.47 46.39 669.15906 0.9227862036327069 0.13384068867838222 0.11107760923590995 6.028918266296387 1684.4454 0.935768681236456 0.09522106405492724 0.12483152857081649 6.162314414978027 False 9 3600 28.85 46.26 712.50464 0.9291459796866699 0.12313234007598105 0.09129558948401659 5.9928131103515625 1803.6433 0.9399972612779628 0.08689576461844585 0.09895806863365739 6.092663764953613 False 9 3700 29.19 48.92 696.17834 0.9224576697062742 0.12923508858948388 0.1224693264250748 5.983363628387451 1806.8843 0.9362851426496216 0.08959706792480589 0.14742360222483314 6.077593803405762 False 9 3800 29.05 45.18 694.03455 0.9212875915504882 0.138166076927234 0.09497960975215733 5.97803258895874 1833.7875 0.9352630401095939 0.09355052761875157 0.12587699477402137 6.027149677276611 False 10 3900 28.5 45.39 734.4388 0.9227877182459682 0.1492460244433234 0.14832962494408522 5.96091890335083 1818.1338 0.9365255182766729 0.10261765661005796 0.13686278536355947 6.030003070831299 False 10 4000 29.01 48.5 737.15826 0.9277119580629675 0.12126409346276436 0.15192279984030047 5.98869514465332 1804.4717 0.9381680472468701 0.08766039165239913 0.14063851628354115 6.118753910064697 False 10 4100 28.74 51.14 692.7662 0.9225326443058812 0.14270082464866293 0.12258190265629576 6.060121059417725 1785.996 0.9360339539777451 0.09902466914475765 0.12811487532420893 6.219515800476074 False 10 4200 29.08 49.55 676.54205 0.9160111542954072 0.15819185554042642 0.13612879394758298 5.953741073608398 1840.1985 0.9330125906930111 0.10563971157707051 0.15779817024781675 6.028830051422119 False 11 4300 28.85 49.67 730.98175 0.9207321535442663 0.1590696964094045 0.12255140835152055 5.965609073638916 1754.995 0.935512574699124 0.10665009193433263 0.14956902247365564 6.038239002227783 False 11 4400 28.97 46.88 677.6737 0.9207406427734074 0.15215806604196136 0.0356888496350145 6.163883209228516 1660.2941 0.9345873375872522 0.10408214037626574 0.04066080944268609 6.356310844421387 False 11 4500 28.66 49.37 715.4277 0.926298705019367 0.1349017619960046 0.04977883236145893 6.095844268798828 1839.9277 0.9397982371719023 0.08766355329711352 0.07314242274764023 6.241820812225342 False 11 4600 28.74 48.91 668.0907 0.9140845673528107 0.16369354940754413 0.07519142704836823 5.995239734649658 1865.1918 0.9335826898288425 0.10136909783076528 0.09858636144387628 6.027909278869629 False 12 4700 28.64 49.42 702.2941 0.9227271424315715 0.17138847139733215 0.14500769294927193 5.978813171386719 1745.3846 0.9363390725347139 0.11554854475478502 0.12190658736667112 6.00731086730957 False 12 4800 28.89 49.42 680.23804 0.9191703173103571 0.1585187895309062 0.21138025117895112 5.923313617706299 1792.4087 0.9351025940017806 0.10358560303135927 0.18975635701236554 5.972590446472168 False 12 4900 28.71 45.6 636.8865 0.9140750345713944 0.16307596669888838 0.12156095766618953 6.003278732299805 1783.9846 0.9336807598765771 0.10287322904947005 0.12936078643659452 6.009819984436035 False 12 5000 28.86 45.06 621.58954 0.9157050660090011 0.17107045783512817 0.13770164162917672 5.982975959777832 1716.1521 0.9329615831900118 0.1111116796630326 0.13309852528871133 6.102227687835693 False 13 5100 28.83 47.77 618.44855 0.9131439913727599 0.16833006860276717 0.12556979564602636 5.99800443649292 1870.1666 0.9352508899933268 0.10104395971024456 0.13788830570709848 6.1149139404296875 False 13 5200 28.88 65.24 605.8201 0.9103897950363544 0.17347911490618975 0.0810677723034987 5.9898810386657715 1838.2166 0.9340337091515116 0.10079771397372059 0.09452732219884896 6.073510646820068 False 13 5300 29.04 45.51 631.4689 0.9146814024933325 0.17799897866854603 0.14804695343880972 6.070528030395508 1658.954 0.9336631873878046 0.1121407545693115 0.13140677871686282 6.25135612487793 False 13 5400 28.85 46.11 686.9065 0.9176070409322464 0.14546033959173393 0.16064828365800285 5.938649654388428 1914.8324 0.9392011769804833 0.08282037911121269 0.1626978908948932 5.997049331665039 False 14 5500 28.84 46.21 646.7939 0.906939260065266 0.18197904553251343 0.0787219858199648 5.992031097412109 1834.9178 0.9317394222249782 0.1066715798110086 0.08499520336510405 6.041456699371338 False 14 5600 28.85 46.14 587.7771 0.9007642644267478 0.2022709493383073 0.11311479556138099 5.9892473220825195 1720.6288 0.9287624479236537 0.12097422726020275 0.10563795829171996 6.1073689460754395 False 14 5700 29.02 45.04 649.7541 0.9161556849643654 0.15554074154626424 0.14120428281979958 5.9597930908203125 1832.6702 0.9339279560422751 0.09957038427117312 0.11007089058369383 6.057168960571289 False 15 5800 28.48 45.4 582.1743 0.9013175428618588 0.20160193131446985 0.12322517070162296 5.9582438468933105 1758.1218 0.9290253317391838 0.11756379023829257 0.11719702389967432 6.03841495513916 False