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 17.56 58.96 7695.2363 0.9560314853312594 0.004314674991922774 0.02512602749040115 18.669525146484375 7522.791 0.9577030810082855 0.004220517761829656 0.026525402216987924 17.86944580078125 True 0 100 29.59 44.2 3940.4124 0.9549337111145458 0.012980105422460045 0.002725950337130034 9.041449546813965 3950.8318 0.9566928232092591 0.011378305841510061 -0.01927489853260031 8.988001823425293 True 0 200 29.27 44.29 2182.4333 0.9385781741215611 0.043382298410811364 0.039664733354817676 7.081142425537109 2318.9148 0.9412809411856179 0.039340013272868284 0.04426437523236243 6.786706447601318 True 0 300 29.79 44.46 2177.8328 0.936301117616013 0.050670890130183485 -0.05235293815292018 7.874633312225342 2260.7158 0.9389848382723148 0.046312313461710206 -0.04773457398408695 7.720959186553955 False 1 400 39.36 44.28 2065.077 0.9354787305618248 0.0551174793007987 0.013054615344279442 7.098893642425537 2226.2903 0.9383759721122373 0.049625748918055206 -0.011125703636789639 6.821883201599121 True 1 500 29.47 44.21 3408.1348 0.9518026130113222 0.025935769340992062 0.03642681364239639 8.663450241088867 3497.1387 0.9539442769331966 0.02301766563034386 0.06396021959887727 8.530062675476074 False 1 600 29.13 44.17 2055.9824 0.9339200664541328 0.058828706859657194 0.12572539617875633 7.148135185241699 2222.2708 0.9361212088654755 0.0565766113561643 0.16128972045848605 6.887064456939697 False 1 700 29.14 45.2 2068.641 0.9310403544759821 0.06846191894031406 0.01818012317401258 7.209670066833496 2161.124 0.9336138317972947 0.06550758649373019 -0.001102603537974121 6.997422218322754 True 2 800 29.12 44.37 1933.5107 0.9330175944404601 0.06606894458471374 -0.003642424636548353 7.153100490570068 2207.9575 0.935528726596837 0.06302681334338779 -0.029622013377913453 6.879569053649902 False 2 900 29.08 44.57 2205.0571 0.9415886473488507 0.03353270610433735 0.10743331064407036 7.256017208099365 2598.8774 0.9439501256119059 0.03162264275344442 0.11302488769682151 6.9065399169921875 False 2 1000 29.08 44.26 1905.9501 0.9303926669649409 0.06539702416916869 0.11432333271636541 7.041656970977783 2186.2273 0.9328595345851819 0.060833975987911286 0.12522292537345567 6.750593185424805 False 2 1100 29.11 44.11 1677.1089 0.9273057201654236 0.07962802395870658 0.1527353307309616 7.0153608322143555 2063.9084 0.9317931318974338 0.06932943245735419 0.16699953022345068 6.708341121673584 True 3 1200 29.43 44.21 1733.019 0.9246236590111478 0.08518694053518704 0.11760501717444383 7.032336711883545 2055.7188 0.9293310710414893 0.07530421006227837 0.13219263562487013 6.7176594734191895 True 3 1300 29.54 44.29 1698.7997 0.9276323249383092 0.08202801561301384 0.03951256605776118 7.164944648742676 2097.2092 0.9323537358861268 0.07157024746325566 0.0201903752747513 6.936450004577637 False 3 1400 29.35 44.51 1707.9661 0.927530614490859 0.08476276228604514 -0.11503399820767443 7.229977130889893 2142.3672 0.9327176190792933 0.07303423567287354 -0.13216113114629616 6.975856781005859 False 4 1500 29.03 44.45 1763.0067 0.9314298681947976 0.07140721963632626 -0.012128560484742066 7.605422019958496 2182.6226 0.9353439407288208 0.0627645940039765 -0.04290077879286151 7.4464874267578125 False 4 1600 29.07 44.6 1595.77 0.9281621001773318 0.07773655291861518 0.07356735651215314 7.0896430015563965 2215.4277 0.9338153539324647 0.06489629111045657 0.08090709872250627 6.8089165687561035 False 4 1700 29.13 44.19 1495.245 0.9241916065838074 0.09298441825625177 0.10484387051853769 7.029410362243652 2182.5327 0.9314847050339586 0.07530878160077457 0.12562672954005522 6.712159156799316 False 4 1800 29.1 44.15 1864.7317 0.926648156563805 0.07972395123111316 -0.0005518487078179956 7.167471885681152 2246.6287 0.9325395791764919 0.06763739739051355 -0.03860252306584476 6.953328609466553 False 5 1900 29.14 44.14 1587.694 0.9224432046150384 0.09452733977534904 0.09453479933891216 7.047487735748291 2138.6353 0.9299260662836272 0.07791406797963636 0.10863951016099277 6.732976913452148 False 5 2000 29.28 44.19 1716.6293 0.9292804763401833 0.08225861247136312 0.0207269677773993 7.417099952697754 2274.3777 0.9362867535514555 0.06691811960759184 0.028547588206514506 7.184412479400635 False 5 2100 29.1 44.05 1427.6956 0.92003518108818 0.10820776207041063 0.04428776644503576 7.188272476196289 2059.965 0.9279113497041785 0.08934921069470705 0.03356117524442281 6.95070743560791 False 5 2200 29.07 44.04 1436.7423 0.9203769998498859 0.1013172325951268 0.14122616678085514 6.990508079528809 2234.1482 0.9314805355246177 0.07306839739960053 0.16709030398373625 6.66793966293335 False 6 2300 28.82 44.03 1422.1857 0.9193586765116348 0.10124575500597421 0.1341083627998412 7.001531600952148 2181.6963 0.9302304262311218 0.07562134489253519 0.14712870246700346 6.695798873901367 False 6 2400 28.91 44.07 1348.0363 0.9110476205525005 0.12369396673884091 0.101068780361448 7.060542106628418 2049.5452 0.924741034800953 0.09263744980007209 0.11142914557953339 6.773749828338623 True 6 2500 29.29 44.05 1319.897 0.9117274991402399 0.12972590201536563 0.11880593991336331 7.050836086273193 2108.5742 0.9261545847879755 0.09195867056720548 0.14090500797290406 6.75166130065918 False 7 2600 28.75 44.08 1338.6375 0.9123941102780375 0.11841028524929122 0.08475917106131135 7.113815784454346 2055.3687 0.9250035905044816 0.09024046403740392 0.08126800809818319 6.852959156036377 False 7 2700 28.78 44.08 1296.7544 0.9097730107644949 0.12720325306275096 0.10389946062320579 7.031052589416504 2129.9656 0.9260694480762663 0.08826069639445584 0.13130891833119152 6.7055487632751465 False 7 2800 28.66 44.08 1428.5034 0.9211676855113674 0.09447090585920442 0.04377434866013014 7.130691051483154 2250.83 0.9307674413971648 0.07107786128756557 0.025004914264818223 6.887140274047852 False 7 2900 28.78 44.09 1203.0461 0.9077516411783042 0.13329605640695624 0.09655093882888721 7.033947467803955 2079.2568 0.9255143932003288 0.09131191772734576 0.11275775766081685 6.7228240966796875 False 8 3000 28.81 44.19 1184.6494 0.9087430158309258 0.14085729987116483 0.14632644722524865 7.267841815948486 2095.5344 0.9237056919220474 0.10099512003013432 0.14318796260823488 7.029964447021484 False 8 3100 29.04 44.04 1149.383 0.9025247108445137 0.15141906488542176 0.1342259150836272 7.0233893394470215 2111.2354 0.9220752877703662 0.1005523639932085 0.1423851624476826 6.7098708152771 False 8 3200 28.88 44.08 1111.3141 0.9014046876236381 0.15315583869232233 0.12212637762499616 7.0596842765808105 2142.1467 0.9216162024709038 0.10176779322133028 0.11522519385531232 6.753174304962158 False 8 3300 28.92 44.04 1114.9858 0.8989451882218269 0.16160463563814156 0.12827322964691223 7.104576110839844 2058.9092 0.9193696122337969 0.11107832528834292 0.12754712909876 6.786220073699951 False 9 3400 28.87 44.06 1073.8678 0.8998625162465574 0.16452578462666054 0.12907027312902486 7.032960414886475 2085.5012 0.9208445337841277 0.1090273632246806 0.14558654446296385 6.733699321746826 False 9 3500 29.0 44.1 1114.1322 0.8978526015937313 0.15640153207637084 0.13503804372910352 7.075709819793701 2237.8188 0.923061018001039 0.09424318165067255 0.14946026040471874 6.748775005340576 False 9 3600 29.03 44.09 1117.9375 0.9046730342743793 0.15128600441628218 0.13426407805663287 7.005195140838623 2273.5476 0.9252858556176666 0.09494838901045767 0.12311994374989879 6.722647666931152 False 10 3700 28.98 44.28 1032.6849 0.8901374809379565 0.17945390471508638 0.1404685654891055 6.987090110778809 2099.2542 0.9179721063248089 0.1122197288594438 0.15100672379436894 6.6784443855285645 False 10 3800 29.05 44.26 1021.1143 0.889613937527025 0.1869478221468295 0.1336664838368545 6.996118545532227 2160.1458 0.9183189381719884 0.11400511518016851 0.13972417191885222 6.696291923522949 False 10 3900 29.08 44.06 1089.677 0.8969418161699437 0.16221650215256778 0.13451230310470164 7.128948211669922 2218.6309 0.9246051773999959 0.08989028721873257 0.14819757472521292 6.802179336547852 False 10 4000 29.04 44.09 1091.909 0.8960068609065601 0.1710890515975449 0.12600402039716155 7.142106533050537 2030.1233 0.9219618369511103 0.10264366590443268 0.12858877297661572 6.871742248535156 True 11 4100 29.37 44.16 1008.14453 0.8918603405397001 0.18054804038095162 0.11791356821013813 7.015754222869873 2041.44 0.920401464422631 0.1051653993915981 0.11942656882863793 6.719272136688232 True 11 4200 29.04 44.31 920.3908 0.8852933891579359 0.1993790644966359 0.12640666969080558 7.054498195648193 2025.1669 0.9176492301090694 0.11698142363088762 0.12487117689332793 6.777721405029297 True 11 4300 29.06 44.12 951.20886 0.8831774452174248 0.2029053448292195 0.1363310303969516 7.16439962387085 2142.5674 0.9193577391369662 0.11259874212888799 0.12920916150775755 6.849417209625244 False 11 4400 28.57 44.11 934.05023 0.8831696800729472 0.21058741620460808 0.1455471360323072 7.0686492919921875 2155.922 0.9182939526136477 0.11865871631805364 0.15790586960133957 6.779219150543213 False 12 4500 28.83 44.08 889.4816 0.8832841670360854 0.20161430404759373 0.15417118765599808 6.9785685539245605 2011.4298 0.9208030860560007 0.10467517952966293 0.15376731895034212 6.690082550048828 True 12 4600 29.05 44.28 918.00714 0.8810838167547516 0.20400156292855523 0.14913588796294777 6.994080543518066 2048.1091 0.9183793946075046 0.10974533894466632 0.1572641541549365 6.683850288391113 False 12 4700 29.09 46.69 904.53674 0.8768325023518607 0.21229845060835056 0.1680042736189825 7.001100063323975 2239.0994 0.9192593476535499 0.11084125694451663 0.151107553265731 6.70940637588501 False 13 4800 28.97 45.45 992.7503 0.8867700428287604 0.19047067937232998 0.13263469048987514 7.095684051513672 2158.8262 0.924642161693075 0.09271909069607158 0.15196948549431058 6.7721266746521 False 13 4900 28.83 45.46 909.01636 0.8736204329412601 0.22269710895565037 0.17797324339593357 6.954900741577148 2192.555 0.9178409308926336 0.1137040417792019 0.16837796714244765 6.673182010650635 False 13 5000 28.83 47.61 930.49677 0.8782717920989371 0.21898454990244612 0.180807396608438 7.043387413024902 1979.6019 0.9153573436712984 0.12170289997731151 0.17509963464197328 6.775241374969482 True 13 5100 29.17 44.56 1043.4354 0.8805296335441725 0.1945530418138355 0.177247358250391 7.097559928894043 2181.5913 0.919071652734711 0.10043808988844234 0.1453278011470678 6.860026836395264 False 14 5200 28.92 45.8 1016.6123 0.8896902898160718 0.19212744345105973 0.1899400994677366 7.089034557342529 2119.4358 0.9219254650253833 0.10563663050692634 0.15465787899527503 6.794896602630615 False 14 5300 29.06 44.49 935.4754 0.884210282303948 0.2197836633850473 0.20688894735490654 6.981276035308838 2031.3726 0.9198393111299812 0.11725741626008442 0.2077742646646968 6.698866367340088 False 14 5400 28.98 44.4 879.9328 0.8680398486058976 0.23081813230117887 0.21183031610072084 6.892470836639404 2184.276 0.9172771816953817 0.11034546239379552 0.20155177898596502 6.605618476867676 False 14 5500 28.96 46.67 877.36163 0.8648422994025732 0.24858097993880257 0.21927196015187697 7.099700450897217 2127.2732 0.9142334596313662 0.1257866029976244 0.19719930854576845 6.799269199371338 False 15 5600 28.78 44.4 872.2508 0.8738815182701244 0.23852579655692277 0.18338379936956592 7.00136137008667 2095.024 0.917799743586449 0.11830833279827306 0.18703699493751885 6.716091156005859 False 15 5700 29.02 48.0 871.8396 0.870563557941572 0.23230310337278462 0.20160007566057608 6.965784072875977 2163.7012 0.917436232327237 0.11363775534010996 0.19123143697041917 6.671767711639404 False 15 5800 29.29 45.24 845.44574 0.864942127072221 0.2372532839620786 0.21832879770171287 6.913438320159912 2251.668 0.9165079833314782 0.11330173517645915 0.20334906020393037 6.6264824867248535 False 15 5900 29.16 44.8 804.2072 0.8566406606876663 0.25767016605492654 0.24294329851152346 6.857853889465332 2136.4778 0.9128544325500529 0.12248012344908085 0.21296232939927412 6.59629487991333 False 16 6000 29.02 46.29 813.7247 0.8628425054672526 0.2591968422112346 0.2483100197562737 6.846159934997559 2115.2905 0.9165421450330583 0.11983560531539798 0.21741440618474972 6.582674503326416 False 16 6100 29.13 45.37 827.5986 0.85816853762157 0.257984550332924 0.2320246999332515 6.825811862945557 2181.2488 0.9145412355105403 0.11931100521413378 0.22117214921188094 6.54656457901001 False 16 6200 29.01 50.99 814.2351 0.8561821285656878 0.2573104639375261 0.24661508292532033 6.8494954109191895 2241.585 0.9157505384728367 0.11405002283432528 0.20226258043401224 6.604285717010498 False 17 6300 28.93 45.28 804.76276 0.8709401487192743 0.25434716570871874 0.22466321719146565 7.226774215698242 2035.7261 0.9185034791304059 0.11873576630881674 0.19865450176865734 7.014459609985352 False 17 6400 29.01 44.93 856.61755 0.870500581363131 0.24503044665142928 0.26417887528479683 6.921118259429932 2171.6794 0.9198658592483053 0.10910017760615073 0.2322690453950821 6.694129467010498 False 17 6500 29.02 45.51 798.86554 0.865421957821492 0.267595040877001 0.2697850289731307 7.023601531982422 1944.3866 0.91697080126639 0.12471838054221537 0.24335673945283073 6.7334980964660645 True 17 6600 29.57 44.87 784.4041 0.8507312918636645 0.27890939693505823 0.2635455748265198 6.762143135070801 2023.8173 0.9132933276086711 0.12644689404538423 0.24569230749631016 6.495935916900635 False 18 6700 29.05 45.79 789.4761 0.8570924359018889 0.27077498523968807 0.2581458796200248 6.772940635681152 1920.1959 0.913319727256891 0.12389837604232817 0.24214399463053543 6.522884368896484 True 18 6800 29.38 44.54 835.253 0.8553068800424664 0.27227094354769354 0.26631229328688655 6.767204761505127 2070.1177 0.9151036685749091 0.12089822573879735 0.23924516118291705 6.520985126495361 False 18 6900 29.05 51.8 875.3166 0.8764457205261527 0.2507110708835263 0.26202711445879107 6.877598762512207 2051.987 0.9212036039322488 0.11318410603755023 0.22926553212424144 6.683436393737793 False 18 7000 28.98 45.31 773.6078 0.8531149194477815 0.27931492399017166 0.25600622329137873 6.688872814178467 1960.4341 0.9141510146293288 0.12232508536191908 0.23474749041701998 6.463040351867676 False 19 7100 28.99 45.37 857.57086 0.8644740797713232 0.257295844620784 0.2177187790669186 6.809527397155762 2167.9731 0.9204103784386454 0.10792833165656873 0.16776780030115684 6.612742900848389 False 19 7200 29.05 44.65 777.58496 0.8503952357381743 0.276844804939357 0.2604545439655832 6.748677730560303 2030.5488 0.915936397309451 0.11292169511822255 0.23600967769531928 6.495446681976318 False 19 7300 29.08 46.32 780.8266 0.8426134404412207 0.28316928945294256 0.26181376973422593 6.811000823974609 2045.2172 0.914067724045854 0.11518785964639493 0.23794951067562947 6.553656578063965 False 20 7400 28.99 45.78 781.21045 0.8500354423425015 0.28319491204121366 0.27868665133244874 6.81961727142334 1991.3527 0.9168188897003037 0.11538153106361955 0.2614682248274949 6.554966926574707 False 20 7500 29.13 45.72 774.92615 0.8388176785908968 0.3004981950494081 0.2795651602910049 6.600302696228027 2104.5386 0.9120920067183738 0.12408155027703237 0.25483926949302355 6.383319854736328 False 20 7600 29.11 45.65 869.21027 0.8655133638132986 0.2501514050804634 0.262850275693222 6.764045715332031 2320.503 0.9211320453011387 0.10157311365148683 0.23159251952032417 6.5208282470703125 False 20 7700 29.12 45.22 752.4547 0.8405142828726068 0.2887950841673992 0.27474465367314294 6.647946357727051 2042.558 0.914240061077025 0.11550896343485652 0.2543688352437324 6.414317607879639 False 21 7800 29.14 44.38 767.15936 0.8418196573098417 0.296210073775848 0.28156620406083827 6.655401229858398 2070.203 0.912247043618193 0.1240142700649333 0.2464647431645569 6.465964317321777 False 21 7900 29.2 44.68 746.0185 0.8489072890546102 0.29145440404498624 0.27888499625393587 6.742057800292969 1977.9292 0.9155811807756479 0.1191953131113185 0.2217048996838729 6.564044952392578 False 21 8000 29.16 45.23 759.3588 0.8343116452689023 0.303425438742002 0.2774700080730161 6.598216533660889 2045.5916 0.9113075149137014 0.12199982128471483 0.2451630118406558 6.407115936279297 False 21 8100 28.95 45.24 790.98553 0.8443011095198708 0.28495901525830786 0.27261701381110004 6.804080009460449 2198.0752 0.9166093217818873 0.1088120318111419 0.24289783811685656 6.569091320037842 False 22 8200 28.93 44.81 776.49896 0.8278759218851212 0.30784661669426006 0.2797236175663325 7.120119094848633 2106.1587 0.9113097932345374 0.11772492798701562 0.23937639571735977 6.88383150100708 False 22 8300 29.09 45.78 740.5531 0.8383730430794766 0.3085629231037273 0.26891444180266455 6.626833915710449 2130.7122 0.9136779493156894 0.12115602934229576 0.24288037385513028 6.434564590454102 False 22 8400 29.05 45.39 744.9878 0.8324318418031287 0.31824379990604923 0.2784652264399938 6.719969272613525 2243.827 0.9139027312088589 0.12082438043240674 0.23892906190309976 6.563045024871826 False 23 8500 28.89 44.57 730.54443 0.8394147639856234 0.3045719111017896 0.27008687382469576 6.632356643676758 2070.0972 0.911442920665234 0.12351457921692244 0.2242144163090582 6.465806007385254 False 23 8600 28.99 45.39 702.3382 0.8401493804312349 0.3175440723924728 0.29356986118792594 6.876237869262695 2071.4856 0.9161677095581646 0.11837524343462691 0.2368360961198617 6.767332553863525 False 23 8700 28.84 45.28 720.01337 0.8395268008700354 0.3073398408942282 0.2849801878378953 6.615236759185791 2180.7366 0.9167500532904974 0.11311031419217353 0.24072040496296507 6.44062614440918 False 23 8800 29.08 44.76 687.1794 0.8322752299193932 0.3143795814274433 0.2762633626507266 6.645995616912842 2032.463 0.9121611042340206 0.11888697436803602 0.2337914986222246 6.510169982910156 False 24 8900 28.98 45.05 668.30426 0.8306341310455988 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