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 24.36 432.0 1004545.6 0.9754933186031746 0.00454025867561239 0.3563515492807199 20.306753158569336 145048.84 0.9756130797897592 0.003814704078767908 0.3425294191155436 19.74102210998535 True 0 100 34.66 659.0 113343.43 0.9722456551807828 0.016453456907993533 -0.4585112999845228 22.35322380065918 41569.01 0.9728898999651082 0.014328311717695838 -0.44965567334130857 21.75208282470703 True 0 200 39.0 393.2 64441.234 0.9746638642872539 0.005012267073126067 -0.46168892735693845 29.37787437438965 50686.223 0.9750924130376253 0.00509946591287982 -0.45922988022640016 28.7120418548584 False 0 300 33.52 376.6 59708.5 0.9761515737559963 0.0075232529603793995 -0.44458695248987795 17.412195205688477 55641.4 0.9767302017901683 0.006885691583565697 -0.4462255338878534 16.875320434570312 False 0 400 50.6 1.149e+03 71872.43 0.969320430180739 0.024758067715099003 -0.4527869674892149 14.581530570983887 40373.92 0.9698331844049334 0.022017519624271488 -0.4410019541726682 14.083751678466797 True 1 500 53.11 617.5 96144.63 0.9836060501972813 -0.0028457487217606573 -0.46874062379210873 7.232929229736328 133413.64 0.9840982573895289 -0.002776426731265209 -0.46827197242244506 6.951802730560303 False 1 600 34.35 559.5 47564.504 0.9695000023379121 0.025916187186560337 -0.4413255861343672 9.445446014404297 43707.05 0.9705915961608125 0.022989601603404398 -0.43043466877040176 9.054473876953125 False 1 700 32.26 197.7 50685.797 0.9762693313900439 0.013932668240788787 0.3667422679209961 19.723541259765625 65684.59 0.9771454184623585 0.012289787930103366 0.35655982189090346 19.171977996826172 False 1 800 31.79 56.12 296801.12 0.9780645087815292 0.004918789718085487 -0.42941423700850895 7.022030353546143 65820.47 0.9784371784844514 0.0031721230927052456 -0.4086273202167635 6.720855236053467 False 2 900 31.36 69.19 43448.266 0.969486975016706 0.03572650703687785 -0.45077619051676 20.989530563354492 41987.973 0.970406458270124 0.032619197460455274 -0.4459301896354957 20.40509605407715 False 2 1000 30.83 152.5 55476.465 0.9665850700511267 0.03545664814993961 -0.4490631154900444 11.718789100646973 29343.896 0.9680513522436166 0.03095607664557714 -0.4500041278862236 11.325014114379883 True 2 1100 32.79 65.12 58550.227 0.9721362725238936 0.014213608262584955 -0.4121531986952887 23.162696838378906 39562.805 0.9728243992467127 0.011423058613287938 -0.41101039024291336 22.554218292236328 False 2 1200 31.4 470.7 38460.69 0.961646849144169 0.05010220175968732 -0.4447140898000387 10.731343269348145 33722.39 0.9648605503048949 0.04349246232231917 -0.4505568467225055 10.607686042785645 False 3 1300 35.47 447.2 103325.79 0.974252728473521 0.01336712055582348 0.3671015597526368 9.341670036315918 45057.08 0.9747790306067458 0.011161302031606823 0.34044581843518257 8.97883129119873 False 3 1400 38.31 712.2 34632.277 0.9718957518048992 0.020659039322868573 0.17191898542959538 13.92773723602295 45557.73 0.9732535832944534 0.017538802871894108 0.1332484269045765 13.480737686157227 False 3 1500 34.33 375.1 36465.812 0.9759917173319511 0.011927974322504578 0.27657492127220096 13.281835556030273 48727.29 0.9776404576842442 0.009053345895839253 0.2409151905580749 12.872016906738281 False 3 1600 32.35 454.8 35246.426 0.967844096995566 0.04064409072991229 -0.3006630420666761 11.416863441467285 42978.07 0.9693287844259593 0.03590059847249019 -0.2933299134760505 11.011016845703125 False 3 1700 33.43 520.2 35026.082 0.9654196844298819 0.04693195207916999 -0.19891294348193636 8.598402976989746 39280.2 0.9676944656900883 0.040212576983626125 -0.21972059679336817 8.373411178588867 False 4 1800 34.34 184.7 54032.97 0.9576445305598805 0.06361769990494213 -0.43939981795071 9.685081481933594 28635.805 0.960838749770273 0.054586005853579735 -0.43984472758248094 9.632272720336914 True 4 1900 32.47 71.04 39708.668 0.9756194976154305 0.01049041834754061 0.30155544494024183 14.033634185791016 50040.066 0.9768184098337013 0.007966967579615743 0.2547189548154147 13.612948417663574 False 4 2000 31.28 73.28 46841.938 0.9761897254045506 0.015218683181918763 0.0158334992473079 7.8556342124938965 71119.836 0.9776524354826417 0.013188754736399848 -0.026774424590231254 7.599174976348877 False 4 2100 33.56 118.4 30818.818 0.9652440925519868 0.044257144538947905 -0.26471838361189287 14.938257217407227 31753.25 0.9681088211831415 0.036157533995834754 -0.25819537040954266 14.447278022766113 False 5 2200 33.84 75.82 36814.64 0.962593421335961 0.0452098465644721 -0.40884426389916373 8.100139617919922 31231.686 0.9657624082775352 0.037738109858105585 -0.40797721121358194 7.798463821411133 False 5 2300 33.48 159.0 45790.203 0.9670535486110108 0.03370493200028446 -0.28871391710950156 6.975266456604004 30490.01 0.9692978380051226 0.028123178121658255 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0.20773420079861 5.610194206237793 False 9 3900 33.98 352.4 26642.04 0.9610057812065512 0.07411816645120668 -0.17317301660611417 8.001587867736816 32215.678 0.9638304210933065 0.06545088437922507 -0.15409710372993612 7.666045665740967 False 9 4000 35.21 469.5 31823.62 0.9545388400788837 0.07122779073297636 -0.25587901610138647 7.268867015838623 23680.271 0.9600196934809712 0.058096384118501626 -0.2574706903825926 7.048000335693359 False 9 4100 33.3 74.88 27007.094 0.960194908758747 0.05326174974143787 0.08053485729937881 6.405065059661865 33919.492 0.9652892067123925 0.043043684465168465 0.04782703432551777 6.215744972229004 False 9 4200 32.59 237.4 25013.244 0.9570777571763062 0.07507673237481638 0.1447226194629229 8.468756675720215 24361.062 0.9619727351231759 0.06227143933611588 0.12281741167609353 8.12558650970459 False 9 4300 34.74 218.2 25439.799 0.9592392094925036 0.052114845487591446 0.17298076069717222 5.946611404418945 42354.77 0.9648562197271349 0.0417430280998368 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0.4951513210190196 4.468979358673096 False 36 15900 33.18 58.17 16149.1455 0.9079918107449421 0.1676616819145396 0.5052997955368447 4.620725154876709 17067.586 0.931607302669811 0.1164974634231435 0.49820776755352786 4.447902202606201 False 36 16000 30.78 70.04 14130.085 0.8897014538897597 0.19357946591228606 0.5140979118473432 4.439459323883057 14978.78 0.9187460461445028 0.13615089758190893 0.5114354383925674 4.287622928619385 False 37 16100 32.82 58.75 14617.519 0.9032629681382542 0.1668006820816668 0.5185191283223549 4.669131278991699 14932.883 0.9277408203228471 0.11797216302317733 0.5121458255682118 4.496175289154053 False 37 16200 31.15 390.1 15033.833 0.8974896489712907 0.1850636618911865 0.5049712812410461 4.5305657386779785 16036.327 0.9233987489453951 0.13262920620515894 0.49946669908943153 4.363068103790283 False 37 16300 33.23 59.06 15655.222 0.9115094274002116 0.176805424379467 0.4873170046555755 4.850818634033203 18830.438 0.9327394089354024 0.12690220586057607 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4.536689281463623 False 39 16900 29.67 57.47 15485.583 0.9162666368912589 0.16459441303521646 0.4988287268037449 5.4794182777404785 16695.934 0.9341640406468629 0.12057738164289385 0.500232627391564 5.227685928344727 False 39 17000 31.55 90.68 23316.557 0.9016510104255363 0.16745862613240955 0.5020048935382891 4.612161636352539 15059.273 0.9260708819597391 0.11980598029501657 0.49880866514181343 4.419191360473633 False 39 17100 30.29 169.0 17270.309 0.8970115952065257 0.18409599701851856 0.5010539691814464 4.583658218383789 16262.799 0.9227867556610189 0.13241616921977506 0.4957328786823906 4.4184064865112305 False 39 17200 30.93 139.3 16407.51 0.8917992968624118 0.18596885590554468 0.5158348939927337 4.415706157684326 14927.087 0.9212085952957716 0.12872009217244632 0.5129659859502752 4.260669231414795 False 39 17300 31.33 55.42 18678.22 0.8905202159545219 0.19729166679909052 0.5160666833064971 4.430663585662842 16305.884 0.9195497646395608 0.13678993221750574 0.5159559362384077 4.250422477722168 False 40 17400 29.81 54.96 14583.637 0.9045603853656558 0.18332971686819008 0.5031759665964068 4.652263164520264 16742.123 0.9280033520043109 0.12960949104543615 0.5037066433928179 4.442069053649902 False 40 17500 30.2 55.88 16258.9795 0.8882614984051166 0.18496453199431173 0.5196189259180664 4.385272979736328 14505.396 0.9179183676889973 0.12775098693768552 0.5184012320036708 4.222313404083252 False 40 17600 30.08 53.97 16294.116 0.8896263473259224 0.19167574908580937 0.5169491380723672 4.464789867401123 16946.043 0.9197574603936159 0.1318977932015767 0.5134882993686525 4.300699710845947 False 40 17700 29.75 54.29 13180.74 0.8872100582486806 0.19638921557529046 0.5085126652466256 4.467502117156982 15627.839 0.9169283637429938 0.13818372499166143 0.5094837689797737 4.285208225250244 False 41 17800 29.57 54.34 18899.883 0.9130818390288287 0.16208929388999777 0.49156273920295074 4.824463844299316 20323.293 0.9317891962333325 0.11814055435343986 0.4909519568060011 4.639246940612793 False 41 17900 29.8 55.13 14488.72 0.8913395643630941 0.19723731976840525 0.5216739229789269 4.4558868408203125 16319.75 0.9211901454071642 0.13603783074160317 0.5177810651525528 4.281314373016357 False 41 18000 30.36 61.42 12886.575 0.8871638231468495 0.19770766151568156 0.5236097192177699 4.354885578155518 16299.868 0.9192497916235541 0.13473912006706884 0.5214488894187912 4.201574325561523 False 41 18100 30.69 55.95 12712.3955 0.8901537875528236 0.19945809407631235 0.523708177913529 4.434603214263916 16987.67 0.9207053637959278 0.13602961161604277 0.5218663590235293 4.256355285644531 False 42 18200 30.03 56.62 11041.708 0.8874597534901482 0.20531706231585495 0.518572104552067 4.4632487297058105 16694.088 0.9200319848007975 0.13878806509552669 0.5182486360941866 4.276401042938232 False 42 18300 29.86 58.11 10588.553 0.8849933813335596 0.20431732417806964 0.522126498516927 4.370952129364014 16090.416 0.9189633286597422 0.13652667722621972 0.5202415964352338 4.223823070526123 False 42 18400 30.78 90.21 14230.323 0.885006658869387 0.19374428572900096 0.5239292078704677 4.452132701873779 15035.521 0.9199010987130484 0.12548925106701375 0.5200649528945364 4.316847324371338 False 42 18500 30.22 73.29 16493.818 0.883030390291584 0.19739113076631237 0.5339135090488774 4.357826232910156 15929.719 0.9200273739253226 0.1253051065912003 0.5275070161594555 4.215707778930664 False 42 18600 30.39 62.45 16331.043 0.8792735574966617 0.2000790874035166 0.5103073956548914 4.451096534729004 16436.188 0.9154804206035694 0.1311424763063963 0.5119884835084693 4.272182464599609 False 43 18700 30.36 90.67 14039.644 0.8836008791677467 0.20723217731377971 0.5147801550356096 4.421077251434326 16757.71 0.9182653646344813 0.1369714924248549 0.5140370793387251 4.249326705932617 False 43 18800 33.44 56.73 12337.893 0.8840821176851157 0.20717244838579718 0.511079915432529 4.689971923828125 17239.875 0.9194676121841711 0.13519670373106707 0.5065248941348848 4.530384540557861 False 43 18900 30.77 60.02 12941.384 0.9008399197857709 0.20454838637772857 0.4944475302798697 4.758255481719971 18847.932 0.9270684480098136 0.14147312896883477 0.48216265899714744 4.603991985321045 False 43 19000 30.33 60.16 10979.698 0.8807434141346504 0.21282184970375775 0.5214765872415046 4.408562660217285 18568.725 0.917344290209728 0.13929270381499761 0.5120691148235283 4.27564001083374 False 44 19100 29.65 54.31 10924.582 0.8739909785181686 0.22097055119781997 0.5235926320880958 4.354276180267334 18071.016 0.9127858846418156 0.14524199642599017 0.5168126473863534 4.231907367706299 False 44 19200 29.83 54.0 13236.453 0.8711531863486947 0.20877916650609563 0.5033892528245335 5.9105119705200195 16611.297 0.910846836436511 0.13585136112395596 0.5000377806608038 5.791867733001709 False 44 19300 29.7 53.76 11829.765 0.8905606437468582 0.20886125913631928 0.5180097893012837 4.542176246643066 17088.83 0.9228245758938375 0.13998119760089497 0.5105835496192667 4.370571613311768 False 44 19400 29.73 54.12 11898.011 0.8743727758104493 0.22411273517478278 0.5272247931593668 4.351017475128174 16270.602 0.9146009472037276 0.1449025771267145 0.5228412263529253 4.199154853820801 False 45 19500 29.31 53.94 11658.26 0.8674672886002968 0.2247406064790514 0.5309093125416579 4.337730884552002 15285.783 0.9110696803504656 0.14174468512891106 0.5275150670130132 4.1870903968811035 False 45 19600 29.79 95.27 12802.634 0.869287773551111 0.227270725251965 0.5210620782788411 4.434540748596191 15800.559 0.9118867253628213 0.1449485532434804 0.5154429470501986 4.29934024810791 False 45 19700 30.95 82.57 12664.762 0.8856104318143204 0.21216223572240456 0.5210615349392604 4.475885391235352 17785.27 0.921076807801135 0.13673551682209906 0.5167969101010447 4.2993879318237305 False 45 19800 31.67 66.26 11769.222 0.90308183253097 0.206707090744288 0.511541813037092 4.728262901306152 20329.543 0.9299396981371854 0.13802973110081307 0.5079017471621388 4.524143218994141 False 45 19900 31.67 58.75 10856.689 0.8728175797697995 0.22918589984588816 0.5290781895643055 4.332987308502197 16138.564 0.913990222273475 0.1477445404276841 0.5254437644773591 4.180790424346924 False 46 20000 31.13 81.92 10622.311 0.8688018567391225 0.2315516425661418 0.5386528388892355 4.407108306884766 16522.367 0.9132874132008983 0.14428880221983045 0.531872253552514 4.270906925201416 False