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 20.33 95.17 311851.06 0.9489316936137151 -0.0013279559125476826 0.055278843614679864 192.3154296875 284408.38 0.9512707269962275 -0.0021212819549099064 0.04494842799948699 199.12808227539062 True 0 100 29.97 81.03 37019.586 0.9288582094021919 0.04858193145480645 0.028860521293167206 43.01762390136719 34015.3 0.9318097797366521 0.045358178269833196 -0.025160919498523556 41.52468490600586 True 0 200 29.69 80.71 40494.61 0.935234551641042 0.02807646555841026 0.018486702447508153 40.41197204589844 36863.82 0.9381649751112728 0.025754102911456866 0.06282071887250362 39.004451751708984 False 0 300 29.27 80.66 37574.25 0.9301766583632035 0.052431389359081745 0.027103696037491153 13.449734687805176 33231.844 0.9314698240414102 0.050929089987646795 0.07859510965021735 13.268987655639648 True 0 400 29.83 81.25 29353.627 0.9155550046022275 0.08090347921338255 -0.007332178193439699 16.17342758178711 27117.102 0.916874582284835 0.07974310662118093 0.09909292587880732 15.763293266296387 True 0 500 29.69 80.7 29062.766 0.9182619044487556 0.07123268145174778 0.007392384826130859 9.070314407348633 28094.871 0.9192485197814877 0.07117643900178149 0.12576384026862564 9.158269882202148 False 0 600 29.42 81.41 27066.438 0.912056039552402 0.08651703783740841 0.007820655680351868 8.182755470275879 26105.715 0.9134703969894109 0.08490071300207519 0.12924161835776793 8.32398796081543 True 1 700 33.24 81.94 26763.336 0.9103404228276107 0.08867501043753706 -0.0010856933874493003 4.376537799835205 26065.484 0.9103959270552578 0.08897839464219316 0.1126547611895222 5.283999443054199 True 1 800 29.78 85.62 28700.115 0.9141656576896173 0.08243574209166774 -0.015953002586805487 4.758670330047607 28025.404 0.915570445601984 0.08106013313993389 0.11929833848766744 5.385337829589844 False 1 900 29.29 81.88 22765.74 0.8915391345678467 0.1270284682394412 -0.040296253287494976 4.434115409851074 22349.633 0.8936663516049504 0.12146026765706532 0.06325064995026154 5.4339141845703125 True 1 1000 30.05 86.82 21374.836 0.8849069754033397 0.14361609809738102 -0.018740527649482294 4.600480079650879 21659.902 0.8884289819559882 0.13703664986537797 0.0940722707619502 5.292648792266846 True 1 1100 29.95 96.17 20844.521 0.8860504369621384 0.14165949758882665 -0.027489419093772553 4.424036026000977 21104.35 0.8904570129050994 0.13387717469075316 0.10540119952271375 5.186383247375488 True 1 1200 29.67 86.39 19750.268 0.8816305535527215 0.15084923204481943 -0.04374598627683045 4.465285778045654 20947.375 0.8874491272310586 0.14065963349832253 0.05069877222746174 5.496733665466309 True 2 1300 29.34 86.5 20170.883 0.885465136261642 0.14542616259630753 -0.03954511880587708 5.245934009552002 21762.219 0.8924990104442048 0.13203114956489803 0.031946266669699706 5.838414669036865 False 2 1400 29.39 81.7 17992.912 0.8704296246305885 0.17307528155805268 -0.04982570270820883 4.551310062408447 19876.447 0.8784609756919483 0.15887628557935007 0.034239931732457714 5.555692195892334 True 2 1500 29.84 80.97 17138.96 0.8650618274724134 0.1798051218849518 -0.02219825747218133 4.594882488250732 19357.766 0.8737816292541625 0.1616558541193273 0.06213087446001243 5.318159103393555 True 2 1600 29.74 80.71 17403.225 0.8757896503557798 0.1663429401826436 -0.012602925410150975 5.464549541473389 20328.209 0.8833790008398813 0.15132017573727763 0.005608763462783327 6.0689263343811035 False 2 1700 29.29 81.35 16264.245 0.864666990698956 0.18265921269192834 -0.043749745903571696 4.523971080780029 19582.787 0.8748509036288933 0.16119489683712024 0.03305414559733363 5.298776149749756 False 2 1800 29.12 81.22 15864.654 0.8618139466161412 0.1881974456176289 -0.05518430979756098 4.652933120727539 19251.865 0.8724859801111614 0.16589989842160077 0.02883738890272193 5.3748650550842285 True 2 1900 29.38 82.13 15434.694 0.8596520380997348 0.19982049849409558 -0.04372538645774038 4.795560836791992 18566.223 0.8724019531943464 0.1742087724152142 0.031891385421874696 5.480184078216553 True 3 2000 29.51 81.87 14783.846 0.8515889313188805 0.20478573368957473 -0.04588053546286968 4.38128662109375 18039.229 0.8661682183062336 0.17549477022234736 0.019812828810377964 5.298346042633057 True 3 2100 29.51 81.86 14472.013 0.8528369110529923 0.20969814999410857 -0.032307569197659744 4.359914779663086 18195.928 0.8677477186432002 0.17687955947543715 0.01756657167038361 5.290762424468994 False 3 2200 29.11 82.37 15524.969 0.857153408047545 0.19020076817215398 -0.046530434184776336 4.461643218994141 18241.852 0.870746607886424 0.1616410164495276 0.022851263446287712 5.281480312347412 False 3 2300 29.23 84.54 15623.736 0.8649035103843064 0.18347777334647472 -0.01143240047542641 4.598353385925293 18815.611 0.8765222074884397 0.15780898506613944 0.058317963903906936 5.339705467224121 False 3 2400 29.22 87.48 14467.937 0.8502407408630971 0.21288416974533764 -0.06147702176878707 4.387779712677002 18235.08 0.8669548798642085 0.17768185870007266 0.007995889574321229 5.350736141204834 False 3 2500 29.29 96.46 13811.592 0.8471770514179765 0.21398182780660388 -0.032879674147102134 4.381948947906494 17745.234 0.8646116172841103 0.17519255133467676 0.025155041361943558 5.400846004486084 True 4 2600 28.84 84.92 12828.329 0.8368009394382433 0.2357894618412213 -0.06088821377267281 4.416131973266602 17420.016 0.8585188942923514 0.18907589869682837 0.009968377205550927 5.284015655517578 True 4 2700 29.66 89.4 13268.737 0.8338565363235994 0.23406891322836262 -0.06985606395099411 4.6306633949279785 17621.549 0.855102832016187 0.19042465602408024 0.019688898563780467 5.768304347991943 False 4 2800 29.33 87.99 12305.9375 0.8268591206128798 0.2527044788966388 -0.0693251047738603 4.356314659118652 16630.475 0.8500917276136366 0.20508115505553268 -0.004068424856995625 5.314977169036865 True 4 2900 29.94 80.93 12987.733 0.826849243205582 0.24756676022362864 -0.07981459161169578 4.389533519744873 16826.31 0.8509716454043403 0.19788007473231012 -0.018697876584101974 5.437036037445068 False 4 3000 29.29 82.14 12771.8955 0.8295545126582621 0.24743004803506066 -0.0801612279330231 4.37477970123291 16978.826 0.8538465458714608 0.19478546109259312 -0.03335093315965788 5.40728235244751 False 4 3100 29.25 80.7 14373.839 0.846750574855171 0.2168406588297283 -0.003070433556796041 4.331838607788086 18225.006 0.8656070885774435 0.17600004919629425 0.04593993781208599 5.2591705322265625 False 4 3200 29.0 81.59 12353.969 0.8237981946379689 0.2535457838239362 -0.05986957597714295 4.83220100402832 16755.86 0.8503112091287249 0.19913061143959798 -0.0050365686150154465 6.109571933746338 False 5 3300 29.02 80.89 11492.76 0.8109053370087649 0.2771835355596436 -0.08177187164360793 4.47321081161499 16236.787 0.8417316255514051 0.21630609875491283 -0.005158048639195929 5.569072246551514 True 5 3400 29.5 80.93 11619.546 0.8153867427228277 0.2778831954849654 -0.05001771844967103 4.335363864898682 16419.154 0.8453756908021817 0.21498642167435605 0.03008530149858084 5.288649559020996 False 5 3500 28.93 97.08 11610.352 0.8136982963706368 0.27559600458250466 -0.056537299512564164 4.357278347015381 16688.014 0.8454638674133373 0.21216626569885547 0.005598019065147717 5.3227972984313965 False 5 3600 29.38 103.8 13070.489 0.8234179862962796 0.2618911158302468 -0.05387896050278292 4.37240743637085 17076.672 0.8498781734552565 0.20678475943815885 0.0019730999654155824 5.385408401489258 False 5 3700 29.28 99.22 12642.284 0.8237902723743483 0.2649721301830722 -0.06407294586867057 4.671064376831055 17157.102 0.8501066157213444 0.20756090315846792 0.009278220569042235 5.879499435424805 False 5 3800 29.24 88.32 11537.2 0.8218329523725921 0.27150809287199007 -0.029400914711912703 4.9630913734436035 16633.451 0.8488222139171772 0.21235693270248143 0.04435338044019849 5.600601673126221 False 6 3900 29.1 88.42 11075.869 0.8095123937822023 0.27835040251485016 -0.05486972531141483 4.450957298278809 16453.38 0.8436733683632468 0.2101854608590143 0.03183295698326336 5.26179838180542 False 6 4000 29.1 82.79 11357.426 0.8144912278656878 0.2797269507878374 -0.06700643510841256 4.367789268493652 16312.937 0.8473817943090348 0.21387584892918104 -0.0056994555334876325 5.366946220397949 False 6 4100 29.24 80.99 11523.518 0.8117296407152601 0.2770938115635229 -0.03832024495823248 4.347690105438232 16848.527 0.8434150046686184 0.21298460900168414 0.02907455508558541 5.347074031829834 False 6 4200 29.12 80.8 10897.468 0.8059721849776085 0.29156080311319377 -0.051606343363376626 4.422892093658447 16531.955 0.8401830798620417 0.22418072775313613 0.02939058722344089 5.509084224700928 False 6 4300 29.09 81.02 12655.192 0.8334241364601795 0.25537051768132324 -0.019511659605847404 4.970300197601318 18347.438 0.8624216506437243 0.1927927433766671 0.07625372431307725 5.597309112548828 False 6 4400 29.39 80.98 10588.322 0.7988468938268124 0.3017636082275875 -0.0389708394715694 4.323782920837402 15530.537 0.8362414575262265 0.22389668946729813 0.042854332175494655 5.317423343658447 True 6 4500 29.48 80.82 10581.744 0.7986202729373432 0.2999917566382254 -0.05255949576205056 4.322854042053223 16029.117 0.8401470850973024 0.21688647503278494 0.0450002273137959 5.256561279296875 False 7 4600 28.84 80.79 10986.0205 0.8001263785157116 0.29034159624734907 -0.032822008727433176 4.307209491729736 16151.835 0.8397149240641372 0.21253577654441888 0.09455700040667216 5.244395732879639 False 7 4700 29.13 81.46 10793.496 0.7980768024499937 0.3060872259559013 -0.010366087259598334 4.537465572357178 15817.072 0.8385567870348937 0.22372388632518417 0.10093645485794589 5.263862609863281 False 7 4800 29.17 84.0 10756.379 0.8045970759021942 0.29525228045796004 -0.03484019035107896 4.310608863830566 15843.797 0.8436139443424977 0.21543086415941423 0.07652540998666063 5.21273946762085 False 7 4900 29.62 83.88 10300.455 0.7932730638115612 0.31321530884604953 -0.02332554587884304 4.435606479644775 15146.641 0.8352404401288612 0.22863698100782337 0.08754660984646974 5.22330904006958 True 7 5000 29.4 81.63 9874.156 0.7854475428566935 0.32150972362447783 -0.026683416334271536 4.329071998596191 15632.739 0.8315436238004362 0.2307834479685759 0.07274442809910696 5.327574729919434 False 7 5100 29.08 81.67 10406.831 0.795689795420622 0.30806670742890724 -0.012528308090793704 4.298990249633789 16298.364 0.8366514205366034 0.2235810883581183 0.1144399284059784 5.195908069610596 False 8 5200 29.01 88.82 10739.408 0.7929138199068032 0.3114963874817903 0.014725538419046889 4.3280029296875 15980.151 0.8352451626197406 0.22337455929796796 0.1120381763959322 5.174525737762451 False 8 5300 29.5 90.47 15478.13 0.8546382538090439 0.21394080241777158 0.07108989075502956 5.123955249786377 19962.92 0.8759122153562237 0.16199137670642857 0.13673252126529606 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5.187849521636963 False 9 5900 28.81 83.75 9491.852 0.7776519240183594 0.33815529609942113 0.035596480214240556 4.295605659484863 15294.735 0.8272941642553137 0.24088070877504314 0.11195614071350159 5.312323570251465 False 9 6000 29.15 81.04 9313.539 0.7825470723315016 0.33196329514143136 0.05681212746835804 4.289690971374512 15144.34 0.8311889595179494 0.2347640639491277 0.1429594346724962 5.145060062408447 True 9 6100 29.45 81.24 8757.627 0.7706127123342638 0.35350311587003164 0.03537299445152128 4.2651753425598145 14824.279 0.8250052509418545 0.24603753394297811 0.1345466107050951 5.256008625030518 True 9 6200 29.37 81.62 9176.465 0.7772885574230979 0.3377243994743117 0.051711599255513836 4.2746758460998535 15591.514 0.8290575474621227 0.23036055995448979 0.12529167876934402 5.307292938232422 False 9 6300 28.96 81.93 9349.935 0.7831781274200176 0.33457564846282245 0.06933660881498716 4.232931137084961 15000.248 0.8310649855215488 0.23704393573262572 0.18115776408410197 5.136486530303955 False 9 6400 28.98 82.23 9042.48 0.7817646269486537 0.3381662248210666 0.09917282103704127 4.519449710845947 15397.326 0.8314861901545746 0.23683964311774983 0.20005387405506295 5.240417957305908 False 10 6500 29.17 85.69 9130.449 0.7698671121283575 0.3536756817311912 0.09207869777375782 4.366307258605957 14840.737 0.8233172889132085 0.2474172629630545 0.1743412800697106 5.1465044021606445 False 10 6600 29.13 83.84 9707.394 0.7831743343094849 0.33523148361782934 0.06531763412921786 4.255956649780273 15408.721 0.832229837837577 0.23432360202515382 0.15605577286239783 5.258044242858887 False 10 6700 29.3 86.39 9035.076 0.7713845450546509 0.3474370427486123 0.09725905500768904 4.297485828399658 14977.524 0.8250309771943711 0.2406157430861385 0.19261216932945782 5.363906383514404 False 10 6800 29.18 88.01 8780.335 0.7670188712071002 0.36316826127402835 0.04589540717427755 4.26065731048584 15306.2705 0.8233307568078464 0.2510213364271509 0.12825338508457285 5.268130302429199 False 10 6900 29.36 83.27 9256.229 0.776985946926098 0.34619223321211573 0.04107896505330387 4.562067985534668 15961.364 0.8299794013364686 0.23669275400025971 0.13640075207667537 5.705888748168945 False 10 7000 29.2 89.22 8562.642 0.7683755255876012 0.3547812146836684 0.08936214576872928 4.214839935302734 14848.022 0.8258999562766101 0.24314221040904546 0.19633319478547556 5.132073402404785 False 10 7100 29.33 83.81 8916.45 0.7694952141436743 0.3544930555722485 0.11746986626297495 4.2122650146484375 15760.127 0.8297719123591777 0.23456182779861287 0.20418729321810963 5.118680953979492 False 11 7200 29.08 81.43 8890.607 0.7614128131200055 0.3626036066542374 0.12107969438697604 4.376379489898682 15133.234 0.8232707273973213 0.24473715144730127 0.19976505945889497 5.502118110656738 False 11 7300 29.22 81.45 9331.763 0.7744157201970654 0.35191151678261473 0.14817594739650566 4.2181010246276855 15932.067 0.8328049126747142 0.2325161436615923 0.24489391156098989 5.083299160003662 False 11 7400 29.32 81.05 8553.4375 0.7543690357554527 0.37615947814471856 0.15956598509084602 4.158576488494873 14674.248 0.8179179441544386 0.2525212840767056 0.24478148729724467 5.100457191467285 True 11 7500 29.88 80.88 8712.439 0.7642336990417672 0.3712693415589829 0.1302286871232767 4.192512512207031 14635.339 0.8227415572725795 0.2532884080548799 0.21926468683664635 5.126794815063477 True 11 7600 29.34 80.74 9025.192 0.777131910480809 0.35607228969418697 0.17155038066677764 4.343348979949951 15438.267 0.8312197546910157 0.2420849920780028 0.26655206597267905 5.081506252288818 False 11 7700 29.32 82.6 8536.122 0.7563577480511318 0.37996067934587974 0.15653981008089207 4.20089864730835 14530.107 0.8186253257277171 0.2582337571345173 0.24386315412987397 5.04655122756958 True 12 7800 29.65 83.93 8666.44 0.7538525342732939 0.37626292885968415 0.11701668134990782 4.331344127655029 14933.781 0.818440044367207 0.2514331338813226 0.21391131218367063 5.401747226715088 False 12 7900 28.94 83.62 8290.8545 0.7445949249257547 0.39009004978776546 0.1365553052620534 4.238221645355225 14352.088 0.8120517102205779 0.2612385057293361 0.22177821599991143 5.2697906494140625 True 12 8000 29.33 82.97 8903.299 0.7635974565882049 0.37064279216914164 0.1994292046912171 4.253965854644775 14441.059 0.8218994971227459 0.2517247039212812 0.2928271819782807 5.068246841430664 False 12 8100 29.1 85.45 8529.979 0.7541209118652022 0.385373674407957 0.2008352775729448 4.1384735107421875 14226.7 0.8170121632922689 0.25901331920235715 0.2894817964934359 5.025636672973633 True 12 8200 29.94 84.33 8713.711 0.751799419426982 0.3818005448747819 0.18083413681745264 4.1401848793029785 14451.68 0.8175323913028344 0.251997981489277 0.28228782854402623 5.088000297546387 False 12 8300 29.36 91.4 8360.237 0.7528696267236981 0.38921652304322557 0.1952582702383421 4.269834518432617 14683.207 0.8177144402456563 0.25661412152258267 0.2863003164371257 5.047556400299072 False 12 8400 29.32 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