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 2.811 23.56 104881.31 0.9776365598201754 0.005657898559513432 0.3269116416023263 181.28109741210938 94189.51 0.9843620390191976 -0.004075437591748806 0.47883728459419495 186.0377655029297 True 0 100 9.917 18.65 13892.151 0.9704741557825445 0.02659773654292188 0.3001133389562381 26.24860382080078 58597.336 0.9722779518351056 0.03682795363418234 0.4520437404328349 25.249910354614258 True 0 200 10.33 20.03 12738.516 0.9691210931573969 0.03664768646655795 -0.3467655582280526 9.75008487701416 54380.08 0.969245942692481 0.04841716811562863 -0.49980203123828243 10.048773765563965 True 0 300 9.96 15.07 12561.041 0.9697376193197401 0.03552496328917243 -0.3471990725096683 20.7169132232666 48407.086 0.9757121892967973 0.026237256114229324 -0.4907772041383495 20.019229888916016 True 1 400 11.37 13.47 10170.744 0.9667106226405535 0.0441377253714628 -0.3174370124014834 15.45230770111084 52846.855 0.9680349101664544 0.05351458002712788 -0.45693324967850313 15.079985618591309 False 1 500 9.542 14.33 26530.676 0.9759718884185679 0.01889711641125939 -0.2937176468117091 10.906026840209961 50247.273 0.9825894024251303 0.012530110264238675 -0.44326548284930695 10.900875091552734 False 1 600 9.681 13.18 22285.047 0.9698184496168177 0.0364746112777385 0.2963093114115273 12.148697853088379 121760.79 0.9686693952715862 0.04401914849106622 0.428666220846831 11.650629043579102 False 1 700 9.382 16.05 11144.634 0.9695770854960067 0.03170441299971052 -0.26643098056015696 11.234892845153809 44573.64 0.9777810979985201 0.02034824006188008 -0.39557710035344656 11.056954383850098 True 2 800 10.08 13.98 8750.388 0.9646552558326266 0.04399907842007951 -0.23362342914341291 6.445742607116699 42913.527 0.9710125262580978 0.036490294505785524 -0.35068830499379333 7.020930290222168 True 2 900 10.03 14.05 7552.8276 0.956923815673836 0.0682913216152301 0.17158499079489362 5.897978782653809 42218.4 0.9599131517399238 0.07032572991274505 0.24433918673213437 6.119303226470947 True 2 1000 9.989 13.36 7796.517 0.9620194608471895 0.04701053882128053 -0.28137542251525294 7.226398468017578 39300.324 0.9674288639629771 0.04327288643454811 -0.4285631138117612 7.68153190612793 True 2 1100 10.05 13.72 7552.8467 0.9608910219480992 0.05895333227469198 0.30386714550691 5.551746368408203 42696.54 0.9634396853793675 0.06239219326455572 0.4233733968076465 5.780473709106445 False 3 1200 9.565 13.74 7211.917 0.9565288611880509 0.06119719400724903 0.15578137252571742 5.8775458335876465 40857.07 0.9628242384570416 0.05739689766795817 0.21070170802484972 6.1820807456970215 False 3 1300 9.547 13.73 8542.558 0.9595156545260543 0.04861956117710241 0.3241665152504077 5.44288969039917 41218.68 0.9665498494376061 0.0416753428836859 0.46497565264331514 5.623472213745117 False 3 1400 9.64 14.7 6935.7637 0.949129475685953 0.0879929145891918 0.3246192506892652 5.317355632781982 41537.668 0.9515241422482998 0.09229342006851886 0.46308222279329386 5.321657180786133 False 3 1500 9.57 14.1 6740.1167 0.9530128171873978 0.0798078936528347 -0.3290065075304164 8.606799125671387 42300.324 0.9552665513730514 0.08395671670929372 -0.483705453603357 9.0623140335083 False 4 1600 9.633 13.63 7464.227 0.9621074374108209 0.05552054068541991 0.25237449813257307 8.146890640258789 45515.004 0.9662787096076694 0.05421592039440759 0.341209681376414 7.978008270263672 False 4 1700 9.547 14.52 6881.6484 0.9560701950845693 0.06136550851016548 -0.3489927628356756 7.104564189910889 37875.434 0.9593185035193968 0.06120291032700653 -0.49734240927073664 7.808286666870117 True 4 1800 9.963 13.75 6871.604 0.951162722463773 0.08136790949802158 -0.32382591557823154 6.466139793395996 43532.95 0.950777133294637 0.08848678307165267 -0.46713981902943263 7.190910816192627 False 4 1900 9.527 13.47 6829.265 0.9475028504943217 0.08441379786734896 0.13850901044460356 5.854421615600586 37296.867 0.9513740232507473 0.08462941863333748 0.22225462383291483 6.143307685852051 True 5 2000 10.03 14.31 6817.1743 0.94427517915866 0.08723719034791082 0.23176530281572427 5.7104811668396 37958.758 0.9456516692308098 0.09138236141763546 0.3590254977005853 6.047451496124268 False 5 2100 9.533 14.66 6041.3438 0.94535626135277 0.09630284810144607 -0.015731255844748167 5.958314895629883 34257.637 0.9481223486357272 0.09922871671089298 -0.008846295020839279 6.413548469543457 True 5 2200 10.01 13.72 6666.633 0.9427484166555741 0.09803678378176164 0.030165543245032365 5.966664791107178 36878.145 0.946517103783711 0.09986939492996683 0.051023307663885985 6.3213210105896 False 5 2300 9.526 13.98 6553.5283 0.9407810519508321 0.1027761502694728 0.2847428994256643 5.476551532745361 35579.22 0.9461991238995419 0.10212026873878405 0.4206164933017357 5.601470470428467 False 6 2400 9.804 13.5 6504.3003 0.9445898445030855 0.09410914177096434 0.2580813170372472 5.813343048095703 42903.89 0.9482436703165994 0.09623255410845398 0.3837951612852081 6.236936569213867 False 6 2500 9.642 13.42 5849.88 0.9424455224634439 0.1007757128246487 0.24678837972433929 5.7205424308776855 37229.074 0.9483658503250826 0.09852320103061712 0.38837853908758563 5.852865695953369 False 6 2600 10.18 13.03 5838.1616 0.9438537189394838 0.10571088120478793 0.2995633562563754 5.6178879737854 34253.926 0.9478922236155896 0.10731789426176028 0.4383137014773308 5.627072334289551 True 6 2700 10.08 13.55 5753.325 0.9431390694786548 0.10373589907950297 0.30932705528906435 5.4116315841674805 37556.527 0.9506038615823675 0.09744904620510723 0.45573374971389335 5.387380599975586 False 7 2800 9.958 13.42 5738.0044 0.9388958986636369 0.10932198581975465 0.3196050496568626 5.847454071044922 36842.062 0.943560485629329 0.10953052872610394 0.4638918362359042 5.700028419494629 False 7 2900 9.638 13.35 7671.191 0.9543057080079962 0.07253697713920208 0.2682949688152968 6.7957282066345215 37312.88 0.9619372545902558 0.06107053104256243 0.41475320994494796 6.658101558685303 False 7 3000 10.44 13.28 5847.1367 0.9416310763586825 0.10512625982762144 0.301575791185933 5.469889163970947 31861.959 0.9472385208966615 0.10298990641934079 0.44883190913998067 5.47705602645874 True 7 3100 10.04 13.26 5576.355 0.9354471782420526 0.10837693189851215 0.3228371266193625 5.3373284339904785 30509.154 0.9413308585815167 0.10591985959012175 0.47082632683498 5.328542709350586 True 8 3200 10.97 13.45 5286.0005 0.9369305114801856 0.11173877304052257 0.3272042653674072 5.273676872253418 31547.674 0.9413810385435702 0.11104195864999784 0.4744003064724231 5.089778900146484 False 8 3300 9.71 13.11 5422.368 0.9358827287766153 0.11187113492178535 0.34921194946091394 5.795462608337402 26863.416 0.9404583279222158 0.11055798641375902 0.48777543425207587 5.587619781494141 True 8 3400 10.91 12.94 5333.718 0.9341563813512719 0.11398022087254585 0.3389945662279363 5.300929546356201 35461.105 0.9383749387638317 0.11240061387966198 0.4866710985683289 5.255804061889648 False 8 3500 9.652 13.25 5082.0903 0.9332356794888618 0.11690113006656179 0.338357257452438 5.27285099029541 34242.977 0.9392388928162814 0.11319802867399584 0.4861366367514606 5.097280502319336 False 9 3600 10.14 13.27 5103.485 0.9384964002873531 0.11348613938943337 0.28972299372662236 5.689867973327637 40344.438 0.942914143437862 0.11158984067564269 0.40358521601975755 5.962896347045898 False 9 3700 9.755 13.23 5171.241 0.9332849300846449 0.1194721249767312 0.3230868193756609 5.403633117675781 40457.207 0.939664313918345 0.11438450114064462 0.4729971454138522 5.462358474731445 False 9 3800 10.16 13.25 5304.097 0.9290752693233245 0.12773525720872397 0.332136771843035 5.256582736968994 37612.26 0.9358889658454278 0.12196577105999265 0.48300876445079094 5.021533012390137 False 9 3900 9.631 13.23 4254.031 0.9300636081829966 0.12806447712024574 0.33430921477969633 5.37542200088501 38275.223 0.9365469090396193 0.12219919317462151 0.4817266126620867 5.183135509490967 False 10 4000 10.15 13.25 4781.456 0.9334659068485202 0.1345157056749289 0.3437735070943807 6.170800685882568 36938.598 0.9423501304893518 0.12500751979884397 0.49409328328065943 5.729000568389893 False 10 4100 9.64 13.2 4355.9233 0.9263792155592744 0.13274849394445962 0.35118620422507024 5.2062153816223145 34443.953 0.9349266959588981 0.1238353339452526 0.500126683069308 5.016566753387451 False 10 4200 10.28 13.25 4439.8545 0.9232410485827488 0.13681942083642049 0.36604194067699525 5.155869007110596 35536.504 0.9296172562333409 0.1314886230979935 0.5107039799146877 5.045365333557129 False 10 4300 9.582 13.23 4188.072 0.9243627412553388 0.13945860277323774 0.36614878358216946 5.149434566497803 34081.242 0.9326904430911889 0.13074760174618044 0.5080539091853556 5.059755325317383 False 11 4400 10.22 13.25 4762.6826 0.9221796072415012 0.13545676511195853 0.3783115175427142 5.236206531524658 34383.76 0.9326566720302182 0.12293541360762844 0.5150568255662531 5.314123630523682 False 11 4500 9.807 13.18 4855.578 0.9248720530088382 0.12808042350092466 0.3450287165130031 5.207260608673096 24502.09 0.9356123985993543 0.11595859747248403 0.49521542233637084 5.015144348144531 True 11 4600 10.86 13.28 4142.881 0.9238880064348337 0.14034690649216675 0.38297461547451256 5.24498987197876 27441.742 0.9334169925377885 0.12865991780947833 0.5162945939798764 5.349461555480957 False 11 4700 9.322 13.22 4064.069 0.9207847197171786 0.14533062327434101 0.3628823724722565 5.126947402954102 29616.643 0.9326215231969771 0.1291604471948496 0.5072455937813232 4.876377582550049 False 12 4800 10.2 12.95 3749.978 0.9232615752396538 0.15543140216724272 0.35598728902427174 5.748194217681885 35039.227 0.9329815258922397 0.14098906587716487 0.5082202660665681 5.107728481292725 False 12 4900 9.745 12.98 3594.7915 0.9092704266194637 0.1620438627150358 0.3685494874965308 5.141119480133057 32127.32 0.9213730782499812 0.14401809215959918 0.5103965216968328 4.955373764038086 False 12 5000 10.53 13.19 3836.3928 0.9100090484467699 0.17151078056485172 0.36396649547436144 5.1965227127075195 30345.268 0.9218166561166952 0.15614513996319315 0.5085284234762246 4.813917636871338 False 12 5100 10.01 13.2 5180.072 0.914325907413467 0.16111853779328392 0.3773947839115009 5.4788007736206055 34894.44 0.9261712303918495 0.14299987351307686 0.5208800659039491 5.478847503662109 False 13 5200 10.23 14.26 4880.406 0.9137698964181622 0.15888414158911707 0.39127202393353727 5.2344841957092285 31253.654 0.9260284461466657 0.14117565364995033 0.5315529827907111 5.2730889320373535 False 13 5300 9.603 13.31 4699.696 0.9185472963309343 0.15487329658318671 0.37242914183608145 5.1034674644470215 35716.62 0.9312962530599087 0.13125047175121854 0.5150646234744398 4.803666114807129 False 13 5400 10.52 13.33 4543.344 0.9165455216217698 0.14463732827505218 0.3747373986729985 5.270293712615967 29973.7 0.9291920002241462 0.12605289621639804 0.5174328584676123 4.980173110961914 False 13 5500 9.609 13.15 4485.9434 0.9244902302470749 0.12393081426371272 0.37374374923931575 5.106151103973389 27248.875 0.9360102690245959 0.10892370194369354 0.5109698728712182 4.92396354675293 False 14 5600 10.35 13.13 3945.9302 0.9162107768722543 0.15284990548483576 0.3770921126140997 5.133054733276367 37468.39 0.9307005030126201 0.13049529449773925 0.5171318484752341 4.872619152069092 False 14 5700 10.24 15.83 3459.6677 0.9031643409051432 0.17001642270251713 0.38214888744616893 5.055455684661865 36814.08 0.9172301660349995 0.15158702709633953 0.5226336524712626 4.832273960113525 False 14 5800 10.57 13.41 4215.4727 0.9272472443445617 0.13408396411033943 0.33235634885297455 6.582563877105713 33659.348 0.9386529576376523 0.11932508400054329 0.46280561015568417 6.440399646759033 False 14 5900 10.52 14.49 3588.6233 0.9160227220019398 0.14907820822464127 0.37546458706003566 5.215972423553467 32285.396 0.9288882887995065 0.13062627121420148 0.5079162324245553 5.2943620681762695 False 15 6000 9.92 15.0 3343.0166 0.9083013047483494 0.164474223844736 0.3745729504336058 5.161012649536133 33403.168 0.9232471267757186 0.142918040942147 0.5157514467854694 4.948941230773926 False 15 6100 10.15 15.6 3344.436 0.9104482463777409 0.16377100866365835 0.39214870719706724 5.020111560821533 32808.617 0.9240163883748774 0.14512686748092765 0.5253007657430496 4.860626697540283 False 15 6200 9.678 14.93 3742.9788 0.9191782440577403 0.147057353177728 0.3817280856593581 5.658513069152832 32749.299 0.9348512732697322 0.12427033509608693 0.5177802895199148 5.9367194175720215 False 15 6300 10.15 13.24 3708.2546 0.9046849412923651 0.17671347513692015 0.37830292487645406 5.071355819702148 32305.281 0.9209723813926249 0.1518983224462203 0.5197262176948134 4.860485076904297 False 16 6400 9.623 16.81 3916.8157 0.9051844114387793 0.17869295432510157 0.3751759555113228 5.1240057945251465 36231.086 0.9188743280840884 0.15567960348233384 0.5203132955209425 4.927999496459961 False 16 6500 9.884 13.87 4793.5415 0.9238970305709439 0.1675915001876677 0.3628129903806336 5.389001846313477 34733.387 0.933020544135203 0.15061255172719024 0.5122697042032449 4.964967727661133 False 16 6600 9.624 13.64 3949.7344 0.9063417975862423 0.1726439315225717 0.3939040515121898 5.216738700866699 30438.082 0.9225552050323029 0.14735351731342294 0.5256538999479617 5.241280555725098 False 17 6700 8.938 13.4 3865.0498 0.9026611858868968 0.1817522201706544 0.3930675203206862 5.002706527709961 36443.95 0.9177222965972963 0.1594276972581678 0.5303783390131224 4.788116455078125 False 17 6800 9.643 13.31 4477.4307 0.8946868510341445 0.18782792290177516 0.38922108471694294 5.0471930503845215 34654.723 0.9138385644869678 0.16011291366293126 0.529098482124786 4.885374546051025 False 17 6900 9.708 13.53 3920.722 0.9130841553578004 0.15860924511235405 0.3948525078372548 5.218245983123779 32715.416 0.9303502601434261 0.13266817068071973 0.5291170460836168 5.324285984039307 False 17 7000 9.545 13.49 3792.2126 0.901871863689099 0.1841505977202633 0.39428969138483855 5.003788471221924 32995.418 0.9195123307658462 0.15560677434916872 0.5301005960117429 4.833163738250732 False 18 7100 9.49 14.65 3892.2546 0.906049317535791 0.1774846710401037 0.4129430279802912 5.258893013000488 33939.37 0.9200595676254397 0.1541250363154471 0.5405302290496222 5.394415378570557 False 18 7200 9.649 13.35 3821.6409 0.902100373532618 0.17997765754068154 0.40558134254224165 5.0226616859436035 35030.4 0.920230839188864 0.14936817590277762 0.5373980282651392 4.855338096618652 False 18 7300 10.5 13.78 3693.195 0.9042456139468121 0.18006375567119773 0.4136969764301967 5.091048240661621 32067.332 0.923971823056324 0.14680767962290298 0.5421638405374998 4.933571815490723 False 18 7400 9.355 13.26 4439.9053 0.9277725887974168 0.1438964528428794 0.37814107739674174 7.01785135269165 35977.316 0.9471434456863925 0.10451542599968598 0.5219344675608898 6.618729591369629 False 19 7500 9.581 13.63 3801.7068 0.9071714071220957 0.17461880229897375 0.39627785905537627 5.1011576652526855 38405.324 0.926016827934355 0.14468330359879925 0.5334840511973985 5.011404514312744 False 19 7600 9.582 13.06 4111.288 0.9034771532673171 0.18736632468618497 0.40448781202952866 5.1720428466796875 37795.832 0.9204005658258959 0.1586949756925012 0.5400906097487671 5.1473388671875 False 19 7700 9.624 13.24 4586.383 0.9054726980827508 0.16471781757668585 0.3949731603060994 5.147627353668213 34420.93 0.9204919740179203 0.14134405125951974 0.5287058663161998 5.146234035491943 False 19 7800 9.546 13.25 4135.6147 0.8993178786725526 0.18714199908854248 0.40113798916776316 5.050565719604492 33835.633 0.9181517305733596 0.1558010235420199 0.5311421505472896 4.859521865844727 False 20 7900 9.633 13.3 4121.2246 0.8948222597525531 0.19342677125352606 0.40773196102272447 4.963872909545898 37691.902 0.914559792665816 0.16273179849908823 0.5395057327825165 4.841586112976074 False 20 8000 9.497 13.27 4218.1294 0.9113630088818114 0.18136782196420673 0.4055734710923743 5.414668560028076 35852.87 0.9256795917778019 0.15563102866079906 0.5388832351680565 5.278886795043945 False 20 8100 9.527 13.2 3704.144 0.8974938677160449 0.19281347849504143 0.39098046259417 5.194726943969727 30011.371 0.9167971460739703 0.16036422848989831 0.5248293454217482 5.289900779724121 False 20 8200 9.534 13.25 3695.092 0.8983865859201705 0.1902318119628063 0.39259423453794956 5.054038047790527 33977.273 0.9147991358997362 0.1621048190832767 0.5285321198245353 4.987731456756592 False 21 8300 9.622 13.26 3810.2273 0.9045045633005538 0.1713406769679787 0.3793830400875098 5.343810558319092 36778.953 0.9246915130156702 0.13853372985211526 0.508841054521379 5.5529093742370605 False