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 5.576 19.66 197773.62 inf -0.005957659957318637 0.2920942397629422 129.322509765625 734363.0 0.9822216241115712 -0.004309507305354854 0.31810651611151325 128.7002716064453 True 0 100 10.16 18.06 84647.25 0.9752048734946649 0.0038653609830313746 -0.4842019052344137 18.188461303710938 56599.445 0.9753224705646039 0.0033998435792785106 -0.46146975329012485 18.500911712646484 True 0 200 10.19 18.02 91251.38 0.9730737554226858 0.014647348292513627 -0.48317806816426123 11.124628067016602 53088.62 0.9734308729394242 0.012965528188142969 -0.4618906464608744 11.355982780456543 True 0 300 10.27 18.11 225818.6 0.9765417745235476 0.008403099897967375 -0.4792635496851355 14.044750213623047 59339.355 0.9770814030039412 0.006750157080783442 -0.4592259673411022 14.32567310333252 False 0 400 9.73 18.11 79146.74 0.9738841182982871 0.016244191306852337 -0.4827546593390731 10.055135726928711 55879.926 0.974896181198485 0.013673974045862665 -0.4755043261416894 10.281086921691895 False 0 500 9.764 18.06 128769.54 0.9659551023302989 0.04415833051407717 -0.4689656044621266 8.611321449279785 44182.53 0.966581300155016 0.04121562852000246 -0.48043505151326765 8.849403381347656 True 1 600 11.33 17.87 32522.902 0.9762332573233097 0.01598229987265422 -0.4496798412852905 6.355253219604492 70310.3 0.9764966720254629 0.015377711051069096 -0.46648186218952814 6.5526580810546875 False 1 700 9.767 18.0 36826.27 0.9905045657901048 -0.012790508312988766 0.44240941941180445 8.730669021606445 78180.016 0.9903168049483402 -0.01170319673350385 0.4055500581121939 9.123480796813965 False 1 800 9.677 17.83 59316.04 0.9815479473774149 -0.0285714244218965 0.435259126607882 17.191036224365234 58548.812 0.9812720996602962 -0.026964307402949916 0.3928748258302611 17.55921745300293 False 1 900 9.687 18.06 127412.53 0.9801457924506685 0.00384389741221115 0.46016322353368705 4.763693332672119 353684.72 0.9799967319992645 0.004962741159757277 0.4238065367931158 4.968926429748535 False 1 1000 9.889 18.08 59098.082 0.9682517946546565 0.044213844233397886 -0.4503629612475129 6.560176849365234 53593.547 0.9685815514986865 0.04230653351423445 -0.4682627410288199 6.800449371337891 False 2 1100 9.709 17.8 93584.75 0.9754532676606291 0.009456275947450956 0.24749263428110968 7.975877285003662 51476.688 0.9757352365433095 0.008056871334798205 0.15853651295205326 8.24533748626709 False 2 1200 9.871 17.89 51519.86 0.9842243740978557 -0.02074113755184063 0.46995172674317526 4.743175506591797 57419.09 0.9839565935401018 -0.020577713025426776 0.43424414470750317 4.956905364990234 False 2 1300 9.84 17.76 60060.438 0.9909986253386196 -0.014534247185599683 0.46932053204498503 6.734161376953125 168491.28 0.990807143784586 -0.013675974712428209 0.44012988348677917 6.775217056274414 False 2 1400 9.811 17.9 28521.984 0.9833381594608903 -0.011624188201709936 0.4630974033266556 13.622777938842773 68878.516 0.9832572216796633 -0.0104536440755911 0.4289394205663902 14.017966270446777 False 2 1500 9.713 17.86 40356.3 0.9867150049462251 -0.010440427714109845 0.4695953293665792 4.723249912261963 118947.69 0.9866890612539497 -0.009498211373088301 0.43633304469451 4.9441914558410645 False 2 1600 9.86 17.82 23393.352 0.9786185723387741 -0.008020467622947515 0.45255426117038766 7.773149490356445 58144.6 0.9787961131501831 -0.007025040938680217 0.41233998456601906 8.075373649597168 False 3 1700 9.771 17.94 23323.098 0.9699895355208463 0.024957692308159845 -0.44870823574366836 6.796615123748779 58211.223 0.9703319416775664 0.02438452215085827 -0.4786127514373 7.02008056640625 False 3 1800 9.744 18.04 26016.277 0.9825609588860904 -0.013006749801449023 0.4734028954699346 4.784170627593994 59394.355 0.9825294865480729 -0.012909015735498842 0.4519526921351855 4.896734237670898 False 3 1900 9.727 17.81 37736.207 0.981202119150028 0.001946691495821624 0.463144196807842 8.251073837280273 134599.3 0.9812899941409076 0.0026362642047158885 0.4265751734226915 8.593575477600098 False 3 2000 9.755 18.09 36888.72 0.9792819964343172 -0.0014631658738734512 0.3992668071488256 5.040167808532715 53584.465 0.9793752651688424 -0.002322389635237911 0.3580607950906358 5.220316410064697 False 3 2100 9.19 17.77 25838.05 0.9865905153206066 -0.004876267022366474 0.46340026107590365 4.645545482635498 81880.04 0.9866104986188889 -0.004042335636669058 0.4265865094126879 4.875576019287109 False 4 2200 9.667 17.82 38546.727 0.9799884454132409 0.0069713015780756 0.16303971928233418 5.665163993835449 145884.97 0.980049774277206 0.007690848481968542 0.058497805189582947 5.9564361572265625 False 4 2300 9.706 17.76 109958.43 0.9746233204745821 0.01430514925837393 -0.20908174020011752 6.653993129730225 54838.06 0.9749242371242851 0.01309956199687061 -0.3070603638730393 7.094977378845215 False 4 2400 9.734 17.78 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False 7 3900 9.573 17.91 39416.26 0.9676119156100301 0.032133353628006095 -0.346829784961134 6.578985691070557 48565.242 0.9687455088264451 0.029009879450474955 -0.3846740457985868 6.678062438964844 False 7 4000 9.789 17.82 35256.164 0.9832425635962075 -0.008853518001849713 0.48129156105342075 5.017576217651367 67329.05 0.9832619001459499 -0.007996880990184734 0.4421750735183046 5.20060396194458 False 7 4100 9.68 17.94 34456.15 0.9683732958100583 0.036433738474738846 -0.24575551420881905 5.886510848999023 50821.98 0.9691420118676901 0.03436090862411934 -0.340749425774495 6.077739238739014 False 7 4200 9.741 17.64 30779.637 0.9714251261884052 0.031057343014282576 -0.048413498435282205 6.369781494140625 53071.664 0.972025256038488 0.029152044633108755 -0.17880647630271568 6.590992450714111 False 7 4300 9.599 17.88 56544.348 0.9762519905269205 0.00928938498993127 0.3502422844127185 5.501453876495361 53832.375 0.9768402689467066 0.007632902707658509 0.27354361394256627 5.728112697601318 False 8 4400 9.622 17.75 23304.139 0.9740597267710791 0.014823967532150938 -0.37438397236977716 6.086137294769287 66493.79 0.974489577956434 0.014814500928480762 -0.432530976420757 6.30231237411499 False 8 4500 9.62 17.95 29310.408 0.9781024411865026 0.01063721523201685 -0.45581311096707017 6.778716564178467 119137.25 0.9783591620284997 0.010978461440203488 -0.49621520961018506 7.0899739265441895 False 8 4600 9.697 18.02 18157.771 0.9734861418485243 0.014934744109719343 -0.4038812468982036 6.579320907592773 58895.598 0.9740817668770732 0.014756506629232563 -0.4648344838057005 6.873625755310059 False 8 4700 9.713 17.71 18349.354 0.96863796901435 0.03362350161567691 -0.4251054902474579 7.081782817840576 46035.105 0.9694202247881011 0.03165223920673191 -0.4738709400471251 7.423948764801025 False 8 4800 9.685 18.02 30281.924 0.9722571223222608 0.021030326086322538 -0.09659972661298352 5.796820163726807 59360.324 0.9728942107299846 0.020092507953796707 -0.215254946398749 6.027156829833984 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7.844794273376465 False 9 5400 9.649 17.76 18786.348 0.9677390141741731 0.03233299052772361 -0.4529675708375723 6.754298686981201 54234.945 0.9684362207077848 0.031083181090163937 -0.46277393812545686 7.012202739715576 False 10 5500 9.635 17.75 17565.838 0.9701185642429558 0.025165148149192157 -0.46048665335251127 10.991249084472656 72748.46 0.9707933674347989 0.024252452643760632 -0.48448815011827295 11.506479263305664 False