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 17.32 43.5 59769.05 inf -0.0017876653466947802 -0.26824767548748035 425.7613525390625 24928.244 0.995324176008406 -0.00346415818456447 -0.3062977816156097 431.8246765136719 True 0 100 29.44 33.15 5470.306 0.9882325446088841 0.04613063995798813 -0.24371860421620342 17.183900833129883 3130.8125 0.9890766841453523 0.046003363819987736 -0.24199397902070366 15.932312965393066 True 0 200 29.47 33.26 6041.3125 0.986639646450347 0.03550756498212906 -0.2721857474209623 15.027234077453613 3807.9763 0.9874686357463642 0.03414613805232276 -0.2639128853112041 13.837234497070312 False 1 300 30.67 33.23 6489.22 0.9836876153005417 0.041620358713363184 -0.2838014529052891 8.697595596313477 3700.4387 0.9859288814307448 0.03506802567823229 -0.27603153777678613 7.872262954711914 True 1 400 29.54 33.6 3998.606 0.9780239013604121 0.05739139995014638 -0.28851800982899656 6.927072525024414 2733.1897 0.9806673679895641 0.04909847401697325 -0.2856247774148714 6.405165672302246 True 1 500 29.11 32.78 3861.5386 0.9771842729154542 0.06920532120787423 -0.28967514299006425 6.727245330810547 2751.714 0.9797882945099374 0.06048515808381869 -0.2907519817921992 6.299066543579102 False 2 600 28.71 32.57 4054.0771 0.9789294228172241 0.05342189428359367 -0.21053983240613386 6.6419453620910645 2965.9084 0.982027553396814 0.0471171440679308 -0.1974014011178308 6.116676330566406 False 2 700 28.75 32.8 4228.979 0.9853432429931809 0.05908506000845424 -0.17774913113345747 12.256369590759277 2923.463 0.9865368879209531 0.05461275434239921 -0.1824758635277276 11.210099220275879 False 2 800 28.96 32.92 3701.8086 0.9776485746638064 0.0721083598854592 -0.2458884049262851 6.979656219482422 2825.6187 0.9792318499040913 0.06826474161273893 -0.24212317068506356 6.406301975250244 False 3 900 28.55 32.67 7888.929 0.9835976211110036 0.03789727618086421 -0.08505267227425149 9.872702598571777 5004.527 0.9844661561517405 0.03774518848154127 -0.0884024453387181 8.991042137145996 False 3 1000 29.01 33.55 6620.4146 0.9848236903524324 0.03716286092845815 -0.27099592427418795 7.16581916809082 4461.4097 0.9857150888962983 0.036908526636667174 -0.2895857259383172 6.556102275848389 False 3 1100 29.03 33.58 3194.2634 0.9719552348909797 0.0766761913096803 -0.27648888006907074 6.521071910858154 2733.9343 0.9752796319749196 0.07034941416907617 -0.29592696918211114 6.105201721191406 True 4 1200 28.25 32.92 3224.2324 0.9757940154086954 0.08064427793271679 0.045634459498393246 6.260334491729736 2717.9143 0.9790391837866096 0.0739499502000951 -0.01644634622639882 5.93436861038208 True 4 1300 29.2 32.57 3903.5786 0.9824272620125406 0.056046033099868595 -0.24971756825081842 9.276168823242188 2916.7537 0.985350522607893 0.04718448912602696 -0.22609865961996986 8.392130851745605 False 4 1400 28.82 33.56 3137.5806 0.9753320294917622 0.07239771909182802 -0.04160109858953845 6.45196533203125 2744.8682 0.9792055429984203 0.0639515350880265 -0.05334712371197482 5.977970123291016 False 5 1500 28.54 33.69 2992.9944 0.9720523977271712 0.08359292118668515 0.1553776197823574 6.566208362579346 2678.9229 0.9762796270110327 0.0751985712295149 0.12949925643341098 6.065879821777344 True 5 1600 29.04 33.63 2799.821 0.9708442745827542 0.08899243134543836 0.2488016766056529 5.990059852600098 2721.0776 0.9756602894780035 0.07968613396110513 0.23171800381846425 5.666433811187744 False 5 1700 28.75 33.24 3081.1523 0.9703199776469286 0.08831083301254918 0.26468912945997436 5.921999931335449 2720.227 0.9746051661725569 0.07918299184747468 0.24816125466144126 5.59721565246582 True 6 1800 30.64 33.72 2951.4263 0.9722742124529843 0.08721117078175583 0.2603294058895427 5.950923919677734 2866.1675 0.9765421244820013 0.07665872968247621 0.2521767658167263 5.591645240783691 False 6 1900 28.83 33.74 2898.4324 0.96971645394642 0.08225492124860748 0.2566704334800403 5.993229389190674 2992.2795 0.974363099421493 0.07003531492353283 0.25520333322463273 5.613004207611084 False 6 2000 28.81 32.87 4388.688 0.9798611047908202 0.05276643985642177 -0.26275987964948816 6.850481033325195 3379.2917 0.9833615055423327 0.04327662191178995 -0.24958251325352365 6.334142684936523 False 7 2100 28.75 33.7 2659.1748 0.9685701720062109 0.08789516964025319 0.2344513477422993 6.128833770751953 2726.3557 0.9743976353789763 0.07669761627263488 0.22224288006155152 5.842991352081299 False 7 2200 28.82 33.71 2467.609 0.9688858287139263 0.09396605037494474 0.21765983698927704 6.0654120445251465 2721.132 0.9750403732931305 0.08211798404530896 0.18522618389515985 5.767880439758301 False 7 2300 29.11 33.04 2503.0225 0.9641817469502107 0.09365510901170743 0.17949553916357125 6.19070291519165 2841.53 0.9706030016895226 0.07780486060049518 0.14987438990847562 5.80143928527832 False 8 2400 28.73 34.11 2441.8787 0.9675577792104957 0.09577610995248109 0.24642349805227495 6.226877689361572 2672.5715 0.9744417277608006 0.08186999738063643 0.21758699021202033 5.8062052726745605 True 8 2500 29.35 33.73 2570.5034 0.9646591274757704 0.09171587696584407 0.248664228660878 6.001729965209961 3067.187 0.9719304713401332 0.07328178050665499 0.21700155054404335 5.67939567565918 False 8 2600 29.08 33.38 2384.6272 0.9644811023379256 0.10064465317411173 0.26155144231086963 5.904811859130859 2848.7073 0.9726008330537245 0.08108811079592057 0.23858969023925464 5.577800750732422 False 9 2700 28.73 33.64 2450.8254 0.9639264769614819 0.10405789300454697 0.2673057923197557 5.913699150085449 2808.721 0.9725691359067442 0.0821746934871046 0.24586171020750697 5.567824840545654 False 9 2800 28.98 34.51 2446.2952 0.9656793838689849 0.09541770452268472 0.2618721487759894 5.872033596038818 2732.7815 0.9743491198872672 0.07622298176416116 0.23633194180212183 5.571792125701904 False 9 2900 29.13 33.65 2269.0088 0.9658755321066598 0.10769385514380855 0.2573651813774296 5.903472900390625 2733.378 0.9743537242743848 0.08781527567705331 0.2285276089792576 5.588444709777832 False 10 3000 28.69 33.61 2713.1907 0.9615054078369641 0.10529431155685266 0.25294108448606345 5.971916675567627 2626.4175 0.9713281470251827 0.08164408298061834 0.23392793704317177 5.7017717361450195 True 10 3100 29.2 32.51 2432.998 0.966092637632527 0.10403203407489793 0.26568683010630595 5.9702606201171875 2719.27 0.9740740340863563 0.08391171419521962 0.24397737143583526 5.609950542449951 False 10 3200 28.91 33.45 2369.7827 0.9629349402098297 0.10530035220521167 0.2811157376342388 5.78222131729126 2750.5698 0.9718743570379234 0.08423664660223693 0.2632834151099988 5.477569103240967 False 11 3300 28.81 32.8 2306.235 0.9623674864358258 0.11535317571517385 0.26632470934381514 5.884255886077881 2652.644 0.9716690088454374 0.09176764421816119 0.24051948570884607 5.562982559204102 False 11 3400 28.95 32.73 2330.587 0.9581097396142558 0.1168333928745506 0.2774518478378763 5.847621440887451 2676.3955 0.9690639834384389 0.09019131988713051 0.2504876957982524 5.59262228012085 False 11 3500 28.82 32.89 2535.1797 0.959079749672531 0.11356552221820458 0.2811883792166903 5.79055643081665 2738.2073 0.9695803169563751 0.08856211796855708 0.25749516773763725 5.5066142082214355 False 12 3600 28.87 32.83 2746.4995 0.9745220552325355 0.10190841072111421 0.2582900348146857 7.418271541595459 2791.4426 0.9802130221929043 0.07798317839987251 0.2178321432277213 6.840612411499023 False 12 3700 28.83 33.68 2464.2114 0.9627877734825231 0.11195614058710991 0.2758214155391481 5.827145576477051 2709.33 0.973416211645775 0.08384110174202136 0.25450864611319984 5.551385879516602 False 12 3800 29.0 32.65 2100.2896 0.9583296652390253 0.1207372469676581 0.28559486132613465 5.800085544586182 2602.193 0.969779328754552 0.09208991211315498 0.26399697133741773 5.495841026306152 True 13 3900 30.75 34.06 2176.8154 0.9560677486131088 0.12003173992625142 0.27489530337207313 5.897226333618164 2773.8906 0.9695718330280878 0.08852331186344038 0.25233104256418515 5.639247894287109 False 13 4000 29.06 33.65 2052.7974 0.9594210611284708 0.12380238015679583 0.2868836193577024 5.7796950340271 2691.79 0.9708819370210452 0.09284879972927801 0.2617034777000736 5.490071773529053 False 13 4100 29.04 32.9 2063.2166 0.9548736666535729 0.12973333818596458 0.2922899572631933 5.770811080932617 2567.1853 0.9690171343534855 0.09536879958807676 0.26698125073623125 5.485397815704346 True 14 4200 28.9 33.71 2054.5142 0.9534947879659474 0.12506535760721557 0.29551544892185 5.766776084899902 2625.52 0.9672607819345881 0.09206277253040503 0.2709314994828457 5.508957862854004 False 14 4300 29.03 33.09 2056.0447 0.9579374331061401 0.12543471378659074 0.286160151660861 5.80217170715332 2628.996 0.9713753647222036 0.09005634229224004 0.2579689244152248 5.528666973114014 False 15 4400 28.67 32.91 1978.8864 0.95060485520355 0.12898354766120015 0.2971510310551321 5.926823139190674 2694.6726 0.9654534143166426 0.09115170101829975 0.27187099849763496 5.598515033721924 False 15 4500 28.8 32.63 2107.616 0.9570290543808389 0.126395942054309 0.2949560143833414 5.7359938621521 2603.5847 0.9703481587863936 0.09186743437530788 0.2712690604237215 5.464439392089844 False 15 4600 29.01 32.91 2015.653 0.9517620636871267 0.1340207650431794 0.29702997947298765 5.74664831161499 2659.2166 0.9678354635206605 0.0942716468911347 0.2712142749888989 5.465578556060791 False 16 4700 28.88 33.66 2063.5583 0.9509371997518836 0.13654153181445314 0.3046907345970471 5.736252784729004 2670.7146 0.96750817786917 0.09453288980518956 0.2781577951268631 5.463228702545166 False 16 4800 28.95 33.61 1985.4585 0.9544978122522334 0.13796731570169235 0.3000252218346652 5.825057506561279 2571.8284 0.9706168149146359 0.09480229517825058 0.27535968587481924 5.586183071136475 False 16 4900 28.72 32.6 2077.8757 0.9522229109804098 0.13119725855796496 0.2971943049131824 5.725553512573242 2598.8992 0.9680911716592367 0.09137516629641952 0.27143670889671173 5.447324275970459 False 17 5000 28.79 32.59 2038.9755 0.9526807445449579 0.13798269855737796 0.30675265110648364 5.69028902053833 2623.9385 0.9690074117242624 0.09414392264014852 0.2814951298379404 5.415026664733887 False 17 5100 29.1 32.57 2100.437 0.9523056954707552 0.13992830089619965 0.30538955694382364 5.860509872436523 2559.3062 0.9675235995571047 0.09786629518685717 0.2799395433059921 5.5359296798706055 True 17 5200 29.48 32.53 1967.2466 0.9516209404722615 0.1362159605393598 0.30736807436268704 5.6968464851379395 2556.196 0.9691723487326276 0.09025389673387839 0.2764689734317579 5.438741207122803 True 18 5300 28.91 32.57 1902.3397 0.9570822705149329 0.13801211353224221 0.31103252480640925 5.79230260848999 2504.1746 0.9713326568671985 0.09627690416158026 0.27694225735262223 5.500058650970459 True 18 5400 29.25 32.55 1799.4655 0.9448762201786965 0.14293048613116063 0.3149768969212268 5.6498942375183105 2591.7383 0.9639771990663192 0.09436431177090587 0.2881428439884967 5.401315212249756 False 18 5500 28.9 32.57 1851.4915 0.9538435591728734 0.14458941109548157 0.30784531777969254 5.840085983276367 2611.3228 0.9700631740633757 0.09652972607083558 0.27482411947915864 5.534317970275879 False 19 5600 28.69 32.83 1932.0094 0.9482895017733044 0.13781380886681782 0.32007536456841307 5.638198375701904 2610.2134 0.9684047296098648 0.08718876767288052 0.29287735909765705 5.376416206359863 False 19 5700 28.92 32.83 1790.4275 0.9474456176292329 0.14704474488563493 0.31073301274873205 5.674370765686035 2581.1094 0.9660510342280838 0.09920646225792222 0.2777942824460444 5.4332966804504395 False 19 5800 28.93 32.57 1711.1855 0.9461207924724366 0.14822466907182583 0.3206038848311551 5.640859603881836 2571.1826 0.9660337570002205 0.09532855095854356 0.2933988315756168 5.379047870635986 False 20 5900 28.73 32.6 1802.873 0.9454729298198578 0.15097254900441542 0.31423544651532537 5.708796977996826 2517.2185 0.9654439935368887 0.09872619337214479 0.2853908305470989 5.477157115936279 False 20 6000 29.07 32.59 2039.7268 0.944960387659578 0.14922527298642208 0.326276750850555 5.621939659118652 2590.2773 0.9672837354519539 0.09068100310120668 0.2988065526170614 5.361259460449219 False 20 6100 29.07 32.62 1912.9777 0.9600804324069643 0.14767925633666504 0.3253415321848145 5.724328994750977 2534.767 0.974396759931501 0.09692907188347136 0.30299389169802876 5.426760196685791 False 21 6200 28.82 32.56 1646.6056 0.9471721423931099 0.1544588361328789 0.33195996014581636 5.608295917510986 2471.219 0.9684148114588643 0.09717256691933122 0.3031766576502648 5.346867561340332 True 21 6300 30.97 32.91 1770.621 0.9500697510832878 0.15857795576255967 0.3365978601893292 5.681989669799805 2617.4297 0.9704743093406788 0.09772995100176864 0.3049357587155539 5.40114688873291 False 21 6400 29.07 32.53 2016.701 0.938307374195386 0.1457463488908656 0.33107722565520975 5.6393208503723145 2523.9097 0.9634620997015302 0.08538488153985821 0.30125145310307005 5.407318592071533 False 22 6500 28.83 32.55 1675.6992 0.9450477287726651 0.15951088590647763 0.3310607115044854 5.609150409698486 2417.341 0.9673397830181613 0.09997850903230673 0.30435772692759977 5.35439395904541 True 22 6600 29.44 32.69 1672.6178 0.9376444683478111 0.15386515917524332 0.3372148935388273 5.670627593994141 2510.469 0.9623504651902487 0.09610134001336068 0.30988349627773354 5.447902202606201 False 22 6700 29.08 32.55 1600.3687 0.9383950727178825 0.16621986240029696 0.3407361193401473 5.588539123535156 2361.1255 0.9649473291554942 0.09961365797000918 0.3091932440719787 5.369643211364746 True 23 6800 29.23 32.6 1673.6947 0.9468516454457206 0.16744102988194928 0.3485263477103924 5.566800594329834 2410.6174 0.9688538022365784 0.10418166263346289 0.32188647324459596 5.309458255767822 False 23 6900 29.07 32.58 1679.8135 0.9408709569442156 0.17359653015437748 0.3617329872112044 5.518503189086914 2544.6765 0.9663044100239127 0.10337007175869822 0.32574927451716046 5.297132968902588 False 23 7000 29.07 32.58 1599.2251 0.9376527391177458 0.17339488300926306 0.3560975807752773 5.496153354644775 2447.4216 0.9640086029292312 0.10229212129583277 0.3280775826979877 5.262144565582275 False 24 7100 28.8 32.59 1630.4529 0.9364510896070221 0.17557825420156323 0.3647751637100302 5.457786560058594 2397.812 0.9664066486956048 0.09752827257861518 0.33222434626382263 5.23341703414917 False 24 7200 28.97 32.53 1694.67 0.9290113179803884 0.1819951094617086 0.3627942799488056 5.44890022277832 2508.294 0.9616760276323149 0.10238467917900408 0.3265303224209179 5.261338710784912 False 24 7300 29.06 32.56 1808.9896 0.9336158664931481 0.17812038285360302 0.3614366329441451 5.58193302154541 2369.41 0.9642925202169135 0.09978502972515346 0.32939592059171935 5.375541687011719 False 25 7400 28.8 32.57 1864.9287 0.9496847563058489 0.1719672546524519 0.3561378431112666 5.531677722930908 2491.8027 0.9710170448854438 0.10029776838290319 0.3191020916492759 5.296994686126709 False 25 7500 29.02 32.56 1643.7817 0.9425174757788974 0.17638879027599627 0.3674004931854674 5.505631923675537 2421.403 0.9678939917925478 0.10203675375670015 0.3343119531324085 5.269433975219727 False 25 7600 29.01 32.56 1693.9558 0.9246173905023392 0.18720083980369998 0.3670031179723904 5.4601335525512695 2525.0557 0.9620920529143986 0.10040446018990724 0.33231763633490413 5.300393581390381 False 26 7700 28.8 32.55 1432.9484 0.9305984224894482 0.18426113378576084 0.38160373871257486 5.613644123077393 2424.16 0.9650393248055581 0.09669999996723971 0.34908867797407833 5.338326454162598 False 26 7800 29.04 32.55 1491.9037 0.9230280596242694 0.1883824715219029 0.3713441146866121 5.843777656555176 2506.4158 0.9613885264669384 0.09609565704293752 0.33906262114798374 5.571465015411377 False 26 7900 29.05 32.58 1619.0134 0.9430740717987617 0.18845591526526562 0.37894225910980217 5.5016984939575195 2437.4658 0.9695418659552083 0.10071046607587279 0.339651166544182 5.287862300872803 False 27 8000 28.74 32.81 1593.4724 0.9280514763607108 0.19016770815180964 0.38696640708157864 5.363556385040283 2467.1213 0.9643588711094855 0.09982914608940749 0.34979545728821626 5.164623260498047 False 27 8100 28.85 32.92 1747.6398 0.9175556738845967 0.19322514572355218 0.3725345748202097 5.40570068359375 2328.8848 0.9578679520787242 0.09809130727636184 0.3280846171613058 5.264190196990967 True 27 8200 29.46 32.56 1550.0554 0.9216317932894067 0.20426519619680977 0.39147921219038295 5.406471252441406 2407.8193 0.9619046812044675 0.10360980929032791 0.34801164051316835 5.21741247177124 False 28 8300 28.67 32.53 1508.7136 0.922905121164723 0.20565179624747051 0.4076334886231186 5.32218599319458 2404.1282 0.9636809766719904 0.10137289344099698 0.3650574678243465 5.158871650695801 False 28 8400 28.91 32.54 1589.3685 0.9372260004437472 0.18809682601039288 0.40521903047038343 5.429275989532471 2483.7798 0.9665294623963351 0.09969092312389584 0.373635813493554 5.207305908203125 False 29 8500 28.71 32.53 1716.962 0.9222153156530941 0.20567555766907109 0.38981632036982394 5.588040828704834 2397.2937 0.9624919490928274 0.10264441060975502 0.34957930367018447 5.442386627197266 False 29 8600 29.03 32.55 1450.4086 0.9307856111886774 0.2044754037975732 0.40344321372396935 5.517484664916992 2456.5173 0.9666460382674071 0.09714735961914636 0.3656317128315642 5.288999557495117 False 29 8700 29.05 32.56 1420.7301 0.9183830826093443 0.21491753074331366 0.4043628434745543 5.31002950668335 2377.0586 0.9632016624150089 0.09966949848388766 0.35225389989339817 5.164462566375732 False 30 8800 28.67 32.55 1582.2595 0.9263531949651754 0.2008171869549758 0.40540542441599914 5.533349990844727 2564.4922 0.965192327635258 0.09632451255845105 0.36588967664572586 5.308474540710449 False 30 8900 28.89 32.66 1630.6073 0.9272400018522469 0.21466032943131022 0.4242131871034281 5.355203628540039 2405.4248 0.9669615633425308 0.09990260862349572 0.36799121259627876 5.196104049682617 False 30 9000 28.9 32.53 1580.6764 0.9462367906668039 0.20589500986095777 0.4055588653719305 5.369728088378906 2459.6848 0.9734887799643358 0.10015034805492087 0.35544044624273047 5.198134899139404 False 31 9100 28.69 32.56 1366.1895 0.9145596898273566 0.2164434108638717 0.40097170169352997 5.3332390785217285 2356.9565 0.9614684263052595 0.09647196098756441 0.3529228237153424 5.234286308288574 False 31 9200 28.92 32.67 1407.6105 0.9144647880264346 0.22446848115133686 0.4308140978686927 5.3180365562438965 2303.8972 0.9631285261625866 0.09772562955206654 0.3793595019481438 5.220612049102783 True 31 9300 32.08 32.69 1330.5581 0.9163919873643782 0.2318813150590333 0.4243213951083059 5.3338494300842285 2466.7617 0.9646673234159862 0.09943524973518676 0.3680666766171832 5.2125043869018555 False 32 9400 28.8 32.65 1313.014 0.910567025395172 0.235151999983076 0.42968675227570857 5.253340721130371 2419.0303 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