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 16.98 29.39 69757.35 inf -0.005659249263126762 -0.15967177088451218 231.528564453125 31174.602 inf -0.006171864982069238 -0.21467188758812353 229.53091430664062 True 0 100 29.46 15.46 6042.703 0.980688846725069 0.05832931385539438 -0.1662599994805391 8.008898735046387 3327.1982 0.9828296776512481 0.05629988162440216 -0.2113122723578756 6.843125343322754 True 1 200 35.11 15.65 5266.419 0.9690279977073845 0.09615447139788338 -0.11534753257368213 7.537799835205078 3169.9504 0.9738988046835172 0.07951896126356911 -0.16091356965180603 6.345006942749023 True 2 300 28.97 15.53 4904.9146 0.9676787991933559 0.10616211255475178 -0.2059564226819909 7.804741859436035 3072.4644 0.9735136985607559 0.08980494861949694 -0.25833756511079453 6.627232074737549 True 2 400 29.32 15.46 5965.0615 0.9672926255744034 0.08991044352830037 0.24668093957395262 7.370243072509766 3838.2837 0.9747664059087171 0.067116638131806 0.2763087803362198 6.180758953094482 False 3 500 28.65 15.49 5017.108 0.9658479665621441 0.11055430306562604 0.26147885241156194 7.164275169372559 3214.4287 0.9729585293469429 0.08836917728554586 0.28338614513608895 5.974015235900879 False 4 600 28.52 15.63 4563.5244 0.9651567362531023 0.10907457363952373 0.25893131105731815 7.0261359214782715 3047.105 0.972948864752683 0.08672593990238932 0.2800237210302313 5.824868202209473 True 5 700 29.03 15.97 4503.793 0.9602161406154354 0.12436786084570516 0.2589477949491318 7.050030708312988 3091.5386 0.9699612093653416 0.09891047406996831 0.27919628546676145 5.8638410568237305 False 5 800 28.78 15.58 4197.7744 0.9628817275465248 0.10585851500289957 0.2581645223425948 7.027275562286377 2998.3533 0.9722610460846819 0.0822429989233382 0.2806246926230672 5.8120598793029785 True 6 900 28.93 15.72 4504.3115 0.965454817840953 0.0852595010539166 0.2591905584099313 7.031281471252441 3190.237 0.9741875411362418 0.06638719188875203 0.2798666957789726 5.849907875061035 False 7 1000 28.57 15.95 3830.8284 0.9559183060104492 0.13352161903793866 0.2571800525140956 7.380685329437256 2971.5154 0.9688543848206957 0.0991368151409775 0.2760673031958385 6.232020854949951 False 7 1100 28.73 15.78 3957.1147 0.9622208127437408 0.1349696461843148 0.24979772750339072 7.407317638397217 3005.3875 0.9732911555855798 0.10069007340930408 0.27292114400403594 6.242020606994629 False 8 1200 28.54 15.6 3953.0679 0.9591617125156845 0.12366818366397433 0.2582347081841799 7.011904239654541 3072.7495 0.9726465846068517 0.08533200165917472 0.2803647312010548 5.819425106048584 False 9 1300 28.53 15.56 3717.8867 0.9559409291102413 0.14752135425867152 0.2606304045838879 7.208693504333496 3034.3372 0.9703582696667863 0.10598904902310423 0.2806823109345961 6.04994535446167 False 10 1400 28.47 15.53 3921.2761 0.9555287600718816 0.1249964999815797 0.2655384245774668 6.977541446685791 3039.4575 0.9712326755637938 0.0822058492744307 0.28204805798781096 5.784858703613281 False 10 1500 29.11 16.08 3441.8467 0.9450002586803126 0.15191916539092934 0.2607660256741673 6.953734397888184 2981.7678 0.9647030049619331 0.10405392008116449 0.28364346877689245 5.752132415771484 True 11 1600 29.09 15.68 3635.7761 0.9539369307425063 0.1365022206459252 0.2594349456449574 7.075501918792725 3025.6233 0.9713824645199148 0.08724570775765939 0.2814977568800893 5.902013778686523 False 12 1700 28.63 15.64 3711.254 0.9520107286488457 0.15422642159130967 0.26374610228238643 6.950222969055176 3049.194 0.9704766909220608 0.1024411619881415 0.2825811561298928 5.7580742835998535 False 13 1800 28.48 15.74 3667.8845 0.9440600347005764 0.15676421344111524 0.26301724636929275 6.953283309936523 3089.5327 0.9663675280802559 0.0990809020820483 0.27876984939984495 5.7839860916137695 False 13 1900 28.56 15.58 3306.5718 0.9421781734988405 0.1694042316817675 0.26067916793394746 6.960178852081299 3038.726 0.9662949538379978 0.10517171308152826 0.27910098774350844 5.782186031341553 False 14 2000 28.71 15.65 3786.5803 0.9385920644602134 0.17054969448640922 0.27203740514929786 7.071231365203857 3018.8462 0.9637517699217678 0.10631102058926913 0.28697920233244806 5.934266090393066 False 15 2100 28.5 15.61 3105.5618 0.9416205781218004 0.1693680035618929 0.26153638488966263 6.996821403503418 3037.1526 0.9659300159582627 0.10556006639428632 0.28396585462468477 5.8121867179870605 False 15 2200 28.75 15.51 3177.2693 0.9336244497205101 0.17719167742103362 0.2637609071153601 6.954931735992432 2995.2666 0.961060478674029 0.11081047593743462 0.2796897659709548 5.774168968200684 False 16 2300 28.78 15.62 3496.0496 0.941092257532283 0.1689049392364746 0.2680521647366812 6.977717876434326 2968.5164 0.9667890247029665 0.09447039627077336 0.28654338748257824 5.8130693435668945 True 17 2400 29.4 15.85 3201.764 0.9358375660977263 0.16916377234409394 0.27794977167472595 6.891642093658447 2959.8086 0.9625901122919018 0.10268185620891004 0.29079474113833387 5.725742816925049 True 18 2500 29.23 16.07 2982.783 0.9315538520252076 0.183794483973344 0.27669546069445144 6.89667272567749 2902.457 0.962942034011582 0.1054797469215118 0.288273564466105 5.748150825500488 True 18 2600 29.55 16.01 2900.2139 0.9323784679468848 0.1850701751588262 0.27855551888316166 6.9836883544921875 2905.3284 0.9636495492493438 0.10351862855564263 0.29148831561807725 5.852473258972168 False 19 2700 28.91 15.85 2996.5784 0.9314361188577621 0.18081334443159736 0.28069742817665366 7.034262657165527 2936.3735 0.9640384114418821 0.09724697856668565 0.2939631196778299 5.911867141723633 False 20 2800 28.98 15.97 3121.198 0.9286365006968381 0.19906274100977966 0.27946524841111814 6.876501083374023 2987.8245 0.9623935775064167 0.11289159977203032 0.29378102429064185 5.7159552574157715 False 21 2900 28.73 15.78 2849.792 0.9181479341604007 0.20942355989921552 0.28183602495774457 7.1807451248168945 3006.1663 0.9579587504219489 0.11672271974827259 0.29969860122971004 5.956295013427734 False 21 3000 28.9 15.95 2987.5422 0.9171176858286005 0.2158083148586021 0.2861668269126475 6.847683429718018 2907.8914 0.9591454904965399 0.11358566370322906 0.29661564409433006 5.705070972442627 False 22 3100 28.79 16.03 3349.9631 0.9237876438052292 0.20645616853234686 0.2966889317869965 6.81945276260376 2951.9543 0.9618447428034567 0.10821876218102866 0.3092665185551558 5.674623489379883 False 23 3200 28.86 15.9 2790.351 0.9159067056320129 0.21280439768709472 0.29413014679861943 6.89293909072876 2964.378 0.9592191102393932 0.10745807374718386 0.3053031835889337 5.718236446380615 False 23 3300 29.06 16.09 2658.8076 0.9197809771385558 0.22112555658501998 0.29576959399960423 6.880539417266846 2932.1992 0.9600039377986053 0.11856587462535534 0.30503204324605565 5.71290922164917 False 24 3400 28.9 15.91 2695.382 0.9108325388669297 0.2276957731713299 0.2988391392747843 6.839860916137695 2936.0847 0.9590328909266459 0.11082039252177499 0.3099678521482207 5.720426559448242 False 25 3500 28.92 15.67 2931.2834 0.9106746565618072 0.22418880080533024 0.30384792538590927 6.983792304992676 2985.4004 0.9563929321962847 0.11450662463996937 0.30746148071734897 5.917786121368408 False 26 3600 28.69 15.45 2787.9363 0.9175700059195611 0.21808090315376777 0.30722273493172486 6.998543739318848 2884.8223 0.9617057738937297 0.10237210281562764 0.30758952125998923 5.841041564941406 True 26 3700 29.31 15.59 2518.1316 0.9100451234698584 0.24249753719760309 0.316788416444506 6.719183444976807 2915.074 0.9590784716606284 0.11687310369277178 0.32110730469070015 5.61992073059082 False 27 3800 28.9 16.07 2570.7163 0.9112721370389854 0.23950880150192516 0.32071382377687774 6.879669189453125 2830.6484 0.9592620149903158 0.11384323098163973 0.31944779556402275 5.8284077644348145 True 28 3900 29.3 15.67 2744.4172 0.9001612109300638 0.24171822112462119 0.32200066048470616 7.014161586761475 2853.2341 0.956587852273057 0.1070124985398375 0.32280001859400986 5.842370510101318 False 28 4000 29.08 15.76 2804.3135 0.8990462251760358 0.25256159691413316 0.3248875105844749 6.696650981903076 2877.4375 0.9572293979449966 0.11446423990576463 0.32214702920983734 5.605400085449219 False 29 4100 28.4 15.95 2598.355 0.8960218438970169 0.2477178231716831 0.3065107363040469 6.758275032043457 2898.5752 0.9565860716967571 0.10447323198493542 0.30560230269790034 5.680440425872803 False 30 4200 28.84 16.01 2531.2227 0.8929688184784046 0.27138358796011114 0.3284795431228637 6.702707767486572 2854.615 0.9566749265850379 0.11642005242532942 0.3247617972596168 5.667006492614746 False 31 4300 28.91 15.97 2384.3398 0.900684682547961 0.25242641901029417 0.32738176973635613 7.129460334777832 2831.9146 0.9571684638711854 0.11088119715921345 0.3132430095700375 6.1554856300354 False 31 4400 28.83 15.74 2315.8887 0.8914214517695316 0.28039119963458964 0.32527424873737254 6.6879754066467285 2827.7058 0.958333390448398 0.11439457859486502 0.3158703050536457 5.652284622192383 True 32 4500 31.04 15.9 2438.8865 0.8805242753061805 0.2808541922634626 0.33674240739119166 6.646522521972656 2860.0032 0.954785991823918 0.10975946807729693 0.31952942218919905 5.628715991973877 False 33 4600 28.84 15.98 2513.1577 0.8771095661844789 0.2855342016487827 0.34179491166749054 6.616028785705566 2993.8098 0.9519064195894629 0.11578614271734645 0.32869999788599663 5.577233791351318 False 34 4700 28.79 15.56 2497.148 0.8794071849507987 0.29136915432046 0.34780776015814024 6.615464210510254 2936.602 0.9572333891430798 0.10879698311801848 0.3275601029083171 5.592177867889404 False 34 4800 29.11 15.49 2322.3794 0.8719948796387819 0.2910502702958854 0.3438579770620636 6.595380783081055 2937.8757 0.9552565336106599 0.10213175615066589 0.3260559121587154 5.592447280883789 False 35 4900 28.88 15.61 2281.9548 0.8769873887776488 0.28663392208623617 0.34600034010848096 6.725996971130371 2958.5496 0.9555364442387451 0.10576615409879048 0.3204810805982091 5.805046558380127 False 36 5000 28.91 15.89 2481.8184 0.8771984859485737 0.30148067696680525 0.35865637698496255 6.581212043762207 2910.1335 0.9563169399272636 0.10876262421128784 0.3415331308470154 5.588613510131836 False 36 5100 28.87 17.64 2312.6326 0.8808259876907626 0.29932929420546145 0.35616825206486025 6.628572463989258 2859.0217 0.9593035096189824 0.10297424649438511 0.34163545635318104 5.568343639373779 False 37 5200 28.92 15.99 2296.279 0.882542398345889 0.31027170270683174 0.35826946741904653 6.524606227874756 2878.386 0.9589239243340022 0.11330314256353911 0.34036104788135674 5.5657854080200195 False 38 5300 28.79 15.99 2299.9758 0.8614578347339732 0.33353392314552055 0.3621574945312795 6.996966361999512 2823.7634 0.9565138219767398 0.1156449116958245 0.33718850129037403 5.938668251037598 False 39 5400 28.49 15.59 2448.341 0.8561797118488965 0.3135071338370791 0.35546751510810903 6.563730716705322 3150.6047 0.9547416560701881 0.10002469965404762 0.3327942596627664 5.563586711883545 False 39 5500 28.92 15.93 2312.4707 0.8485027844261889 0.3282388615368887 0.36326620343512384 6.615133762359619 3088.0027 0.9509543436640829 0.10924345610086032 0.3342144200933306 5.707625865936279 False 40 5600 28.76 15.68 2122.2915 0.8438454561795193 0.3413517251506978 0.369386190536849 6.6382975578308105 3066.0405 0.9499454849478948 0.11243332330385655 0.34334006454086474 5.603011608123779 False 41 5700 28.63 15.64 2047.7002 0.8393687654598374 0.35001439713160865 0.3718660269916369 6.713034152984619 3024.291 0.9528149606625588 0.10791403628477736 0.3351625014466231 5.696822643280029 False