{
  "vanilla": {
    "4": [
      {
        "epoch": 1,
        "train_loss": 4.357881842498779,
        "train_acc": 0.09446,
        "test_loss": 3.5281315925598142,
        "test_acc": 0.1727,
        "lyapunov": null,
        "grad_norm": 6.340097491169349,
        "grad_max_sv": 4.973841696977615,
        "grad_min_sv": 1.1637189214486199e-07,
        "grad_condition": 49820869.21311478,
        "lr": 0.0009998903417374227,
        "time_sec": 17.58898615837097
      },
      {
        "epoch": 2,
        "train_loss": 3.5162495974731445,
        "train_acc": 0.18166,
        "test_loss": 3.361986777496338,
        "test_acc": 0.2212,
        "lyapunov": null,
        "grad_norm": 4.547965644035686,
        "grad_max_sv": 3.3173387169837953,
        "grad_min_sv": 8.365211060512578e-08,
        "grad_condition": 74579242.00846244,
        "lr": 0.0009995614150494292,
        "time_sec": 15.70747685432434
      },
      {
        "epoch": 3,
        "train_loss": 3.049772911834717,
        "train_acc": 0.25444,
        "test_loss": 2.928312567138672,
        "test_acc": 0.2881,
        "lyapunov": null,
        "grad_norm": 3.571965368749656,
        "grad_max_sv": 2.4133509695529938,
        "grad_min_sv": 6.657408836430179e-08,
        "grad_condition": 49614137.32958214,
        "lr": 0.0009990133642141358,
        "time_sec": 15.519535303115845
      },
      {
        "epoch": 4,
        "train_loss": 2.724564817428589,
        "train_acc": 0.31436,
        "test_loss": 2.6733072105407714,
        "test_acc": 0.331,
        "lyapunov": null,
        "grad_norm": 2.9818986561503382,
        "grad_max_sv": 1.8422472059726716,
        "grad_min_sv": 5.5166534979056436e-08,
        "grad_condition": 46971156.93483184,
        "lr": 0.0009982464296247522,
        "time_sec": 15.458869457244873
      },
      {
        "epoch": 5,
        "train_loss": 2.501728704910278,
        "train_acc": 0.35702,
        "test_loss": 2.674536157989502,
        "test_acc": 0.3431,
        "lyapunov": null,
        "grad_norm": 2.6380344213218527,
        "grad_max_sv": 1.605541154742241,
        "grad_min_sv": 5.005898049068036e-08,
        "grad_condition": 177063609.4994608,
        "lr": 0.0009972609476841367,
        "time_sec": 15.46523928642273
      },
      {
        "epoch": 6,
        "train_loss": 2.322341884765625,
        "train_acc": 0.39588,
        "test_loss": 2.440810569000244,
        "test_acc": 0.3786,
        "lyapunov": null,
        "grad_norm": 2.4046357640712968,
        "grad_max_sv": 1.3473579943180085,
        "grad_min_sv": 4.569443099143589e-08,
        "grad_condition": 315579058.91849506,
        "lr": 0.000996057350657239,
        "time_sec": 15.45302700996399
      },
      {
        "epoch": 7,
        "train_loss": 2.1792964128112793,
        "train_acc": 0.42468,
        "test_loss": 3.6083086921691896,
        "test_acc": 0.2555,
        "lyapunov": null,
        "grad_norm": 2.2401065243050575,
        "grad_max_sv": 1.250352716445923,
        "grad_min_sv": 4.339612316023311e-08,
        "grad_condition": 110140464.91678305,
        "lr": 0.000994636166481494,
        "time_sec": 15.459157943725586
      },
      {
        "epoch": 8,
        "train_loss": 2.06442552192688,
        "train_acc": 0.4489,
        "test_loss": 2.2239890716552733,
        "test_acc": 0.4291,
        "lyapunov": null,
        "grad_norm": 2.1012594692428856,
        "grad_max_sv": 1.1558537915349008,
        "grad_min_sv": 4.060080087131546e-08,
        "grad_condition": 62897451.54566701,
        "lr": 0.0009929980185352525,
        "time_sec": 15.45511507987976
      },
      {
        "epoch": 9,
        "train_loss": 1.9475363119125366,
        "train_acc": 0.47542,
        "test_loss": 2.2026602458953857,
        "test_acc": 0.4287,
        "lyapunov": null,
        "grad_norm": 1.9715615750533326,
        "grad_max_sv": 1.032596978545189,
        "grad_min_sv": 3.794599175710456e-08,
        "grad_condition": 65058485.034411274,
        "lr": 0.0009911436253643444,
        "time_sec": 15.45013976097107
      },
      {
        "epoch": 10,
        "train_loss": 1.8557951174163818,
        "train_acc": 0.49814,
        "test_loss": 2.1774634853363035,
        "test_acc": 0.4362,
        "lyapunov": null,
        "grad_norm": 1.8504614407647018,
        "grad_max_sv": 0.9416742533445358,
        "grad_min_sv": 3.512936608274231e-08,
        "grad_condition": 46677459.72355051,
        "lr": 0.0009890738003669028,
        "time_sec": 15.440587997436523
      },
      {
        "epoch": 11,
        "train_loss": 1.763924418334961,
        "train_acc": 0.5187,
        "test_loss": 2.4288942903518675,
        "test_acc": 0.4051,
        "lyapunov": null,
        "grad_norm": 1.7822208884902826,
        "grad_max_sv": 0.9033506259322166,
        "grad_min_sv": 3.467363161036019e-08,
        "grad_condition": 30024832.372439463,
        "lr": 0.00098678945143658,
        "time_sec": 15.469273567199707
      },
      {
        "epoch": 12,
        "train_loss": 1.6992105947494507,
        "train_acc": 0.53384,
        "test_loss": 2.3932419761657715,
        "test_acc": 0.4169,
        "lyapunov": null,
        "grad_norm": 1.6908902602895592,
        "grad_max_sv": 0.8336813643574714,
        "grad_min_sv": 3.225944931739555e-08,
        "grad_condition": 38720407.501370475,
        "lr": 0.0009842915805643154,
        "time_sec": 15.462818622589111
      },
      {
        "epoch": 13,
        "train_loss": 1.6412196295166015,
        "train_acc": 0.54614,
        "test_loss": 2.303184538459778,
        "test_acc": 0.4269,
        "lyapunov": null,
        "grad_norm": 1.6321649042964204,
        "grad_max_sv": 0.7801442697644234,
        "grad_min_sv": 3.083002481085728e-08,
        "grad_condition": 35858025.435112044,
        "lr": 0.000981581283398829,
        "time_sec": 15.466039419174194
      },
      {
        "epoch": 14,
        "train_loss": 1.5800055722045898,
        "train_acc": 0.56072,
        "test_loss": 2.34448659324646,
        "test_acc": 0.4166,
        "lyapunov": null,
        "grad_norm": 1.5709541615646672,
        "grad_max_sv": 0.7645063757896423,
        "grad_min_sv": 3.010382080819579e-08,
        "grad_condition": 425485709.2107061,
        "lr": 0.0009786597487660333,
        "time_sec": 15.457959175109863
      },
      {
        "epoch": 15,
        "train_loss": 1.522832469100952,
        "train_acc": 0.5756,
        "test_loss": 2.018679809951782,
        "test_acc": 0.4728,
        "lyapunov": null,
        "grad_norm": 1.516521779058338,
        "grad_max_sv": 0.7272973746061325,
        "grad_min_sv": 2.8604062869697076e-08,
        "grad_condition": 94477206.12080687,
        "lr": 0.0009755282581475766,
        "time_sec": 15.45545220375061
      },
      {
        "epoch": 16,
        "train_loss": 1.4677007636260986,
        "train_acc": 0.58764,
        "test_loss": 1.9565035533905029,
        "test_acc": 0.4933,
        "lyapunov": null,
        "grad_norm": 1.453059249026843,
        "grad_max_sv": 0.67758848965168,
        "grad_min_sv": 2.7189674285665878e-08,
        "grad_condition": 55305058.773309946,
        "lr": 0.0009721881851187403,
        "time_sec": 15.498552322387695
      },
      {
        "epoch": 17,
        "train_loss": 1.4236618344116212,
        "train_acc": 0.59808,
        "test_loss": 1.8643951223373414,
        "test_acc": 0.5109,
        "lyapunov": null,
        "grad_norm": 1.4131743339238467,
        "grad_max_sv": 0.6649302154779434,
        "grad_min_sv": 2.678126555383242e-08,
        "grad_condition": 54799789.840084136,
        "lr": 0.0009686409947459456,
        "time_sec": 15.623136520385742
      },
      {
        "epoch": 18,
        "train_loss": 1.3931309001159669,
        "train_acc": 0.60628,
        "test_loss": 1.9086449605941773,
        "test_acc": 0.5161,
        "lyapunov": null,
        "grad_norm": 1.3774038135699718,
        "grad_max_sv": 0.6381687998771668,
        "grad_min_sv": 2.581961362491114e-08,
        "grad_condition": 53150613.95565927,
        "lr": 0.0009648882429441254,
        "time_sec": 16.356106758117676
      },
      {
        "epoch": 19,
        "train_loss": 1.332000114517212,
        "train_acc": 0.61976,
        "test_loss": 1.9447854751586915,
        "test_acc": 0.4998,
        "lyapunov": null,
        "grad_norm": 1.3339422136321473,
        "grad_max_sv": 0.6115798369050026,
        "grad_min_sv": 2.4986909905738708e-08,
        "grad_condition": 76361025.08562623,
        "lr": 0.00096093157579425,
        "time_sec": 15.486042737960815
      },
      {
        "epoch": 20,
        "train_loss": 1.2998398171234131,
        "train_acc": 0.62884,
        "test_loss": 1.9578068918228149,
        "test_acc": 0.499,
        "lyapunov": null,
        "grad_norm": 1.3044281680786607,
        "grad_max_sv": 0.5868817433714867,
        "grad_min_sv": 2.460346111539738e-08,
        "grad_condition": 1416469832.4203677,
        "lr": 0.0009567727288213001,
        "time_sec": 15.45453691482544
      },
      {
        "epoch": 21,
        "train_loss": 1.266195481147766,
        "train_acc": 0.63696,
        "test_loss": 2.05823407535553,
        "test_acc": 0.4838,
        "lyapunov": null,
        "grad_norm": 1.2726472953754493,
        "grad_max_sv": 0.5784675382077694,
        "grad_min_sv": 2.384093428370315e-08,
        "grad_condition": 156182020.27727562,
        "lr": 0.0009524135262330095,
        "time_sec": 15.506311893463135
      },
      {
        "epoch": 22,
        "train_loss": 1.2384513986587524,
        "train_acc": 0.64552,
        "test_loss": 1.9120031692504882,
        "test_acc": 0.5172,
        "lyapunov": null,
        "grad_norm": 1.252497757690001,
        "grad_max_sv": 0.5717031776905059,
        "grad_min_sv": 2.3619134396912768e-08,
        "grad_condition": 67519805.29707912,
        "lr": 0.0009478558801197061,
        "time_sec": 15.47418475151062
      },
      {
        "epoch": 23,
        "train_loss": 1.1993658528137208,
        "train_acc": 0.65306,
        "test_loss": 1.7887667993545533,
        "test_acc": 0.5382,
        "lyapunov": null,
        "grad_norm": 1.2275759420533918,
        "grad_max_sv": 0.5570299223065376,
        "grad_min_sv": 2.2936629940836784e-08,
        "grad_condition": 165671008.87666664,
        "lr": 0.000943101789615607,
        "time_sec": 15.476239204406738
      },
      {
        "epoch": 24,
        "train_loss": 1.1695793395996095,
        "train_acc": 0.66222,
        "test_loss": 1.9164223749160767,
        "test_acc": 0.5069,
        "lyapunov": null,
        "grad_norm": 1.19558806415952,
        "grad_max_sv": 0.5234090469777584,
        "grad_min_sv": 2.2025900239808215e-08,
        "grad_condition": 38525149.552328385,
        "lr": 0.0009381533400219313,
        "time_sec": 15.470394372940063
      },
      {
        "epoch": 25,
        "train_loss": 1.1371285773468018,
        "train_acc": 0.66864,
        "test_loss": 1.9049333578109742,
        "test_acc": 0.5198,
        "lyapunov": null,
        "grad_norm": 1.1691991255738516,
        "grad_max_sv": 0.5114153914153576,
        "grad_min_sv": 2.1633911190255262e-08,
        "grad_condition": 40420362.43580131,
        "lr": 0.0009330127018922189,
        "time_sec": 15.475921392440796
      },
      {
        "epoch": 26,
        "train_loss": 1.0984287197875977,
        "train_acc": 0.67622,
        "test_loss": 1.9236036626815796,
        "test_acc": 0.5105,
        "lyapunov": null,
        "grad_norm": 1.1491919288876447,
        "grad_max_sv": 0.5075508892536164,
        "grad_min_sv": 2.156528700753002e-08,
        "grad_condition": 52800149.44483626,
        "lr": 0.000927682130080253,
        "time_sec": 15.560164213180542
      },
      {
        "epoch": 27,
        "train_loss": 1.085814157333374,
        "train_acc": 0.68168,
        "test_loss": 1.854748671913147,
        "test_acc": 0.5303,
        "lyapunov": null,
        "grad_norm": 1.132642015283084,
        "grad_max_sv": 0.5079298578202724,
        "grad_min_sv": 2.0747377492413844e-08,
        "grad_condition": 40886114.03567152,
        "lr": 0.0009221639627510072,
        "time_sec": 15.515005350112915
      },
      {
        "epoch": 28,
        "train_loss": 1.0481378091812135,
        "train_acc": 0.6919,
        "test_loss": 1.787252332687378,
        "test_acc": 0.5447,
        "lyapunov": null,
        "grad_norm": 1.1084077878736969,
        "grad_max_sv": 0.48980700969696045,
        "grad_min_sv": 2.03924750370732e-08,
        "grad_condition": 144667188.87541157,
        "lr": 0.0009164606203550494,
        "time_sec": 15.477014064788818
      },
      {
        "epoch": 29,
        "train_loss": 1.0372727437210083,
        "train_acc": 0.6921,
        "test_loss": 1.8922377561569215,
        "test_acc": 0.5273,
        "lyapunov": null,
        "grad_norm": 1.0954714543743995,
        "grad_max_sv": 0.4976396970450878,
        "grad_min_sv": 2.0566780979669463e-08,
        "grad_condition": 42633949.37567282,
        "lr": 0.0009105746045668516,
        "time_sec": 15.492783546447754
      },
      {
        "epoch": 30,
        "train_loss": 0.9987185321426392,
        "train_acc": 0.70062,
        "test_loss": 1.8061668651580811,
        "test_acc": 0.5499,
        "lyapunov": null,
        "grad_norm": 1.0825800954246438,
        "grad_max_sv": 0.47690314128994943,
        "grad_min_sv": 2.0063227677488694e-08,
        "grad_condition": 114878509.5913475,
        "lr": 0.0009045084971874733,
        "time_sec": 15.465651512145996
      },
      {
        "epoch": 31,
        "train_loss": 0.9715755378532409,
        "train_acc": 0.71128,
        "test_loss": 2.5642683250427245,
        "test_acc": 0.434,
        "lyapunov": null,
        "grad_norm": 1.0638185111036047,
        "grad_max_sv": 0.46563360542058946,
        "grad_min_sv": 1.9753409723904936e-08,
        "grad_condition": 54475045.10178232,
        "lr": 0.0008982649590120977,
        "time_sec": 15.514770984649658
      },
      {
        "epoch": 32,
        "train_loss": 0.9588010568237305,
        "train_acc": 0.71496,
        "test_loss": 2.0556532321929932,
        "test_acc": 0.5074,
        "lyapunov": null,
        "grad_norm": 1.0445708403852423,
        "grad_max_sv": 0.4599720284342766,
        "grad_min_sv": 1.917516104857353e-08,
        "grad_condition": 71151837.22383483,
        "lr": 0.0008918467286629196,
        "time_sec": 15.503283977508545
      },
      {
        "epoch": 33,
        "train_loss": 0.93256760181427,
        "train_acc": 0.72162,
        "test_loss": 1.751899316596985,
        "test_acc": 0.5538,
        "lyapunov": null,
        "grad_norm": 1.0334590332592064,
        "grad_max_sv": 0.4484298422932625,
        "grad_min_sv": 1.938236048604214e-08,
        "grad_condition": 38422022.12695898,
        "lr": 0.0008852566213878943,
        "time_sec": 15.474556922912598
      },
      {
        "epoch": 34,
        "train_loss": 0.9141502959060669,
        "train_acc": 0.72538,
        "test_loss": 1.8125969528198242,
        "test_acc": 0.5461,
        "lyapunov": null,
        "grad_norm": 1.020200863648912,
        "grad_max_sv": 0.44143804982304574,
        "grad_min_sv": 1.856398942207127e-08,
        "grad_condition": 117935929.65389478,
        "lr": 0.000878497527825878,
        "time_sec": 15.485417366027832
      },
      {
        "epoch": 35,
        "train_loss": 0.8939477145385742,
        "train_acc": 0.72998,
        "test_loss": 1.8124234422683716,
        "test_acc": 0.5558,
        "lyapunov": null,
        "grad_norm": 1.0031609444634824,
        "grad_max_sv": 0.4364132799208164,
        "grad_min_sv": 1.819760966359496e-08,
        "grad_condition": 38733067.30472837,
        "lr": 0.000871572412738697,
        "time_sec": 15.474757432937622
      },
      {
        "epoch": 36,
        "train_loss": 0.8783849499893188,
        "train_acc": 0.7375,
        "test_loss": 2.0318579233169554,
        "test_acc": 0.5215,
        "lyapunov": null,
        "grad_norm": 0.993071712133669,
        "grad_max_sv": 0.4357504576444626,
        "grad_min_sv": 1.8338578772203463e-08,
        "grad_condition": 66584075.59983899,
        "lr": 0.0008644843137107055,
        "time_sec": 15.47328805923462
      },
      {
        "epoch": 37,
        "train_loss": 0.8544786010742188,
        "train_acc": 0.74252,
        "test_loss": 1.7350282289505006,
        "test_acc": 0.5703,
        "lyapunov": null,
        "grad_norm": 0.9779352878833807,
        "grad_max_sv": 0.42835590019822123,
        "grad_min_sv": 1.7869282904758865e-08,
        "grad_condition": 39240168.34852584,
        "lr": 0.0008572363398164014,
        "time_sec": 15.479693412780762
      },
      {
        "epoch": 38,
        "train_loss": 0.8369656467819214,
        "train_acc": 0.7451,
        "test_loss": 1.8668952745437621,
        "test_acc": 0.545,
        "lyapunov": null,
        "grad_norm": 0.9729051326605097,
        "grad_max_sv": 0.42709693908691404,
        "grad_min_sv": 1.8001504511339085e-08,
        "grad_condition": 69145831.04846993,
        "lr": 0.0008498316702566826,
        "time_sec": 15.467434167861938
      },
      {
        "epoch": 39,
        "train_loss": 0.8145392098999024,
        "train_acc": 0.75306,
        "test_loss": 1.8897558479309082,
        "test_acc": 0.5503,
        "lyapunov": null,
        "grad_norm": 0.9541931051989594,
        "grad_max_sv": 0.4177068963646889,
        "grad_min_sv": 1.733705095180449e-08,
        "grad_condition": 47970887.65811751,
        "lr": 0.0008422735529643442,
        "time_sec": 15.485415935516357
      },
      {
        "epoch": 40,
        "train_loss": 0.807158277015686,
        "train_acc": 0.75318,
        "test_loss": 1.9477338481903077,
        "test_acc": 0.5448,
        "lyapunov": null,
        "grad_norm": 0.954786311576214,
        "grad_max_sv": 0.4165697038173676,
        "grad_min_sv": 1.7467571476748044e-08,
        "grad_condition": 71184092.08959822,
        "lr": 0.0008345653031794289,
        "time_sec": 15.485467195510864
      },
      {
        "epoch": 41,
        "train_loss": 0.7800393992233277,
        "train_acc": 0.76146,
        "test_loss": 1.8521117683410644,
        "test_acc": 0.558,
        "lyapunov": null,
        "grad_norm": 0.9354361850547955,
        "grad_max_sv": 0.39634769782423973,
        "grad_min_sv": 1.7005577766619763e-08,
        "grad_condition": 138342469.93119007,
        "lr": 0.0008267103019950526,
        "time_sec": 15.47174334526062
      },
      {
        "epoch": 42,
        "train_loss": 0.7673079490661621,
        "train_acc": 0.76286,
        "test_loss": 1.7608818145751952,
        "test_acc": 0.577,
        "lyapunov": null,
        "grad_norm": 0.9379451954941195,
        "grad_max_sv": 0.4147824175655842,
        "grad_min_sv": 1.7161911683612197e-08,
        "grad_condition": 393263932.238869,
        "lr": 0.0008187119948743447,
        "time_sec": 15.480841875076294
      },
      {
        "epoch": 43,
        "train_loss": 0.7557721022987366,
        "train_acc": 0.76692,
        "test_loss": 1.8332683414459228,
        "test_acc": 0.5644,
        "lyapunov": null,
        "grad_norm": 0.9301101362040648,
        "grad_max_sv": 0.40277465879917146,
        "grad_min_sv": 1.665620945143914e-08,
        "grad_condition": 317094927.94089293,
        "lr": 0.000810573890139155,
        "time_sec": 15.466366291046143
      },
      {
        "epoch": 44,
        "train_loss": 0.7345015475463867,
        "train_acc": 0.77376,
        "test_loss": 2.0360315671920777,
        "test_acc": 0.5296,
        "lyapunov": null,
        "grad_norm": 0.9112815822240762,
        "grad_max_sv": 0.39828494787216184,
        "grad_min_sv": 1.6604482540208235e-08,
        "grad_condition": 1254182168.7542708,
        "lr": 0.0008022995574311873,
        "time_sec": 15.476161003112793
      },
      {
        "epoch": 45,
        "train_loss": 0.7160864910125733,
        "train_acc": 0.77798,
        "test_loss": 2.0404258838653564,
        "test_acc": 0.5382,
        "lyapunov": null,
        "grad_norm": 0.8941597810728247,
        "grad_max_sv": 0.397457180917263,
        "grad_min_sv": 1.6262863201943478e-08,
        "grad_condition": 84531533.80346392,
        "lr": 0.0007938926261462363,
        "time_sec": 15.475411176681519
      },
      {
        "epoch": 46,
        "train_loss": 0.6994082283973694,
        "train_acc": 0.78516,
        "test_loss": 1.8352840042114258,
        "test_acc": 0.5715,
        "lyapunov": null,
        "grad_norm": 0.8836953876364382,
        "grad_max_sv": 0.38196621984243395,
        "grad_min_sv": 1.585408843512992e-08,
        "grad_condition": 76847427.02204503,
        "lr": 0.0007853567838422158,
        "time_sec": 15.509245872497559
      },
      {
        "epoch": 47,
        "train_loss": 0.6929370341110229,
        "train_acc": 0.786,
        "test_loss": 1.7921090829849242,
        "test_acc": 0.5714,
        "lyapunov": null,
        "grad_norm": 0.8861845328251086,
        "grad_max_sv": 0.39072656705975534,
        "grad_min_sv": 1.5896329046182282e-08,
        "grad_condition": 600990537.5108824,
        "lr": 0.0007766957746216719,
        "time_sec": 15.538230895996094
      },
      {
        "epoch": 48,
        "train_loss": 0.6808394806671143,
        "train_acc": 0.79018,
        "test_loss": 1.8164992214202882,
        "test_acc": 0.5718,
        "lyapunov": null,
        "grad_norm": 0.8747589044293621,
        "grad_max_sv": 0.3651046365499496,
        "grad_min_sv": 1.5464912742416125e-08,
        "grad_condition": 108472217.28693132,
        "lr": 0.0007679133974894982,
        "time_sec": 15.491382360458374
      },
      {
        "epoch": 49,
        "train_loss": 0.6645313382148743,
        "train_acc": 0.79124,
        "test_loss": 1.9076677312850951,
        "test_acc": 0.5604,
        "lyapunov": null,
        "grad_norm": 0.8702547527458556,
        "grad_max_sv": 0.3733041428029537,
        "grad_min_sv": 1.552003626170695e-08,
        "grad_condition": 37206285.59276767,
        "lr": 0.000759013504686565,
        "time_sec": 15.492026090621948
      },
      {
        "epoch": 50,
        "train_loss": 0.6496543109512329,
        "train_acc": 0.79798,
        "test_loss": 1.7902040550231935,
        "test_acc": 0.577,
        "lyapunov": null,
        "grad_norm": 0.8583943232969492,
        "grad_max_sv": 0.3693894289433956,
        "grad_min_sv": 1.526528436018859e-08,
        "grad_condition": 167614304.3259273,
        "lr": 0.0007499999999999998,
        "time_sec": 15.511015892028809
      },
      {
        "epoch": 51,
        "train_loss": 0.6329201017856598,
        "train_acc": 0.8008,
        "test_loss": 1.8939409488677978,
        "test_acc": 0.5669,
        "lyapunov": null,
        "grad_norm": 0.8468251234327242,
        "grad_max_sv": 0.379767844825983,
        "grad_min_sv": 1.5527148693184055e-08,
        "grad_condition": 40445680.98758187,
        "lr": 0.0007408768370508575,
        "time_sec": 15.502861976623535
      },
      {
        "epoch": 52,
        "train_loss": 0.6156794411849975,
        "train_acc": 0.8076,
        "test_loss": 1.8557664161682128,
        "test_acc": 0.5669,
        "lyapunov": null,
        "grad_norm": 0.8409556426090318,
        "grad_max_sv": 0.3604695089161396,
        "grad_min_sv": 1.5232246320523447e-08,
        "grad_condition": 154891483.950261,
        "lr": 0.0007316480175599307,
        "time_sec": 15.50012731552124
      },
      {
        "epoch": 53,
        "train_loss": 0.6097512643051147,
        "train_acc": 0.80932,
        "test_loss": 1.9206684701919556,
        "test_acc": 0.5625,
        "lyapunov": null,
        "grad_norm": 0.8343400645564791,
        "grad_max_sv": 0.36483332961797715,
        "grad_min_sv": 1.4756883175842672e-08,
        "grad_condition": 60983068.9144889,
        "lr": 0.0007223175895924635,
        "time_sec": 15.473671436309814
      },
      {
        "epoch": 54,
        "train_loss": 0.5996515681266784,
        "train_acc": 0.81028,
        "test_loss": 1.813775136566162,
        "test_acc": 0.5799,
        "lyapunov": null,
        "grad_norm": 0.8292003009813924,
        "grad_max_sv": 0.3576398268342018,
        "grad_min_sv": 1.4879297414310821e-08,
        "grad_condition": 169462696.72509637,
        "lr": 0.0007128896457825361,
        "time_sec": 15.514740228652954
      },
      {
        "epoch": 55,
        "train_loss": 0.583572147731781,
        "train_acc": 0.81692,
        "test_loss": 2.1540262565612793,
        "test_acc": 0.5359,
        "lyapunov": null,
        "grad_norm": 0.8153888602407285,
        "grad_max_sv": 0.35695644542574884,
        "grad_min_sv": 1.4523149247103185e-08,
        "grad_condition": 121177173.48603642,
        "lr": 0.0007033683215378998,
        "time_sec": 15.494624614715576
      },
      {
        "epoch": 56,
        "train_loss": 0.5730211604690552,
        "train_acc": 0.81882,
        "test_loss": 1.9024797750473021,
        "test_acc": 0.5681,
        "lyapunov": null,
        "grad_norm": 0.8114470689653183,
        "grad_max_sv": 0.3512945234775543,
        "grad_min_sv": 1.4168293734420634e-08,
        "grad_condition": 1195593278.9067845,
        "lr": 0.0006937577932260512,
        "time_sec": 15.484891176223755
      },
      {
        "epoch": 57,
        "train_loss": 0.5623767246627808,
        "train_acc": 0.82144,
        "test_loss": 1.8823775342941285,
        "test_acc": 0.5727,
        "lyapunov": null,
        "grad_norm": 0.8082731215074979,
        "grad_max_sv": 0.348369175940752,
        "grad_min_sv": 1.429975417729934e-08,
        "grad_condition": 63927698.94124661,
        "lr": 0.0006840622763423388,
        "time_sec": 15.500881433486938
      },
      {
        "epoch": 58,
        "train_loss": 0.5483553691482544,
        "train_acc": 0.82696,
        "test_loss": 1.8506002332687377,
        "test_acc": 0.5809,
        "lyapunov": null,
        "grad_norm": 0.7992259508625827,
        "grad_max_sv": 0.341405463218689,
        "grad_min_sv": 1.3835257317573735e-08,
        "grad_condition": 33930048.946812846,
        "lr": 0.0006742860236609073,
        "time_sec": 15.480631589889526
      },
      {
        "epoch": 59,
        "train_loss": 0.5366774555110931,
        "train_acc": 0.8303,
        "test_loss": 1.825086770439148,
        "test_acc": 0.5833,
        "lyapunov": null,
        "grad_norm": 0.7819063927350494,
        "grad_max_sv": 0.3418069466948509,
        "grad_min_sv": 1.3836575564691103e-08,
        "grad_condition": 408216925.10828066,
        "lr": 0.0006644333233692913,
        "time_sec": 15.500194072723389
      },
      {
        "epoch": 60,
        "train_loss": 0.5336303442287446,
        "train_acc": 0.83014,
        "test_loss": 1.8931641094207763,
        "test_acc": 0.5815,
        "lyapunov": null,
        "grad_norm": 0.7872838454858564,
        "grad_max_sv": 0.3333701379597187,
        "grad_min_sv": 1.3876314406248771e-08,
        "grad_condition": 438039568.05699426,
        "lr": 0.0006545084971874734,
        "time_sec": 15.50975775718689
      },
      {
        "epoch": 61,
        "train_loss": 0.5172760334014893,
        "train_acc": 0.8346,
        "test_loss": 1.8987928335189819,
        "test_acc": 0.579,
        "lyapunov": null,
        "grad_norm": 0.7761151334812662,
        "grad_max_sv": 0.34407150372862816,
        "grad_min_sv": 1.3653881279773738e-08,
        "grad_condition": 74302812.53353639,
        "lr": 0.0006445158984722354,
        "time_sec": 15.496349096298218
      },
      {
        "epoch": 62,
        "train_loss": 0.5046570606422425,
        "train_acc": 0.83994,
        "test_loss": 1.8855070373535157,
        "test_acc": 0.5827,
        "lyapunov": null,
        "grad_norm": 0.7637023137146217,
        "grad_max_sv": 0.3265983276069164,
        "grad_min_sv": 1.3850480627165818e-08,
        "grad_condition": 140662163.06722394,
        "lr": 0.0006344599103076324,
        "time_sec": 15.499541997909546
      },
      {
        "epoch": 63,
        "train_loss": 0.5043497357273102,
        "train_acc": 0.8385,
        "test_loss": 1.9895195541381836,
        "test_acc": 0.5677,
        "lyapunov": null,
        "grad_norm": 0.7677478821534836,
        "grad_max_sv": 0.33033859431743623,
        "grad_min_sv": 1.32192005543319e-08,
        "grad_condition": 238327868.213135,
        "lr": 0.0006243449435824269,
        "time_sec": 15.487115621566772
      },
      {
        "epoch": 64,
        "train_loss": 0.4833570729255676,
        "train_acc": 0.84588,
        "test_loss": 1.8681790885925293,
        "test_acc": 0.586,
        "lyapunov": null,
        "grad_norm": 0.751862285796187,
        "grad_max_sv": 0.3356017153710127,
        "grad_min_sv": 1.374610183761324e-08,
        "grad_condition": 301923677.0958418,
        "lr": 0.0006141754350553275,
        "time_sec": 15.47073483467102
      },
      {
        "epoch": 65,
        "train_loss": 0.4746548810005188,
        "train_acc": 0.85036,
        "test_loss": 1.8871611476898194,
        "test_acc": 0.5849,
        "lyapunov": null,
        "grad_norm": 0.7470026047014822,
        "grad_max_sv": 0.3292991783469915,
        "grad_min_sv": 1.3641982613693537e-08,
        "grad_condition": 89497941.46737906,
        "lr": 0.0006039558454088793,
        "time_sec": 15.498655796051025
      },
      {
        "epoch": 66,
        "train_loss": 0.4682476936244965,
        "train_acc": 0.85176,
        "test_loss": 1.9322247032165527,
        "test_acc": 0.5781,
        "lyapunov": null,
        "grad_norm": 0.746205818915284,
        "grad_max_sv": 0.324980178847909,
        "grad_min_sv": 1.332827236268791e-08,
        "grad_condition": 515634785.2347584,
        "lr": 0.000593690657292862,
        "time_sec": 15.49347710609436
      },
      {
        "epoch": 67,
        "train_loss": 0.4535627157497406,
        "train_acc": 0.85524,
        "test_loss": 1.9315398765563965,
        "test_acc": 0.5792,
        "lyapunov": null,
        "grad_norm": 0.7351128594354965,
        "grad_max_sv": 0.32144386470317843,
        "grad_min_sv": 1.316271100388136e-08,
        "grad_condition": 198503645.63195387,
        "lr": 0.0005833843733580507,
        "time_sec": 15.485307216644287
      },
      {
        "epoch": 68,
        "train_loss": 0.44375179916381835,
        "train_acc": 0.85868,
        "test_loss": 1.9626713150024413,
        "test_acc": 0.5797,
        "lyapunov": null,
        "grad_norm": 0.7275082319568421,
        "grad_max_sv": 0.31693296767771245,
        "grad_min_sv": 1.2464710682147037e-08,
        "grad_condition": 448992015.43105906,
        "lr": 0.0005730415142812054,
        "time_sec": 15.502485990524292
      },
      {
        "epoch": 69,
        "train_loss": 0.4375394599914551,
        "train_acc": 0.8578,
        "test_loss": 1.933611646080017,
        "test_acc": 0.5841,
        "lyapunov": null,
        "grad_norm": 0.7285377709438317,
        "grad_max_sv": 0.3246665924787521,
        "grad_min_sv": 1.2657065806900847e-08,
        "grad_condition": 183352263.73309737,
        "lr": 0.0005626666167821517,
        "time_sec": 15.504365682601929
      },
      {
        "epoch": 70,
        "train_loss": 0.4293804252910614,
        "train_acc": 0.86176,
        "test_loss": 1.9648184246063232,
        "test_acc": 0.5803,
        "lyapunov": null,
        "grad_norm": 0.7201252438636403,
        "grad_max_sv": 0.32932178787887095,
        "grad_min_sv": 1.2632546332082274e-08,
        "grad_condition": 152515630.29556593,
        "lr": 0.0005522642316338265,
        "time_sec": 15.50436282157898
      },
      {
        "epoch": 71,
        "train_loss": 0.4283500701713562,
        "train_acc": 0.86214,
        "test_loss": 1.9075251319885254,
        "test_acc": 0.5925,
        "lyapunov": null,
        "grad_norm": 0.7191799969742115,
        "grad_max_sv": 0.31320683732628823,
        "grad_min_sv": 1.3020388655790583e-08,
        "grad_condition": 140157658.32034963,
        "lr": 0.0005418389216661573,
        "time_sec": 15.498285293579102
      },
      {
        "epoch": 72,
        "train_loss": 0.41739362247467043,
        "train_acc": 0.86518,
        "test_loss": 1.9817939153671265,
        "test_acc": 0.5787,
        "lyapunov": null,
        "grad_norm": 0.7089702462612528,
        "grad_max_sv": 0.31360611245036124,
        "grad_min_sv": 1.2536597712286407e-08,
        "grad_condition": 419598262.18900955,
        "lr": 0.0005313952597646563,
        "time_sec": 15.484673976898193
      },
      {
        "epoch": 73,
        "train_loss": 0.4100272283267975,
        "train_acc": 0.8682,
        "test_loss": 1.9430673105239868,
        "test_acc": 0.5896,
        "lyapunov": null,
        "grad_norm": 0.701251782999493,
        "grad_max_sv": 0.31041153334081173,
        "grad_min_sv": 1.2882357953384466e-08,
        "grad_condition": 168668664.161966,
        "lr": 0.0005209378268645994,
        "time_sec": 15.47413682937622
      },
      {
        "epoch": 74,
        "train_loss": 0.399578921251297,
        "train_acc": 0.87068,
        "test_loss": 1.9265120712280273,
        "test_acc": 0.5864,
        "lyapunov": null,
        "grad_norm": 0.6934025786184035,
        "grad_max_sv": 0.3066574942320585,
        "grad_min_sv": 1.2560646439098433e-08,
        "grad_condition": 129867930.4907889,
        "lr": 0.0005104712099416781,
        "time_sec": 15.502904891967773
      },
      {
        "epoch": 75,
        "train_loss": 0.38554568584918975,
        "train_acc": 0.87558,
        "test_loss": 1.9176615629196168,
        "test_acc": 0.5925,
        "lyapunov": null,
        "grad_norm": 0.6895198915282967,
        "grad_max_sv": 0.3080108392983675,
        "grad_min_sv": 1.229493239038532e-08,
        "grad_condition": 1984776951.5641804,
        "lr": 0.0004999999999999996,
        "time_sec": 15.504841089248657
      },
      {
        "epoch": 76,
        "train_loss": 0.3888973752117157,
        "train_acc": 0.87366,
        "test_loss": 1.9323603094100952,
        "test_acc": 0.5905,
        "lyapunov": null,
        "grad_norm": 0.689575361251709,
        "grad_max_sv": 0.30503964237868786,
        "grad_min_sv": 1.223273589129499e-08,
        "grad_condition": 592473189.0734928,
        "lr": 0.0004895287900583212,
        "time_sec": 15.488545894622803
      },
      {
        "epoch": 77,
        "train_loss": 0.375536418132782,
        "train_acc": 0.87906,
        "test_loss": 1.9612086307525636,
        "test_acc": 0.5896,
        "lyapunov": null,
        "grad_norm": 0.6799899173694914,
        "grad_max_sv": 0.28870479166507723,
        "grad_min_sv": 1.1852196383013713e-08,
        "grad_condition": 974539567.6482589,
        "lr": 0.0004790621731353997,
        "time_sec": 15.496360778808594
      },
      {
        "epoch": 78,
        "train_loss": 0.3633386760520935,
        "train_acc": 0.88388,
        "test_loss": 2.0136638622283938,
        "test_acc": 0.5813,
        "lyapunov": null,
        "grad_norm": 0.669468067176516,
        "grad_max_sv": 0.2999464552849531,
        "grad_min_sv": 1.1967348311804626e-08,
        "grad_condition": 336932159.827844,
        "lr": 0.000468604740235343,
        "time_sec": 15.49899435043335
      },
      {
        "epoch": 79,
        "train_loss": 0.3648362389755249,
        "train_acc": 0.88286,
        "test_loss": 1.962812972831726,
        "test_acc": 0.5878,
        "lyapunov": null,
        "grad_norm": 0.6712781124195144,
        "grad_max_sv": 0.3077389158308506,
        "grad_min_sv": 1.1902174327019233e-08,
        "grad_condition": 79151255.2676374,
        "lr": 0.00045816107833384175,
        "time_sec": 15.50163722038269
      },
      {
        "epoch": 80,
        "train_loss": 0.3587533256816864,
        "train_acc": 0.88438,
        "test_loss": 2.031941645812988,
        "test_acc": 0.5782,
        "lyapunov": null,
        "grad_norm": 0.6682785418366496,
        "grad_max_sv": 0.3066766869276762,
        "grad_min_sv": 1.2061256379237995e-08,
        "grad_condition": 166882222.61886424,
        "lr": 0.0004477357683661729,
        "time_sec": 15.493919610977173
      },
      {
        "epoch": 81,
        "train_loss": 0.3532279273414612,
        "train_acc": 0.88642,
        "test_loss": 1.9712375566482543,
        "test_acc": 0.5907,
        "lyapunov": null,
        "grad_norm": 0.6617439515766644,
        "grad_max_sv": 0.2908315297216177,
        "grad_min_sv": 1.1691992539419882e-08,
        "grad_condition": 159733352.26610285,
        "lr": 0.00043733338321784746,
        "time_sec": 15.49502420425415
      },
      {
        "epoch": 82,
        "train_loss": 0.337565802192688,
        "train_acc": 0.8912,
        "test_loss": 2.0504629846572877,
        "test_acc": 0.5809,
        "lyapunov": null,
        "grad_norm": 0.6468139784059553,
        "grad_max_sv": 0.29187568798661234,
        "grad_min_sv": 1.1621694805114122e-08,
        "grad_condition": 4917199791.496119,
        "lr": 0.0004269584857187939,
        "time_sec": 15.506073236465454
      },
      {
        "epoch": 83,
        "train_loss": 0.3370664621257782,
        "train_acc": 0.8903,
        "test_loss": 1.9356835838317872,
        "test_acc": 0.5944,
        "lyapunov": null,
        "grad_norm": 0.6494703611205956,
        "grad_max_sv": 0.29382526241242884,
        "grad_min_sv": 1.174881616096586e-08,
        "grad_condition": 730478169.7287635,
        "lr": 0.0004166156266419484,
        "time_sec": 15.50250792503357
      },
      {
        "epoch": 84,
        "train_loss": 0.329011485414505,
        "train_acc": 0.8946,
        "test_loss": 2.079398715400696,
        "test_acc": 0.5797,
        "lyapunov": null,
        "grad_norm": 0.643698144652478,
        "grad_max_sv": 0.29514241628348825,
        "grad_min_sv": 1.140666323123582e-08,
        "grad_condition": 487746924.1063552,
        "lr": 0.0004063093427071373,
        "time_sec": 15.505268812179565
      },
      {
        "epoch": 85,
        "train_loss": 0.3234008149909973,
        "train_acc": 0.89458,
        "test_loss": 1.9295039024353027,
        "test_acc": 0.5972,
        "lyapunov": null,
        "grad_norm": 0.6406406419682773,
        "grad_max_sv": 0.28015601113438604,
        "grad_min_sv": 1.1093708248907652e-08,
        "grad_condition": 168584514.79069662,
        "lr": 0.0003960441545911199,
        "time_sec": 15.517300128936768
      },
      {
        "epoch": 86,
        "train_loss": 0.3155531369972229,
        "train_acc": 0.89746,
        "test_loss": 1.9418060377120971,
        "test_acc": 0.5998,
        "lyapunov": null,
        "grad_norm": 0.6350703488704397,
        "grad_max_sv": 0.29371371641755106,
        "grad_min_sv": 1.1439264175315545e-08,
        "grad_condition": 137016772.41396585,
        "lr": 0.0003858245649446718,
        "time_sec": 15.547461986541748
      },
      {
        "epoch": 87,
        "train_loss": 0.3074404651927948,
        "train_acc": 0.90046,
        "test_loss": 1.9792525926589966,
        "test_acc": 0.5962,
        "lyapunov": null,
        "grad_norm": 0.6264501533131277,
        "grad_max_sv": 0.2842790149152279,
        "grad_min_sv": 1.0928390427257691e-08,
        "grad_condition": 1305488613.824437,
        "lr": 0.00037565505641757235,
        "time_sec": 15.51766037940979
      },
      {
        "epoch": 88,
        "train_loss": 0.30229676830768587,
        "train_acc": 0.90176,
        "test_loss": 1.976724716567993,
        "test_acc": 0.5936,
        "lyapunov": null,
        "grad_norm": 0.6211883734687677,
        "grad_max_sv": 0.2838983990252018,
        "grad_min_sv": 1.1175761286449232e-08,
        "grad_condition": 333355247.3488082,
        "lr": 0.00036554008969236695,
        "time_sec": 15.503639221191406
      },
      {
        "epoch": 89,
        "train_loss": 0.2988234822654724,
        "train_acc": 0.90424,
        "test_loss": 1.9976719675064087,
        "test_acc": 0.5967,
        "lyapunov": null,
        "grad_norm": 0.6213370027659331,
        "grad_max_sv": 0.28663169853389264,
        "grad_min_sv": 1.1367645391321956e-08,
        "grad_condition": 134336770.77173668,
        "lr": 0.0003554841015277638,
        "time_sec": 15.497193574905396
      },
      {
        "epoch": 90,
        "train_loss": 0.29101773542404175,
        "train_acc": 0.9066,
        "test_loss": 1.9723329444885254,
        "test_acc": 0.5984,
        "lyapunov": null,
        "grad_norm": 0.6117671492586956,
        "grad_max_sv": 0.2787142962217331,
        "grad_min_sv": 1.082959833688564e-08,
        "grad_condition": 693540712.1308935,
        "lr": 0.000345491502812526,
        "time_sec": 15.504314661026001
      },
      {
        "epoch": 91,
        "train_loss": 0.29135215978622436,
        "train_acc": 0.90466,
        "test_loss": 1.9791620111465453,
        "test_acc": 0.5971,
        "lyapunov": null,
        "grad_norm": 0.6144584827027046,
        "grad_max_sv": 0.2858317792415619,
        "grad_min_sv": 1.112117410219729e-08,
        "grad_condition": 533297710.9846781,
        "lr": 0.0003355666766307081,
        "time_sec": 15.508234977722168
      },
      {
        "epoch": 92,
        "train_loss": 0.28011693614006045,
        "train_acc": 0.90924,
        "test_loss": 1.9835497787475587,
        "test_acc": 0.5948,
        "lyapunov": null,
        "grad_norm": 0.6018450358334453,
        "grad_max_sv": 0.2840783912688494,
        "grad_min_sv": 1.073533659606829e-08,
        "grad_condition": 553082386.2675663,
        "lr": 0.00032571397633909225,
        "time_sec": 15.51693344116211
      },
      {
        "epoch": 93,
        "train_loss": 0.28014948011398316,
        "train_acc": 0.91044,
        "test_loss": 1.9525927974700927,
        "test_acc": 0.5988,
        "lyapunov": null,
        "grad_norm": 0.5970591995758349,
        "grad_max_sv": 0.27580611146986483,
        "grad_min_sv": 1.084302959390368e-08,
        "grad_condition": 267617873.38796434,
        "lr": 0.00031593772365766094,
        "time_sec": 15.507484197616577
      },
      {
        "epoch": 94,
        "train_loss": 0.2744602131557465,
        "train_acc": 0.90992,
        "test_loss": 1.9839596082687379,
        "test_acc": 0.5989,
        "lyapunov": null,
        "grad_norm": 0.5927553038661005,
        "grad_max_sv": 0.2760546799749136,
        "grad_min_sv": 1.0739196502950258e-08,
        "grad_condition": 394969307.85135096,
        "lr": 0.0003062422067739483,
        "time_sec": 15.516487121582031
      },
      {
        "epoch": 95,
        "train_loss": 0.2686861476325989,
        "train_acc": 0.91254,
        "test_loss": 1.977996702194214,
        "test_acc": 0.605,
        "lyapunov": null,
        "grad_norm": 0.5892956934064133,
        "grad_max_sv": 0.27805082462728026,
        "grad_min_sv": 1.052729135583158e-08,
        "grad_condition": 344387886.3070652,
        "lr": 0.00029663167846209965,
        "time_sec": 15.495723962783813
      },
      {
        "epoch": 96,
        "train_loss": 0.26172939152240754,
        "train_acc": 0.91622,
        "test_loss": 2.0434574504852296,
        "test_acc": 0.5946,
        "lyapunov": null,
        "grad_norm": 0.5805032172314536,
        "grad_max_sv": 0.2648235227912664,
        "grad_min_sv": 1.057376605411841e-08,
        "grad_condition": 771027815.348639,
        "lr": 0.00028711035421746345,
        "time_sec": 15.489963293075562
      },
      {
        "epoch": 97,
        "train_loss": 0.25184455102920533,
        "train_acc": 0.91832,
        "test_loss": 1.9518341100692749,
        "test_acc": 0.6097,
        "lyapunov": null,
        "grad_norm": 0.5774864526737941,
        "grad_max_sv": 0.26801337823271754,
        "grad_min_sv": 1.0317103195465332e-08,
        "grad_condition": 602185384.328079,
        "lr": 0.00027768241040753615,
        "time_sec": 15.513015985488892
      },
      {
        "epoch": 98,
        "train_loss": 0.24914393192768097,
        "train_acc": 0.91812,
        "test_loss": 1.983034141921997,
        "test_acc": 0.6073,
        "lyapunov": null,
        "grad_norm": 0.573198769045943,
        "grad_max_sv": 0.2713981341570616,
        "grad_min_sv": 1.03603865028723e-08,
        "grad_condition": 87200014.42748493,
        "lr": 0.00026835198244006903,
        "time_sec": 15.507933616638184
      },
      {
        "epoch": 99,
        "train_loss": 0.2450516757631302,
        "train_acc": 0.9213,
        "test_loss": 2.0576653924942017,
        "test_acc": 0.5987,
        "lyapunov": null,
        "grad_norm": 0.565340793701802,
        "grad_max_sv": 0.26787664406001566,
        "grad_min_sv": 1.0084340480113335e-08,
        "grad_condition": 993815528.2154503,
        "lr": 0.0002591231629491421,
        "time_sec": 15.498576164245605
      },
      {
        "epoch": 100,
        "train_loss": 0.2435112312412262,
        "train_acc": 0.92126,
        "test_loss": 1.9808508350372314,
        "test_acc": 0.6083,
        "lyapunov": null,
        "grad_norm": 0.5671331888797334,
        "grad_max_sv": 0.2718590907752514,
        "grad_min_sv": 1.0603882181613872e-08,
        "grad_condition": 515734941.7641746,
        "lr": 0.0002499999999999997,
        "time_sec": 15.509106874465942
      },
      {
        "epoch": 101,
        "train_loss": 0.23981757608413695,
        "train_acc": 0.92198,
        "test_loss": 1.9874406982421875,
        "test_acc": 0.6051,
        "lyapunov": null,
        "grad_norm": 0.5662694992474826,
        "grad_max_sv": 0.27430120259523394,
        "grad_min_sv": 1.0230437299217631e-08,
        "grad_condition": 552718981.9754595,
        "lr": 0.00024098649531343477,
        "time_sec": 15.50493860244751
      },
      {
        "epoch": 102,
        "train_loss": 0.23594800971031188,
        "train_acc": 0.92386,
        "test_loss": 2.0030108623504637,
        "test_acc": 0.6045,
        "lyapunov": null,
        "grad_norm": 0.557765074009711,
        "grad_max_sv": 0.25009447410702706,
        "grad_min_sv": 9.674274866248132e-09,
        "grad_condition": 671563833.1462272,
        "lr": 0.0002320866025105016,
        "time_sec": 15.537469863891602
      },
      {
        "epoch": 103,
        "train_loss": 0.22944483037471772,
        "train_acc": 0.9257,
        "test_loss": 1.997948205947876,
        "test_acc": 0.6021,
        "lyapunov": null,
        "grad_norm": 0.5530501913094669,
        "grad_max_sv": 0.25403534434735775,
        "grad_min_sv": 9.987440614811493e-09,
        "grad_condition": 64606423.56909867,
        "lr": 0.0002233042253783278,
        "time_sec": 15.524824619293213
      },
      {
        "epoch": 104,
        "train_loss": 0.2232392775917053,
        "train_acc": 0.92808,
        "test_loss": 1.916127438735962,
        "test_acc": 0.6142,
        "lyapunov": null,
        "grad_norm": 0.5470142147101442,
        "grad_max_sv": 0.2518034357577562,
        "grad_min_sv": 9.64682456273784e-09,
        "grad_condition": 523753099.18247145,
        "lr": 0.000214643216157784,
        "time_sec": 15.519572973251343
      },
      {
        "epoch": 105,
        "train_loss": 0.21899011870384216,
        "train_acc": 0.93022,
        "test_loss": 1.9813644931793213,
        "test_acc": 0.6042,
        "lyapunov": null,
        "grad_norm": 0.540595572944098,
        "grad_max_sv": 0.25836079344153406,
        "grad_min_sv": 9.721760932390744e-09,
        "grad_condition": 149408798.18128103,
        "lr": 0.00020610737385376332,
        "time_sec": 15.511976957321167
      },
      {
        "epoch": 106,
        "train_loss": 0.22239319385528564,
        "train_acc": 0.9288,
        "test_loss": 2.019803592300415,
        "test_acc": 0.6062,
        "lyapunov": null,
        "grad_norm": 0.5444023817051111,
        "grad_max_sv": 0.2558960601687431,
        "grad_min_sv": 9.743871165522958e-09,
        "grad_condition": 421456811.7162399,
        "lr": 0.00019770044256881242,
        "time_sec": 15.492303371429443
      },
      {
        "epoch": 107,
        "train_loss": 0.21911219958305359,
        "train_acc": 0.92724,
        "test_loss": 1.9594658828735352,
        "test_acc": 0.6122,
        "lyapunov": null,
        "grad_norm": 0.5463060896750315,
        "grad_max_sv": 0.25181276090443133,
        "grad_min_sv": 9.477817535397808e-09,
        "grad_condition": 260599469.65846786,
        "lr": 0.0001894261098608447,
        "time_sec": 15.511865139007568
      },
      {
        "epoch": 108,
        "train_loss": 0.2136860816383362,
        "train_acc": 0.93128,
        "test_loss": 1.9913309350967408,
        "test_acc": 0.6093,
        "lyapunov": null,
        "grad_norm": 0.5352068921664158,
        "grad_max_sv": 0.2675321064889431,
        "grad_min_sv": 1.0163352071659035e-08,
        "grad_condition": 3452227132.4482284,
        "lr": 0.000181288005125655,
        "time_sec": 15.58255934715271
      },
      {
        "epoch": 109,
        "train_loss": 0.21131246563911438,
        "train_acc": 0.93124,
        "test_loss": 1.9869737873077393,
        "test_acc": 0.6101,
        "lyapunov": null,
        "grad_norm": 0.5344952417105377,
        "grad_max_sv": 0.2572028797119856,
        "grad_min_sv": 9.894322512259829e-09,
        "grad_condition": 825239604.2039155,
        "lr": 0.0001732896980049473,
        "time_sec": 15.527096509933472
      },
      {
        "epoch": 110,
        "train_loss": 0.20613145572185515,
        "train_acc": 0.93496,
        "test_loss": 1.9642673852920531,
        "test_acc": 0.6083,
        "lyapunov": null,
        "grad_norm": 0.5266562322432973,
        "grad_max_sv": 0.25352666079998015,
        "grad_min_sv": 9.363287075498869e-09,
        "grad_condition": 505733273.3952273,
        "lr": 0.00016543469682057076,
        "time_sec": 15.536001443862915
      },
      {
        "epoch": 111,
        "train_loss": 0.20270503174304963,
        "train_acc": 0.93508,
        "test_loss": 1.9903694719314575,
        "test_acc": 0.608,
        "lyapunov": null,
        "grad_norm": 0.5210342707384447,
        "grad_max_sv": 0.2542009174823761,
        "grad_min_sv": 9.446510174006967e-09,
        "grad_condition": 286370629.6135062,
        "lr": 0.00015772644703565552,
        "time_sec": 15.513093948364258
      },
      {
        "epoch": 112,
        "train_loss": 0.20146147197723388,
        "train_acc": 0.93366,
        "test_loss": 2.0144760524749756,
        "test_acc": 0.6097,
        "lyapunov": null,
        "grad_norm": 0.5269979725551543,
        "grad_max_sv": 0.26795426234602926,
        "grad_min_sv": 9.357044586204288e-09,
        "grad_condition": 370288038.01884973,
        "lr": 0.00015016832974331713,
        "time_sec": 15.502255916595459
      },
      {
        "epoch": 113,
        "train_loss": 0.19924361347198485,
        "train_acc": 0.93656,
        "test_loss": 2.037332961463928,
        "test_acc": 0.6045,
        "lyapunov": null,
        "grad_norm": 0.5185296845346113,
        "grad_max_sv": 0.2515675876289606,
        "grad_min_sv": 9.252139900398081e-09,
        "grad_condition": 112959773.59806451,
        "lr": 0.00014276366018359834,
        "time_sec": 15.511096477508545
      },
      {
        "epoch": 114,
        "train_loss": 0.1925122591304779,
        "train_acc": 0.9381,
        "test_loss": 2.001781312942505,
        "test_acc": 0.6067,
        "lyapunov": null,
        "grad_norm": 0.512080843138899,
        "grad_max_sv": 0.2638113047927618,
        "grad_min_sv": 9.222902344467079e-09,
        "grad_condition": 702867317.5417335,
        "lr": 0.00013551568628929425,
        "time_sec": 15.528293132781982
      },
      {
        "epoch": 115,
        "train_loss": 0.1863429721736908,
        "train_acc": 0.94024,
        "test_loss": 1.9896372226715089,
        "test_acc": 0.6147,
        "lyapunov": null,
        "grad_norm": 0.5052730414811996,
        "grad_max_sv": 0.239008704200387,
        "grad_min_sv": 8.86921835820207e-09,
        "grad_condition": 1285263365.3241801,
        "lr": 0.00012842758726130276,
        "time_sec": 15.514945983886719
      },
      {
        "epoch": 116,
        "train_loss": 0.18872571726799012,
        "train_acc": 0.93914,
        "test_loss": 2.0415555866241455,
        "test_acc": 0.6066,
        "lyapunov": null,
        "grad_norm": 0.5103345009623144,
        "grad_max_sv": 0.24828836917877198,
        "grad_min_sv": 9.405215367630503e-09,
        "grad_condition": 207294853.39805278,
        "lr": 0.0001215024721741218,
        "time_sec": 15.541447639465332
      },
      {
        "epoch": 117,
        "train_loss": 0.18968458090782164,
        "train_acc": 0.93852,
        "test_loss": 2.043529853057861,
        "test_acc": 0.6064,
        "lyapunov": null,
        "grad_norm": 0.5117797700108315,
        "grad_max_sv": 0.25188570134341715,
        "grad_min_sv": 9.368504555202357e-09,
        "grad_condition": 350583787.5469278,
        "lr": 0.00011474337861210538,
        "time_sec": 15.519954681396484
      },
      {
        "epoch": 118,
        "train_loss": 0.18446471235752104,
        "train_acc": 0.94032,
        "test_loss": 2.0161501600265503,
        "test_acc": 0.611,
        "lyapunov": null,
        "grad_norm": 0.5034586286350297,
        "grad_max_sv": 0.24743926264345645,
        "grad_min_sv": 9.410030827038682e-09,
        "grad_condition": 1867541501.3184059,
        "lr": 0.00010815327133708009,
        "time_sec": 15.52394437789917
      },
      {
        "epoch": 119,
        "train_loss": 0.18162137420654298,
        "train_acc": 0.94302,
        "test_loss": 2.045531623840332,
        "test_acc": 0.6089,
        "lyapunov": null,
        "grad_norm": 0.4988474494797281,
        "grad_max_sv": 0.2458579033613205,
        "grad_min_sv": 9.119631047809635e-09,
        "grad_condition": 646958702.124923,
        "lr": 0.00010173504098790182,
        "time_sec": 15.515710353851318
      },
      {
        "epoch": 120,
        "train_loss": 0.17938962819099427,
        "train_acc": 0.94308,
        "test_loss": 2.0503937309265137,
        "test_acc": 0.6077,
        "lyapunov": null,
        "grad_norm": 0.4989562559637299,
        "grad_max_sv": 0.2459786232560873,
        "grad_min_sv": 9.11741269214554e-09,
        "grad_condition": 412394597.02274954,
        "lr": 9.549150281252629e-05,
        "time_sec": 15.50988483428955
      },
      {
        "epoch": 121,
        "train_loss": 0.17874448727607728,
        "train_acc": 0.9433,
        "test_loss": 1.9961147312164307,
        "test_acc": 0.6151,
        "lyapunov": null,
        "grad_norm": 0.4935280058170082,
        "grad_max_sv": 0.24326966032385827,
        "grad_min_sv": 9.25761599965963e-09,
        "grad_condition": 299984759.10134274,
        "lr": 8.942539543314794e-05,
        "time_sec": 15.528467416763306
      },
      {
        "epoch": 122,
        "train_loss": 0.17431395033836364,
        "train_acc": 0.94446,
        "test_loss": 2.038390445327759,
        "test_acc": 0.613,
        "lyapunov": null,
        "grad_norm": 0.48926666642054484,
        "grad_max_sv": 0.23983839638531207,
        "grad_min_sv": 8.987133019505365e-09,
        "grad_condition": 372068253.35925686,
        "lr": 8.353937964495024e-05,
        "time_sec": 15.500731706619263
      },
      {
        "epoch": 123,
        "train_loss": 0.1746806291246414,
        "train_acc": 0.94498,
        "test_loss": 2.0120771438598632,
        "test_acc": 0.6099,
        "lyapunov": null,
        "grad_norm": 0.48962253985732923,
        "grad_max_sv": 0.23851457759737968,
        "grad_min_sv": 8.603977001459158e-09,
        "grad_condition": 1007854799.2213293,
        "lr": 7.783603724899243e-05,
        "time_sec": 15.516981840133667
      },
      {
        "epoch": 124,
        "train_loss": 0.17128678526878358,
        "train_acc": 0.94656,
        "test_loss": 2.0720390872955323,
        "test_acc": 0.6088,
        "lyapunov": null,
        "grad_norm": 0.4869814196810216,
        "grad_max_sv": 0.2417709030210972,
        "grad_min_sv": 9.009437708026868e-09,
        "grad_condition": 145836314.2500567,
        "lr": 7.231786991974666e-05,
        "time_sec": 15.496051549911499
      },
      {
        "epoch": 125,
        "train_loss": 0.17059236883163453,
        "train_acc": 0.94604,
        "test_loss": 2.0477584241867066,
        "test_acc": 0.6122,
        "lyapunov": null,
        "grad_norm": 0.4843155728593804,
        "grad_max_sv": 0.2388555094599724,
        "grad_min_sv": 8.632761457245953e-09,
        "grad_condition": 270912168.9760497,
        "lr": 6.698729810778072e-05,
        "time_sec": 15.507468223571777
      },
      {
        "epoch": 126,
        "train_loss": 0.1733051071071625,
        "train_acc": 0.94568,
        "test_loss": 2.0736024877548216,
        "test_acc": 0.6062,
        "lyapunov": null,
        "grad_norm": 0.4894754419923655,
        "grad_max_sv": 0.2332348022609949,
        "grad_min_sv": 8.863469305384064e-09,
        "grad_condition": 160444601.063775,
        "lr": 6.184665997806817e-05,
        "time_sec": 15.507078647613525
      },
      {
        "epoch": 127,
        "train_loss": 0.16721239070892335,
        "train_acc": 0.9461,
        "test_loss": 2.0207285331726075,
        "test_acc": 0.6115,
        "lyapunov": null,
        "grad_norm": 0.4795404458508196,
        "grad_max_sv": 0.23950408175587654,
        "grad_min_sv": 8.801710726718485e-09,
        "grad_condition": 1343442143.4331565,
        "lr": 5.6898210384392595e-05,
        "time_sec": 15.510753154754639
      },
      {
        "epoch": 128,
        "train_loss": 0.16301859991550446,
        "train_acc": 0.94872,
        "test_loss": 2.0851793113708497,
        "test_acc": 0.6103,
        "lyapunov": null,
        "grad_norm": 0.4714155804221718,
        "grad_max_sv": 0.23401366584002972,
        "grad_min_sv": 8.772188082482521e-09,
        "grad_condition": 704162454.9287102,
        "lr": 5.214411988029363e-05,
        "time_sec": 15.514019966125488
      },
      {
        "epoch": 129,
        "train_loss": 0.16865292779922486,
        "train_acc": 0.94554,
        "test_loss": 2.0298268291473387,
        "test_acc": 0.6124,
        "lyapunov": null,
        "grad_norm": 0.4834939277959604,
        "grad_max_sv": 0.23208196237683296,
        "grad_min_sv": 8.83715973165871e-09,
        "grad_condition": 657084742.2965086,
        "lr": 4.7586473766990294e-05,
        "time_sec": 15.501888990402222
      },
      {
        "epoch": 130,
        "train_loss": 0.16090039955615998,
        "train_acc": 0.94934,
        "test_loss": 2.003493827056885,
        "test_acc": 0.6146,
        "lyapunov": null,
        "grad_norm": 0.4705215229572171,
        "grad_max_sv": 0.23428524732589723,
        "grad_min_sv": 8.827295219608623e-09,
        "grad_condition": 132321813.8931369,
        "lr": 4.32272711786996e-05,
        "time_sec": 15.520491600036621
      },
      {
        "epoch": 131,
        "train_loss": 0.16265953367233277,
        "train_acc": 0.94782,
        "test_loss": 2.0326833637237547,
        "test_acc": 0.6098,
        "lyapunov": null,
        "grad_norm": 0.4733595950570731,
        "grad_max_sv": 0.2481051605194807,
        "grad_min_sv": 8.921660872021013e-09,
        "grad_condition": 1308927492.8875818,
        "lr": 3.906842420574966e-05,
        "time_sec": 15.518625020980835
      },
      {
        "epoch": 132,
        "train_loss": 0.16258932497501374,
        "train_acc": 0.94914,
        "test_loss": 2.0198348827362063,
        "test_acc": 0.6125,
        "lyapunov": null,
        "grad_norm": 0.4699519678045664,
        "grad_max_sv": 0.24516641050577165,
        "grad_min_sv": 9.013820106567064e-09,
        "grad_condition": 2740149017.6448007,
        "lr": 3.5111757055874305e-05,
        "time_sec": 15.513976335525513
      },
      {
        "epoch": 133,
        "train_loss": 0.16045542496204376,
        "train_acc": 0.9487,
        "test_loss": 2.0480993354797365,
        "test_acc": 0.6079,
        "lyapunov": null,
        "grad_norm": 0.47270172858917925,
        "grad_max_sv": 0.24782115481793882,
        "grad_min_sv": 8.897941883821703e-09,
        "grad_condition": 2462171077.7853346,
        "lr": 3.1359005254054254e-05,
        "time_sec": 15.518577098846436
      },
      {
        "epoch": 134,
        "train_loss": 0.1573088404560089,
        "train_acc": 0.95036,
        "test_loss": 1.996682660484314,
        "test_acc": 0.6142,
        "lyapunov": null,
        "grad_norm": 0.467276051790063,
        "grad_max_sv": 0.23228747248649598,
        "grad_min_sv": 8.598132571376038e-09,
        "grad_condition": 260351989.2850774,
        "lr": 2.7811814881259484e-05,
        "time_sec": 15.509779214859009
      },
      {
        "epoch": 135,
        "train_loss": 0.15793343636512755,
        "train_acc": 0.94978,
        "test_loss": 2.078777936553955,
        "test_acc": 0.61,
        "lyapunov": null,
        "grad_norm": 0.46749496867126566,
        "grad_max_sv": 0.23898076675832272,
        "grad_min_sv": 8.952387563860784e-09,
        "grad_condition": 451518473.6951105,
        "lr": 2.4471741852423218e-05,
        "time_sec": 15.52340030670166
      },
      {
        "epoch": 136,
        "train_loss": 0.154298712348938,
        "train_acc": 0.9515,
        "test_loss": 1.9956215568542481,
        "test_acc": 0.6138,
        "lyapunov": null,
        "grad_norm": 0.4608054622581305,
        "grad_max_sv": 0.2408101461827755,
        "grad_min_sv": 8.805307293241817e-09,
        "grad_condition": 1102254676.5159357,
        "lr": 2.1340251233966362e-05,
        "time_sec": 15.507319211959839
      },
      {
        "epoch": 137,
        "train_loss": 0.15331442908525467,
        "train_acc": 0.95256,
        "test_loss": 2.0495632625579834,
        "test_acc": 0.6123,
        "lyapunov": null,
        "grad_norm": 0.4574770378660416,
        "grad_max_sv": 0.23036178909242153,
        "grad_min_sv": 8.661849632126891e-09,
        "grad_condition": 506789914.31804866,
        "lr": 1.8418716601170932e-05,
        "time_sec": 15.507285833358765
      },
      {
        "epoch": 138,
        "train_loss": 0.1548746111679077,
        "train_acc": 0.9515,
        "test_loss": 2.0342879112243653,
        "test_acc": 0.6092,
        "lyapunov": null,
        "grad_norm": 0.4633719984784024,
        "grad_max_sv": 0.23631713092327117,
        "grad_min_sv": 8.577337108357351e-09,
        "grad_condition": 2670530904.2886295,
        "lr": 1.570841943568445e-05,
        "time_sec": 15.521555662155151
      },
      {
        "epoch": 139,
        "train_loss": 0.15485820642471312,
        "train_acc": 0.95088,
        "test_loss": 2.107874339675903,
        "test_acc": 0.604,
        "lyapunov": null,
        "grad_norm": 0.4629261012072699,
        "grad_max_sv": 0.23058986626565456,
        "grad_min_sv": 8.546779077175937e-09,
        "grad_condition": 89370689.31677079,
        "lr": 1.3210548563419845e-05,
        "time_sec": 15.533792972564697
      },
      {
        "epoch": 140,
        "train_loss": 0.15574090136051177,
        "train_acc": 0.95052,
        "test_loss": 2.0240774383544924,
        "test_acc": 0.6098,
        "lyapunov": null,
        "grad_norm": 0.46494058002876526,
        "grad_max_sv": 0.23221574500203132,
        "grad_min_sv": 8.638921627709962e-09,
        "grad_condition": 80246168.02315111,
        "lr": 1.0926199633097203e-05,
        "time_sec": 15.512130975723267
      },
      {
        "epoch": 141,
        "train_loss": 0.1591239344215393,
        "train_acc": 0.94958,
        "test_loss": 2.024708453178406,
        "test_acc": 0.6149,
        "lyapunov": null,
        "grad_norm": 0.46462826011917274,
        "grad_max_sv": 0.23822997957468034,
        "grad_min_sv": 8.92720696771363e-09,
        "grad_condition": 4042860284.9715805,
        "lr": 8.856374635655688e-06,
        "time_sec": 15.50205683708191
      },
      {
        "epoch": 142,
        "train_loss": 0.1531704497528076,
        "train_acc": 0.95164,
        "test_loss": 2.019575048828125,
        "test_acc": 0.6145,
        "lyapunov": null,
        "grad_norm": 0.45691454501139306,
        "grad_max_sv": 0.2273581113666296,
        "grad_min_sv": 8.328775530700144e-09,
        "grad_condition": 1373651140.614626,
        "lr": 7.001981464747503e-06,
        "time_sec": 15.521899938583374
      },
      {
        "epoch": 143,
        "train_loss": 0.15698250900268554,
        "train_acc": 0.94968,
        "test_loss": 2.0042268390655518,
        "test_acc": 0.6097,
        "lyapunov": null,
        "grad_norm": 0.46686753330324193,
        "grad_max_sv": 0.23650417439639568,
        "grad_min_sv": 8.831455570535232e-09,
        "grad_condition": 482562028.10267067,
        "lr": 5.3638335185058295e-06,
        "time_sec": 15.537745237350464
      },
      {
        "epoch": 144,
        "train_loss": 0.15602278783798218,
        "train_acc": 0.95138,
        "test_loss": 2.042717301368713,
        "test_acc": 0.611,
        "lyapunov": null,
        "grad_norm": 0.46083256086412094,
        "grad_max_sv": 0.23666680604219437,
        "grad_min_sv": 8.818174148696178e-09,
        "grad_condition": 276670204.88561904,
        "lr": 3.942649342761114e-06,
        "time_sec": 15.521801948547363
      },
      {
        "epoch": 145,
        "train_loss": 0.15351612282276153,
        "train_acc": 0.95176,
        "test_loss": 2.0216105178833006,
        "test_acc": 0.6124,
        "lyapunov": null,
        "grad_norm": 0.4578762379981558,
        "grad_max_sv": 0.21950803697109222,
        "grad_min_sv": 8.404475567989662e-09,
        "grad_condition": 6256996699.314726,
        "lr": 2.7390523158633524e-06,
        "time_sec": 15.50935411453247
      },
      {
        "epoch": 146,
        "train_loss": 0.15463469685077666,
        "train_acc": 0.95138,
        "test_loss": 1.9923904767990113,
        "test_acc": 0.6146,
        "lyapunov": null,
        "grad_norm": 0.4604794709370396,
        "grad_max_sv": 0.23074053600430489,
        "grad_min_sv": 8.697518219221225e-09,
        "grad_condition": 857409957.1641747,
        "lr": 1.7535703752478133e-06,
        "time_sec": 15.525001287460327
      },
      {
        "epoch": 147,
        "train_loss": 0.15173500085830688,
        "train_acc": 0.95292,
        "test_loss": 2.0695271726608278,
        "test_acc": 0.6111,
        "lyapunov": null,
        "grad_norm": 0.4579307395851847,
        "grad_max_sv": 0.24183545261621475,
        "grad_min_sv": 8.57581264745045e-09,
        "grad_condition": 811599787.3349051,
        "lr": 9.866357858642196e-07,
        "time_sec": 15.52645206451416
      },
      {
        "epoch": 148,
        "train_loss": 0.15419637537956238,
        "train_acc": 0.95064,
        "test_loss": 2.059994563674927,
        "test_acc": 0.6067,
        "lyapunov": null,
        "grad_norm": 0.4599018124122232,
        "grad_max_sv": 0.23474312983453274,
        "grad_min_sv": 9.05704030905452e-09,
        "grad_condition": 153015326.96145612,
        "lr": 4.38584950570808e-07,
        "time_sec": 15.522296905517578
      },
      {
        "epoch": 149,
        "train_loss": 0.15387048045158386,
        "train_acc": 0.95202,
        "test_loss": 2.021223978805542,
        "test_acc": 0.6131,
        "lyapunov": null,
        "grad_norm": 0.45892673603732886,
        "grad_max_sv": 0.23917307555675507,
        "grad_min_sv": 8.54765248256041e-09,
        "grad_condition": 282516990.135565,
        "lr": 1.096582625772501e-07,
        "time_sec": 15.493387222290039
      },
      {
        "epoch": 150,
        "train_loss": 0.14960056081056594,
        "train_acc": 0.95382,
        "test_loss": 2.009403101348877,
        "test_acc": 0.6142,
        "lyapunov": null,
        "grad_norm": 0.4516160601649041,
        "grad_max_sv": 0.23220950104296206,
        "grad_min_sv": 8.634985401440986e-09,
        "grad_condition": 1119985917.5419166,
        "lr": 0.0,
        "time_sec": 15.502899169921875
      }
    ],
    "8": [
      {
        "epoch": 1,
        "train_loss": 4.612606842651367,
        "train_acc": 0.05934,
        "test_loss": 4.430249005126953,
        "test_acc": 0.0547,
        "lyapunov": null,
        "grad_norm": 6.270141227832012,
        "grad_max_sv": 5.356529116630554,
        "grad_min_sv": 1.0947098767893904e-07,
        "grad_condition": 215195113.11712712,
        "lr": 0.0009998903417374227,
        "time_sec": 32.60336875915527
      },
      {
        "epoch": 2,
        "train_loss": 3.9147449421691896,
        "train_acc": 0.11836,
        "test_loss": 4.028561441802979,
        "test_acc": 0.0982,
        "lyapunov": null,
        "grad_norm": 4.747243571853921,
        "grad_max_sv": 4.05106902718544,
        "grad_min_sv": 8.568258646965421e-08,
        "grad_condition": 545107965.2871394,
        "lr": 0.0009995614150494292,
        "time_sec": 32.505430459976196
      },
      {
        "epoch": 3,
        "train_loss": 3.5624093733215334,
        "train_acc": 0.16334,
        "test_loss": 3.77226120300293,
        "test_acc": 0.1374,
        "lyapunov": null,
        "grad_norm": 3.93250289804397,
        "grad_max_sv": 3.243712919950485,
        "grad_min_sv": 7.186751209697917e-08,
        "grad_condition": 88711185.58982365,
        "lr": 0.0009990133642141358,
        "time_sec": 32.51404023170471
      },
      {
        "epoch": 4,
        "train_loss": 3.3006829078674316,
        "train_acc": 0.20094,
        "test_loss": 3.4272261234283445,
        "test_acc": 0.1834,
        "lyapunov": null,
        "grad_norm": 3.319092979228889,
        "grad_max_sv": 2.5326511025428773,
        "grad_min_sv": 6.180275069489483e-08,
        "grad_condition": 54405947.77847425,
        "lr": 0.0009982464296247522,
        "time_sec": 32.52905559539795
      },
      {
        "epoch": 5,
        "train_loss": 3.0730740076446534,
        "train_acc": 0.24396,
        "test_loss": 3.2210192291259765,
        "test_acc": 0.2218,
        "lyapunov": null,
        "grad_norm": 2.8429187472839956,
        "grad_max_sv": 2.069159355759621,
        "grad_min_sv": 5.258070004746096e-08,
        "grad_condition": 221832198.05063334,
        "lr": 0.0009972609476841367,
        "time_sec": 32.5269730091095
      },
      {
        "epoch": 6,
        "train_loss": 2.8943703575897217,
        "train_acc": 0.27524,
        "test_loss": 3.2233618530273436,
        "test_acc": 0.2301,
        "lyapunov": null,
        "grad_norm": 2.489126623121483,
        "grad_max_sv": 1.7037211507558823,
        "grad_min_sv": 4.641174645991786e-08,
        "grad_condition": 69020973.60049818,
        "lr": 0.000996057350657239,
        "time_sec": 32.522809982299805
      },
      {
        "epoch": 7,
        "train_loss": 2.7278697608184816,
        "train_acc": 0.30568,
        "test_loss": 2.7846542739868165,
        "test_acc": 0.3021,
        "lyapunov": null,
        "grad_norm": 2.2145469317565336,
        "grad_max_sv": 1.4053084224462509,
        "grad_min_sv": 4.121676469709401e-08,
        "grad_condition": 74031008.12531385,
        "lr": 0.000994636166481494,
        "time_sec": 32.5133273601532
      },
      {
        "epoch": 8,
        "train_loss": 2.5846466691589356,
        "train_acc": 0.33468,
        "test_loss": 2.6393014106750488,
        "test_acc": 0.3355,
        "lyapunov": null,
        "grad_norm": 2.001252586211609,
        "grad_max_sv": 1.2068818539381028,
        "grad_min_sv": 3.724083600525896e-08,
        "grad_condition": 111617642.9828302,
        "lr": 0.0009929980185352525,
        "time_sec": 32.54776215553284
      },
      {
        "epoch": 9,
        "train_loss": 2.4496477169036863,
        "train_acc": 0.36334,
        "test_loss": 2.6101227111816407,
        "test_acc": 0.338,
        "lyapunov": null,
        "grad_norm": 1.8212885788905564,
        "grad_max_sv": 1.0235964789986611,
        "grad_min_sv": 3.432924873258969e-08,
        "grad_condition": 33560453.54798009,
        "lr": 0.0009911436253643444,
        "time_sec": 32.51866698265076
      },
      {
        "epoch": 10,
        "train_loss": 2.3403686044311525,
        "train_acc": 0.38794,
        "test_loss": 2.52991734085083,
        "test_acc": 0.3506,
        "lyapunov": null,
        "grad_norm": 1.6843997430422568,
        "grad_max_sv": 0.8722436726093292,
        "grad_min_sv": 3.162951408564041e-08,
        "grad_condition": 41826895.787083015,
        "lr": 0.0009890738003669028,
        "time_sec": 32.545666456222534
      },
      {
        "epoch": 11,
        "train_loss": 2.2328610494232177,
        "train_acc": 0.4093,
        "test_loss": 2.4910150177001955,
        "test_acc": 0.3614,
        "lyapunov": null,
        "grad_norm": 1.602309204488071,
        "grad_max_sv": 0.7984312251210213,
        "grad_min_sv": 3.0149957178093877e-08,
        "grad_condition": 42410766.28650923,
        "lr": 0.00098678945143658,
        "time_sec": 32.538198471069336
      },
      {
        "epoch": 12,
        "train_loss": 2.143996323623657,
        "train_acc": 0.42864,
        "test_loss": 2.4733912868499757,
        "test_acc": 0.371,
        "lyapunov": null,
        "grad_norm": 1.5058778232189263,
        "grad_max_sv": 0.7046674489974976,
        "grad_min_sv": 2.8541812209514905e-08,
        "grad_condition": 89676864.87927453,
        "lr": 0.0009842915805643154,
        "time_sec": 32.55523920059204
      },
      {
        "epoch": 13,
        "train_loss": 2.0627913328552245,
        "train_acc": 0.44824,
        "test_loss": 2.3573100704193117,
        "test_acc": 0.3883,
        "lyapunov": null,
        "grad_norm": 1.4381799734328438,
        "grad_max_sv": 0.657113502919674,
        "grad_min_sv": 2.6757648968755986e-08,
        "grad_condition": 44542952.01193309,
        "lr": 0.000981581283398829,
        "time_sec": 32.53194808959961
      },
      {
        "epoch": 14,
        "train_loss": 2.0010124866104126,
        "train_acc": 0.45794,
        "test_loss": 2.2445085243225096,
        "test_acc": 0.4153,
        "lyapunov": null,
        "grad_norm": 1.3839283952743018,
        "grad_max_sv": 0.6215245097875595,
        "grad_min_sv": 2.586353823885723e-08,
        "grad_condition": 32103062.13610636,
        "lr": 0.0009786597487660333,
        "time_sec": 32.547112703323364
      },
      {
        "epoch": 15,
        "train_loss": 1.9416577011489868,
        "train_acc": 0.47534,
        "test_loss": 2.2182875526428223,
        "test_acc": 0.4247,
        "lyapunov": null,
        "grad_norm": 1.3285678956385127,
        "grad_max_sv": 0.5932768613100052,
        "grad_min_sv": 2.5034504780308e-08,
        "grad_condition": 29217346.01697495,
        "lr": 0.0009755282581475766,
        "time_sec": 32.527819871902466
      },
      {
        "epoch": 16,
        "train_loss": 1.873101312637329,
        "train_acc": 0.48986,
        "test_loss": 2.2290160217285155,
        "test_acc": 0.4272,
        "lyapunov": null,
        "grad_norm": 1.2913331830478172,
        "grad_max_sv": 0.5665568478405476,
        "grad_min_sv": 2.474239251260002e-08,
        "grad_condition": 27395673.607036375,
        "lr": 0.0009721881851187403,
        "time_sec": 32.52952456474304
      },
      {
        "epoch": 17,
        "train_loss": 1.8097029363250732,
        "train_acc": 0.50292,
        "test_loss": 2.2615955074310303,
        "test_acc": 0.424,
        "lyapunov": null,
        "grad_norm": 1.252294761267169,
        "grad_max_sv": 0.5210624538362026,
        "grad_min_sv": 2.3697808424968936e-08,
        "grad_condition": 114051245.48515114,
        "lr": 0.0009686409947459456,
        "time_sec": 32.54529142379761
      },
      {
        "epoch": 18,
        "train_loss": 1.747176973838806,
        "train_acc": 0.51946,
        "test_loss": 2.2190833429336547,
        "test_acc": 0.4281,
        "lyapunov": null,
        "grad_norm": 1.213131360578199,
        "grad_max_sv": 0.5172027304768563,
        "grad_min_sv": 2.289411261818808e-08,
        "grad_condition": 51051175.59109087,
        "lr": 0.0009648882429441254,
        "time_sec": 32.51650047302246
      },
      {
        "epoch": 19,
        "train_loss": 1.694791968383789,
        "train_acc": 0.5301,
        "test_loss": 2.2439287574768065,
        "test_acc": 0.4362,
        "lyapunov": null,
        "grad_norm": 1.1797460355462452,
        "grad_max_sv": 0.4871015749871731,
        "grad_min_sv": 2.21617759829304e-08,
        "grad_condition": 166781679.9487027,
        "lr": 0.00096093157579425,
        "time_sec": 32.51687932014465
      },
      {
        "epoch": 20,
        "train_loss": 1.6451108572006226,
        "train_acc": 0.54392,
        "test_loss": 2.30450572013855,
        "test_acc": 0.4271,
        "lyapunov": null,
        "grad_norm": 1.1471849936044856,
        "grad_max_sv": 0.47273003607988356,
        "grad_min_sv": 2.1620291118518155e-08,
        "grad_condition": 25041556.16833921,
        "lr": 0.0009567727288213001,
        "time_sec": 32.532697916030884
      },
      {
        "epoch": 21,
        "train_loss": 1.6014679947662354,
        "train_acc": 0.55142,
        "test_loss": 2.1664475830078125,
        "test_acc": 0.4584,
        "lyapunov": null,
        "grad_norm": 1.1229957179757897,
        "grad_max_sv": 0.4562165729701519,
        "grad_min_sv": 2.1112780196341775e-08,
        "grad_condition": 26298334.51243094,
        "lr": 0.0009524135262330095,
        "time_sec": 32.53035640716553
      },
      {
        "epoch": 22,
        "train_loss": 1.5620909811401367,
        "train_acc": 0.5613,
        "test_loss": 2.162712843322754,
        "test_acc": 0.4535,
        "lyapunov": null,
        "grad_norm": 1.1030961025754331,
        "grad_max_sv": 0.4406334914267063,
        "grad_min_sv": 2.045089818741852e-08,
        "grad_condition": 43337785.20413343,
        "lr": 0.0009478558801197061,
        "time_sec": 32.51555895805359
      },
      {
        "epoch": 23,
        "train_loss": 1.5185724276351928,
        "train_acc": 0.56968,
        "test_loss": 2.1629050983428955,
        "test_acc": 0.4642,
        "lyapunov": null,
        "grad_norm": 1.0796470270409146,
        "grad_max_sv": 0.4365608513355255,
        "grad_min_sv": 2.0348640585379775e-08,
        "grad_condition": 199103454.04638118,
        "lr": 0.000943101789615607,
        "time_sec": 32.51700782775879
      },
      {
        "epoch": 24,
        "train_loss": 1.4762262714385985,
        "train_acc": 0.58122,
        "test_loss": 2.0623104194641115,
        "test_acc": 0.4808,
        "lyapunov": null,
        "grad_norm": 1.058223580636924,
        "grad_max_sv": 0.422040344029665,
        "grad_min_sv": 1.999172487554546e-08,
        "grad_condition": 26445060.697539486,
        "lr": 0.0009381533400219313,
        "time_sec": 32.54439735412598
      },
      {
        "epoch": 25,
        "train_loss": 1.4411011653900145,
        "train_acc": 0.58896,
        "test_loss": 2.168187129974365,
        "test_acc": 0.4692,
        "lyapunov": null,
        "grad_norm": 1.0360388595339232,
        "grad_max_sv": 0.4249138444662094,
        "grad_min_sv": 1.99582824841546e-08,
        "grad_condition": 246451377.91849524,
        "lr": 0.0009330127018922189,
        "time_sec": 32.548271894454956
      },
      {
        "epoch": 26,
        "train_loss": 1.4043142713928223,
        "train_acc": 0.59902,
        "test_loss": 2.0536590896606444,
        "test_acc": 0.4891,
        "lyapunov": null,
        "grad_norm": 1.0113140938455152,
        "grad_max_sv": 0.3988976672291756,
        "grad_min_sv": 1.8759028042047988e-08,
        "grad_condition": 37432251.439904764,
        "lr": 0.000927682130080253,
        "time_sec": 32.561890840530396
      },
      {
        "epoch": 27,
        "train_loss": 1.3714225146484376,
        "train_acc": 0.60766,
        "test_loss": 2.2935733531951903,
        "test_acc": 0.4525,
        "lyapunov": null,
        "grad_norm": 1.0021764966836944,
        "grad_max_sv": 0.3959275037050247,
        "grad_min_sv": 1.8507436513881537e-08,
        "grad_condition": 44956111.71393384,
        "lr": 0.0009221639627510072,
        "time_sec": 32.53670048713684
      },
      {
        "epoch": 28,
        "train_loss": 1.3370341487121582,
        "train_acc": 0.61666,
        "test_loss": 2.151699178314209,
        "test_acc": 0.4715,
        "lyapunov": null,
        "grad_norm": 0.9794476786709188,
        "grad_max_sv": 0.39209934026002885,
        "grad_min_sv": 1.867815887374169e-08,
        "grad_condition": 35054340.009755686,
        "lr": 0.0009164606203550494,
        "time_sec": 32.54069757461548
      },
      {
        "epoch": 29,
        "train_loss": 1.3072684922790527,
        "train_acc": 0.62288,
        "test_loss": 2.177260079193115,
        "test_acc": 0.4723,
        "lyapunov": null,
        "grad_norm": 0.9630039914022892,
        "grad_max_sv": 0.38177175372838973,
        "grad_min_sv": 1.8039237006939324e-08,
        "grad_condition": 32222597.95523299,
        "lr": 0.0009105746045668516,
        "time_sec": 32.513834953308105
      },
      {
        "epoch": 30,
        "train_loss": 1.2830923750686645,
        "train_acc": 0.63006,
        "test_loss": 2.2779099143981933,
        "test_acc": 0.4655,
        "lyapunov": null,
        "grad_norm": 0.9518974286811641,
        "grad_max_sv": 0.38100970312953,
        "grad_min_sv": 1.788316939428658e-08,
        "grad_condition": 99211564.21329594,
        "lr": 0.0009045084971874733,
        "time_sec": 32.5218071937561
      },
      {
        "epoch": 31,
        "train_loss": 1.244770231819153,
        "train_acc": 0.6375,
        "test_loss": 2.1691842304229736,
        "test_acc": 0.4808,
        "lyapunov": null,
        "grad_norm": 0.9340551179231076,
        "grad_max_sv": 0.36914008632302286,
        "grad_min_sv": 1.7114106357074555e-08,
        "grad_condition": 29377579.043874025,
        "lr": 0.0008982649590120977,
        "time_sec": 32.50562572479248
      },
      {
        "epoch": 32,
        "train_loss": 1.2236427535629273,
        "train_acc": 0.64292,
        "test_loss": 2.128678413200378,
        "test_acc": 0.4897,
        "lyapunov": null,
        "grad_norm": 0.9308816117267062,
        "grad_max_sv": 0.3699117600917816,
        "grad_min_sv": 1.7350169867480502e-08,
        "grad_condition": 29708594.41851766,
        "lr": 0.0008918467286629196,
        "time_sec": 32.53521537780762
      },
      {
        "epoch": 33,
        "train_loss": 1.1827713982772827,
        "train_acc": 0.65544,
        "test_loss": 2.1373632209777833,
        "test_acc": 0.5017,
        "lyapunov": null,
        "grad_norm": 0.9081423627717244,
        "grad_max_sv": 0.3551614835858345,
        "grad_min_sv": 1.6811319347286718e-08,
        "grad_condition": 306006053.9068912,
        "lr": 0.0008852566213878943,
        "time_sec": 32.57274842262268
      },
      {
        "epoch": 34,
        "train_loss": 1.1642235271072388,
        "train_acc": 0.65892,
        "test_loss": 2.1604542951583863,
        "test_acc": 0.4885,
        "lyapunov": null,
        "grad_norm": 0.9090398412926194,
        "grad_max_sv": 0.35307114869356154,
        "grad_min_sv": 1.6331064042404696e-08,
        "grad_condition": 75342806.75988543,
        "lr": 0.000878497527825878,
        "time_sec": 32.53737998008728
      },
      {
        "epoch": 35,
        "train_loss": 1.1387675298309325,
        "train_acc": 0.6667,
        "test_loss": 2.1841554317474365,
        "test_acc": 0.4875,
        "lyapunov": null,
        "grad_norm": 0.8905589789768327,
        "grad_max_sv": 0.34435485303401947,
        "grad_min_sv": 1.63940996583678e-08,
        "grad_condition": 31858813.754447132,
        "lr": 0.000871572412738697,
        "time_sec": 32.53908848762512
      },
      {
        "epoch": 36,
        "train_loss": 1.112549288597107,
        "train_acc": 0.6711,
        "test_loss": 2.1255173376083376,
        "test_acc": 0.4972,
        "lyapunov": null,
        "grad_norm": 0.888003290237527,
        "grad_max_sv": 0.3482539109885693,
        "grad_min_sv": 1.6459002988994388e-08,
        "grad_condition": 106865396.27418132,
        "lr": 0.0008644843137107055,
        "time_sec": 32.52313590049744
      },
      {
        "epoch": 37,
        "train_loss": 1.0873542625236512,
        "train_acc": 0.6763,
        "test_loss": 2.098120114517212,
        "test_acc": 0.5037,
        "lyapunov": null,
        "grad_norm": 0.8726919198419328,
        "grad_max_sv": 0.34534994438290595,
        "grad_min_sv": 1.612610790874269e-08,
        "grad_condition": 39535112.979377694,
        "lr": 0.0008572363398164014,
        "time_sec": 32.54535698890686
      },
      {
        "epoch": 38,
        "train_loss": 1.0494415398788453,
        "train_acc": 0.6891,
        "test_loss": 2.1943147089004515,
        "test_acc": 0.4975,
        "lyapunov": null,
        "grad_norm": 0.867993871250333,
        "grad_max_sv": 0.3474706750363111,
        "grad_min_sv": 1.6011337518329062e-08,
        "grad_condition": 53782583.5534817,
        "lr": 0.0008498316702566826,
        "time_sec": 32.5124135017395
      },
      {
        "epoch": 39,
        "train_loss": 1.0355109643936158,
        "train_acc": 0.69258,
        "test_loss": 2.145528812789917,
        "test_acc": 0.5015,
        "lyapunov": null,
        "grad_norm": 0.8555269464693561,
        "grad_max_sv": 0.3424593433737755,
        "grad_min_sv": 1.5947514456216004e-08,
        "grad_condition": 33880811.6761477,
        "lr": 0.0008422735529643442,
        "time_sec": 32.515289545059204
      },
      {
        "epoch": 40,
        "train_loss": 1.0165967633247375,
        "train_acc": 0.69846,
        "test_loss": 2.175649596786499,
        "test_acc": 0.5019,
        "lyapunov": null,
        "grad_norm": 0.8376771010486573,
        "grad_max_sv": 0.3215891238301992,
        "grad_min_sv": 1.5263620372837905e-08,
        "grad_condition": 85010303.02194887,
        "lr": 0.0008345653031794289,
        "time_sec": 32.54841685295105
      },
      {
        "epoch": 41,
        "train_loss": 0.9950240628051757,
        "train_acc": 0.70056,
        "test_loss": 2.2173702697753908,
        "test_acc": 0.5002,
        "lyapunov": null,
        "grad_norm": 0.8305965994955763,
        "grad_max_sv": 0.3256087012588978,
        "grad_min_sv": 1.5127571602671642e-08,
        "grad_condition": 137474843.23784915,
        "lr": 0.0008267103019950526,
        "time_sec": 32.57811760902405
      },
      {
        "epoch": 42,
        "train_loss": 0.9775527880096435,
        "train_acc": 0.70474,
        "test_loss": 2.1698096994400022,
        "test_acc": 0.5034,
        "lyapunov": null,
        "grad_norm": 0.8275704405899154,
        "grad_max_sv": 0.3146204575896263,
        "grad_min_sv": 1.4814988586950295e-08,
        "grad_condition": 63410761.569527075,
        "lr": 0.0008187119948743447,
        "time_sec": 32.52773356437683
      },
      {
        "epoch": 43,
        "train_loss": 0.9515444298553467,
        "train_acc": 0.7129,
        "test_loss": 2.284324015045166,
        "test_acc": 0.4919,
        "lyapunov": null,
        "grad_norm": 0.8256111526505941,
        "grad_max_sv": 0.3248642094433308,
        "grad_min_sv": 1.5077374472538542e-08,
        "grad_condition": 120729497.4258703,
        "lr": 0.000810573890139155,
        "time_sec": 32.54343295097351
      },
      {
        "epoch": 44,
        "train_loss": 0.932089543800354,
        "train_acc": 0.71794,
        "test_loss": 2.347640796661377,
        "test_acc": 0.4952,
        "lyapunov": null,
        "grad_norm": 0.8221551718061502,
        "grad_max_sv": 0.3309069760143757,
        "grad_min_sv": 1.531730618592464e-08,
        "grad_condition": 43621618.830579884,
        "lr": 0.0008022995574311873,
        "time_sec": 32.540892362594604
      },
      {
        "epoch": 45,
        "train_loss": 0.9129991551589965,
        "train_acc": 0.72538,
        "test_loss": 2.3257674713134766,
        "test_acc": 0.4986,
        "lyapunov": null,
        "grad_norm": 0.7995996108758867,
        "grad_max_sv": 0.3120440490543842,
        "grad_min_sv": 1.4420761846635487e-08,
        "grad_condition": 274280638.56129825,
        "lr": 0.0007938926261462363,
        "time_sec": 32.56113886833191
      },
      {
        "epoch": 46,
        "train_loss": 0.8904787008476257,
        "train_acc": 0.72998,
        "test_loss": 2.3609681858062745,
        "test_acc": 0.4974,
        "lyapunov": null,
        "grad_norm": 0.8006123840154866,
        "grad_max_sv": 0.3184788428246975,
        "grad_min_sv": 1.479064429370236e-08,
        "grad_condition": 82532558.79183207,
        "lr": 0.0007853567838422158,
        "time_sec": 32.55464220046997
      },
      {
        "epoch": 47,
        "train_loss": 0.8791391965866089,
        "train_acc": 0.73118,
        "test_loss": 2.3235943592071533,
        "test_acc": 0.5011,
        "lyapunov": null,
        "grad_norm": 0.7941774318900212,
        "grad_max_sv": 0.31571171544492244,
        "grad_min_sv": 1.4471256026826751e-08,
        "grad_condition": 31975325.9529503,
        "lr": 0.0007766957746216719,
        "time_sec": 32.531195402145386
      },
      {
        "epoch": 48,
        "train_loss": 0.8462872068786621,
        "train_acc": 0.74152,
        "test_loss": 2.2702061416625976,
        "test_acc": 0.5127,
        "lyapunov": null,
        "grad_norm": 0.7790110299262845,
        "grad_max_sv": 0.31310132145881653,
        "grad_min_sv": 1.4011670552635525e-08,
        "grad_condition": 69070584.021189,
        "lr": 0.0007679133974894982,
        "time_sec": 32.550259828567505
      },
      {
        "epoch": 49,
        "train_loss": 0.8320243933296204,
        "train_acc": 0.74518,
        "test_loss": 2.3156275840759277,
        "test_acc": 0.5109,
        "lyapunov": null,
        "grad_norm": 0.7829430590909012,
        "grad_max_sv": 0.3146356470882893,
        "grad_min_sv": 1.4089187793265428e-08,
        "grad_condition": 233080772.68985993,
        "lr": 0.000759013504686565,
        "time_sec": 32.55922746658325
      },
      {
        "epoch": 50,
        "train_loss": 0.8245939933776856,
        "train_acc": 0.74696,
        "test_loss": 2.265205925178528,
        "test_acc": 0.5189,
        "lyapunov": null,
        "grad_norm": 0.7672411895816676,
        "grad_max_sv": 0.3079528912901878,
        "grad_min_sv": 1.4155918948415697e-08,
        "grad_condition": 343933636.95908105,
        "lr": 0.0007499999999999998,
        "time_sec": 32.53189420700073
      },
      {
        "epoch": 51,
        "train_loss": 0.7894153217315674,
        "train_acc": 0.7565,
        "test_loss": 2.3188957998275757,
        "test_acc": 0.5074,
        "lyapunov": null,
        "grad_norm": 0.7639570769617415,
        "grad_max_sv": 0.30883320979774,
        "grad_min_sv": 1.3941536785438969e-08,
        "grad_condition": 58007269.384739935,
        "lr": 0.0007408768370508575,
        "time_sec": 32.537278175354004
      },
      {
        "epoch": 52,
        "train_loss": 0.7845482840156556,
        "train_acc": 0.75934,
        "test_loss": 2.3104104595184327,
        "test_acc": 0.5194,
        "lyapunov": null,
        "grad_norm": 0.758426806815466,
        "grad_max_sv": 0.3017439119517803,
        "grad_min_sv": 1.3761643591347906e-08,
        "grad_condition": 64403689.199135736,
        "lr": 0.0007316480175599307,
        "time_sec": 32.567556858062744
      },
      {
        "epoch": 53,
        "train_loss": 0.7678517831802368,
        "train_acc": 0.76302,
        "test_loss": 2.2519205989837645,
        "test_acc": 0.5187,
        "lyapunov": null,
        "grad_norm": 0.7525741359749043,
        "grad_max_sv": 0.3043193075805902,
        "grad_min_sv": 1.4057699764414428e-08,
        "grad_condition": 603144630.5655534,
        "lr": 0.0007223175895924635,
        "time_sec": 32.54323744773865
      },
      {
        "epoch": 54,
        "train_loss": 0.7441292473983765,
        "train_acc": 0.77002,
        "test_loss": 2.321862815093994,
        "test_acc": 0.5195,
        "lyapunov": null,
        "grad_norm": 0.7385816998340842,
        "grad_max_sv": 0.2950198922306299,
        "grad_min_sv": 1.3242542280800241e-08,
        "grad_condition": 47788499.822593346,
        "lr": 0.0007128896457825361,
        "time_sec": 32.546525955200195
      },
      {
        "epoch": 55,
        "train_loss": 0.7237247510147095,
        "train_acc": 0.77684,
        "test_loss": 2.443076996231079,
        "test_acc": 0.5105,
        "lyapunov": null,
        "grad_norm": 0.7236745133446179,
        "grad_max_sv": 0.2926642097532749,
        "grad_min_sv": 1.3385297276298502e-08,
        "grad_condition": 180910825.71869814,
        "lr": 0.0007033683215378998,
        "time_sec": 32.5228271484375
      },
      {
        "epoch": 56,
        "train_loss": 0.714698567867279,
        "train_acc": 0.77636,
        "test_loss": 2.4090746616363528,
        "test_acc": 0.5073,
        "lyapunov": null,
        "grad_norm": 0.7344734039694485,
        "grad_max_sv": 0.2945756554603577,
        "grad_min_sv": 1.3372697777163517e-08,
        "grad_condition": 191394798.44401574,
        "lr": 0.0006937577932260512,
        "time_sec": 32.53384256362915
      },
      {
        "epoch": 57,
        "train_loss": 0.701706619796753,
        "train_acc": 0.7817,
        "test_loss": 2.4898623809814455,
        "test_acc": 0.5061,
        "lyapunov": null,
        "grad_norm": 0.7242445850699529,
        "grad_max_sv": 0.29475805573165414,
        "grad_min_sv": 1.3282284945341504e-08,
        "grad_condition": 139859409.2511898,
        "lr": 0.0006840622763423388,
        "time_sec": 32.55175542831421
      },
      {
        "epoch": 58,
        "train_loss": 0.683065224571228,
        "train_acc": 0.78578,
        "test_loss": 2.40970786857605,
        "test_acc": 0.5161,
        "lyapunov": null,
        "grad_norm": 0.7133541403038509,
        "grad_max_sv": 0.28903776630759237,
        "grad_min_sv": 1.2887932776279449e-08,
        "grad_condition": 217157653.7481032,
        "lr": 0.0006742860236609073,
        "time_sec": 32.54868960380554
      },
      {
        "epoch": 59,
        "train_loss": 0.658868628025055,
        "train_acc": 0.79364,
        "test_loss": 2.4330540966033936,
        "test_acc": 0.512,
        "lyapunov": null,
        "grad_norm": 0.7071819631685043,
        "grad_max_sv": 0.28152512572705746,
        "grad_min_sv": 1.2446668359172852e-08,
        "grad_condition": 53600070.902513206,
        "lr": 0.0006644333233692913,
        "time_sec": 32.54175162315369
      },
      {
        "epoch": 60,
        "train_loss": 0.6470879960250855,
        "train_acc": 0.7992,
        "test_loss": 2.4595475191116334,
        "test_acc": 0.5146,
        "lyapunov": null,
        "grad_norm": 0.7011871838547499,
        "grad_max_sv": 0.2868143357336521,
        "grad_min_sv": 1.2911446190672082e-08,
        "grad_condition": 55527160.04901831,
        "lr": 0.0006545084971874734,
        "time_sec": 32.56122612953186
      },
      {
        "epoch": 61,
        "train_loss": 0.6354982923126221,
        "train_acc": 0.8022,
        "test_loss": 2.560771873855591,
        "test_acc": 0.5081,
        "lyapunov": null,
        "grad_norm": 0.6984352092808961,
        "grad_max_sv": 0.27748913019895555,
        "grad_min_sv": 1.239017393675143e-08,
        "grad_condition": 1468960068.2366312,
        "lr": 0.0006445158984722354,
        "time_sec": 32.540645360946655
      },
      {
        "epoch": 62,
        "train_loss": 0.616827200679779,
        "train_acc": 0.80592,
        "test_loss": 2.4981941551208497,
        "test_acc": 0.5168,
        "lyapunov": null,
        "grad_norm": 0.693034220707574,
        "grad_max_sv": 0.27250286303460597,
        "grad_min_sv": 1.2243235950146896e-08,
        "grad_condition": 346615785.32809913,
        "lr": 0.0006344599103076324,
        "time_sec": 32.55153822898865
      },
      {
        "epoch": 63,
        "train_loss": 0.6024868152618408,
        "train_acc": 0.81298,
        "test_loss": 2.4579322681427,
        "test_acc": 0.5197,
        "lyapunov": null,
        "grad_norm": 0.6859865381743082,
        "grad_max_sv": 0.2814170353114605,
        "grad_min_sv": 1.2453174788248922e-08,
        "grad_condition": 71845159.85056672,
        "lr": 0.0006243449435824269,
        "time_sec": 32.56982493400574
      },
      {
        "epoch": 64,
        "train_loss": 0.5879015256500244,
        "train_acc": 0.81586,
        "test_loss": 2.537950067138672,
        "test_acc": 0.5154,
        "lyapunov": null,
        "grad_norm": 0.6770827367834238,
        "grad_max_sv": 0.2760712094604969,
        "grad_min_sv": 1.2060245246827555e-08,
        "grad_condition": 242477478.97334537,
        "lr": 0.0006141754350553275,
        "time_sec": 32.555153369903564
      },
      {
        "epoch": 65,
        "train_loss": 0.5838800269126893,
        "train_acc": 0.8159,
        "test_loss": 2.5163471378326414,
        "test_acc": 0.5163,
        "lyapunov": null,
        "grad_norm": 0.6785242818211942,
        "grad_max_sv": 0.27877960838377475,
        "grad_min_sv": 1.2008392599738293e-08,
        "grad_condition": 40446768.53559095,
        "lr": 0.0006039558454088793,
        "time_sec": 32.543633460998535
      },
      {
        "epoch": 66,
        "train_loss": 0.577277703781128,
        "train_acc": 0.81916,
        "test_loss": 2.4027950271606446,
        "test_acc": 0.53,
        "lyapunov": null,
        "grad_norm": 0.6749900226760103,
        "grad_max_sv": 0.2747200779616833,
        "grad_min_sv": 1.2062701042203639e-08,
        "grad_condition": 32367967.36566303,
        "lr": 0.000593690657292862,
        "time_sec": 32.588738441467285
      },
      {
        "epoch": 67,
        "train_loss": 0.5638121318435669,
        "train_acc": 0.82124,
        "test_loss": 2.5093120254516603,
        "test_acc": 0.5143,
        "lyapunov": null,
        "grad_norm": 0.6756248898956171,
        "grad_max_sv": 0.2708110649138689,
        "grad_min_sv": 1.1944636340091575e-08,
        "grad_condition": 75752957.05132133,
        "lr": 0.0005833843733580507,
        "time_sec": 32.55442571640015
      },
      {
        "epoch": 68,
        "train_loss": 0.5368257042694092,
        "train_acc": 0.82994,
        "test_loss": 2.589290417480469,
        "test_acc": 0.5118,
        "lyapunov": null,
        "grad_norm": 0.6598937386660447,
        "grad_max_sv": 0.261281393840909,
        "grad_min_sv": 1.1725735699075201e-08,
        "grad_condition": 169472540.689181,
        "lr": 0.0005730415142812054,
        "time_sec": 32.52515912055969
      },
      {
        "epoch": 69,
        "train_loss": 0.5388207937431335,
        "train_acc": 0.82916,
        "test_loss": 2.563585631942749,
        "test_acc": 0.5202,
        "lyapunov": null,
        "grad_norm": 0.6573002747793157,
        "grad_max_sv": 0.2725424364209175,
        "grad_min_sv": 1.2047364596375065e-08,
        "grad_condition": 444347034.8797019,
        "lr": 0.0005626666167821517,
        "time_sec": 32.586650133132935
      },
      {
        "epoch": 70,
        "train_loss": 0.513670022392273,
        "train_acc": 0.83646,
        "test_loss": 2.5132864803314208,
        "test_acc": 0.5236,
        "lyapunov": null,
        "grad_norm": 0.6431550925781278,
        "grad_max_sv": 0.27632256150245665,
        "grad_min_sv": 1.1758005316261921e-08,
        "grad_condition": 110006576.71894233,
        "lr": 0.0005522642316338265,
        "time_sec": 32.577406883239746
      },
      {
        "epoch": 71,
        "train_loss": 0.5131872615623474,
        "train_acc": 0.83644,
        "test_loss": 2.5521981464385988,
        "test_acc": 0.5241,
        "lyapunov": null,
        "grad_norm": 0.6453851866055248,
        "grad_max_sv": 0.2702975060790777,
        "grad_min_sv": 1.1546318178521155e-08,
        "grad_condition": 1790962873.9237118,
        "lr": 0.0005418389216661573,
        "time_sec": 32.55422234535217
      },
      {
        "epoch": 72,
        "train_loss": 0.5012564387702942,
        "train_acc": 0.83844,
        "test_loss": 2.6108884536743164,
        "test_acc": 0.5145,
        "lyapunov": null,
        "grad_norm": 0.641535680347223,
        "grad_max_sv": 0.263116517290473,
        "grad_min_sv": 1.133218473052533e-08,
        "grad_condition": 97098064.25597176,
        "lr": 0.0005313952597646563,
        "time_sec": 32.55845665931702
      },
      {
        "epoch": 73,
        "train_loss": 0.4879260776901245,
        "train_acc": 0.84454,
        "test_loss": 2.5678638622283936,
        "test_acc": 0.5233,
        "lyapunov": null,
        "grad_norm": 0.6388994964495804,
        "grad_max_sv": 0.26682182475924493,
        "grad_min_sv": 1.1433825197054715e-08,
        "grad_condition": 115135062.42170426,
        "lr": 0.0005209378268645994,
        "time_sec": 32.551618576049805
      },
      {
        "epoch": 74,
        "train_loss": 0.47297955097198485,
        "train_acc": 0.84948,
        "test_loss": 2.5823446689605714,
        "test_acc": 0.5234,
        "lyapunov": null,
        "grad_norm": 0.625079210207,
        "grad_max_sv": 0.2719780694693327,
        "grad_min_sv": 1.1374299929472944e-08,
        "grad_condition": 1819913042.7712326,
        "lr": 0.0005104712099416781,
        "time_sec": 32.56480145454407
      },
      {
        "epoch": 75,
        "train_loss": 0.46812099950790403,
        "train_acc": 0.85034,
        "test_loss": 2.6528441036224364,
        "test_acc": 0.5183,
        "lyapunov": null,
        "grad_norm": 0.6231186463016253,
        "grad_max_sv": 0.25995977483689786,
        "grad_min_sv": 1.1211473876398311e-08,
        "grad_condition": 1535902619.2174218,
        "lr": 0.0004999999999999996,
        "time_sec": 32.557714223861694
      },
      {
        "epoch": 76,
        "train_loss": 0.4614518400478363,
        "train_acc": 0.85322,
        "test_loss": 2.722090990829468,
        "test_acc": 0.5123,
        "lyapunov": null,
        "grad_norm": 0.6189058016152714,
        "grad_max_sv": 0.26107010766863825,
        "grad_min_sv": 1.121603938145782e-08,
        "grad_condition": 156852744.39388055,
        "lr": 0.0004895287900583212,
        "time_sec": 32.57050681114197
      },
      {
        "epoch": 77,
        "train_loss": 0.4433125625228882,
        "train_acc": 0.85798,
        "test_loss": 2.683233337402344,
        "test_acc": 0.5176,
        "lyapunov": null,
        "grad_norm": 0.6092718322680238,
        "grad_max_sv": 0.26060184724628926,
        "grad_min_sv": 1.0807431153128655e-08,
        "grad_condition": 94720998.74768767,
        "lr": 0.0004790621731353997,
        "time_sec": 32.566901445388794
      },
      {
        "epoch": 78,
        "train_loss": 0.43715192074775694,
        "train_acc": 0.85892,
        "test_loss": 2.8140779514312744,
        "test_acc": 0.5126,
        "lyapunov": null,
        "grad_norm": 0.6093756219980636,
        "grad_max_sv": 0.25670241452753545,
        "grad_min_sv": 1.0911793120807477e-08,
        "grad_condition": 96322404.6795116,
        "lr": 0.000468604740235343,
        "time_sec": 32.57596945762634
      },
      {
        "epoch": 79,
        "train_loss": 0.4312542087650299,
        "train_acc": 0.86156,
        "test_loss": 2.688641630935669,
        "test_acc": 0.5206,
        "lyapunov": null,
        "grad_norm": 0.6073166568575497,
        "grad_max_sv": 0.25702770203351977,
        "grad_min_sv": 1.0958630206232833e-08,
        "grad_condition": 250707729.3021683,
        "lr": 0.00045816107833384175,
        "time_sec": 32.56645917892456
      },
      {
        "epoch": 80,
        "train_loss": 0.4118970446872711,
        "train_acc": 0.86894,
        "test_loss": 2.5730819744110107,
        "test_acc": 0.5337,
        "lyapunov": null,
        "grad_norm": 0.5969485138195714,
        "grad_max_sv": 0.244117346778512,
        "grad_min_sv": 1.0501346974639558e-08,
        "grad_condition": 268969770.6987619,
        "lr": 0.0004477357683661729,
        "time_sec": 32.55648875236511
      },
      {
        "epoch": 81,
        "train_loss": 0.40473406177520754,
        "train_acc": 0.8705,
        "test_loss": 2.768511548614502,
        "test_acc": 0.5175,
        "lyapunov": null,
        "grad_norm": 0.5946234097363065,
        "grad_max_sv": 0.25840370543301105,
        "grad_min_sv": 1.0675248116140834e-08,
        "grad_condition": 1433985790.1272235,
        "lr": 0.00043733338321784746,
        "time_sec": 32.56024956703186
      },
      {
        "epoch": 82,
        "train_loss": 0.39231891386032103,
        "train_acc": 0.87338,
        "test_loss": 2.6643074661254884,
        "test_acc": 0.5309,
        "lyapunov": null,
        "grad_norm": 0.5900838298376547,
        "grad_max_sv": 0.2576967000961304,
        "grad_min_sv": 1.0706646371176284e-08,
        "grad_condition": 410914403.2919628,
        "lr": 0.0004269584857187939,
        "time_sec": 32.52906775474548
      },
      {
        "epoch": 83,
        "train_loss": 0.38102890924453736,
        "train_acc": 0.87712,
        "test_loss": 2.746966218185425,
        "test_acc": 0.5212,
        "lyapunov": null,
        "grad_norm": 0.5804702132437124,
        "grad_max_sv": 0.24822848811745643,
        "grad_min_sv": 1.0360890155157107e-08,
        "grad_condition": 348582315.4871143,
        "lr": 0.0004166156266419484,
        "time_sec": 32.575536489486694
      },
      {
        "epoch": 84,
        "train_loss": 0.37733193599700926,
        "train_acc": 0.87564,
        "test_loss": 2.7224476852416992,
        "test_acc": 0.5248,
        "lyapunov": null,
        "grad_norm": 0.5836201032332736,
        "grad_max_sv": 0.2583346772938967,
        "grad_min_sv": 1.070241965142084e-08,
        "grad_condition": 801944412.6941237,
        "lr": 0.0004063093427071373,
        "time_sec": 32.56175231933594
      },
      {
        "epoch": 85,
        "train_loss": 0.3640913159942627,
        "train_acc": 0.88294,
        "test_loss": 2.758930994796753,
        "test_acc": 0.527,
        "lyapunov": null,
        "grad_norm": 0.5660514135717984,
        "grad_max_sv": 0.24142069853842257,
        "grad_min_sv": 1.0190759017463663e-08,
        "grad_condition": 1202285628.3006241,
        "lr": 0.0003960441545911199,
        "time_sec": 32.5456702709198
      },
      {
        "epoch": 86,
        "train_loss": 0.3523704248428345,
        "train_acc": 0.88546,
        "test_loss": 2.687824221420288,
        "test_acc": 0.5297,
        "lyapunov": null,
        "grad_norm": 0.5608649440048047,
        "grad_max_sv": 0.2463057145476341,
        "grad_min_sv": 1.0161699044372586e-08,
        "grad_condition": 82146942.52646025,
        "lr": 0.0003858245649446718,
        "time_sec": 32.53918766975403
      },
      {
        "epoch": 87,
        "train_loss": 0.35160433542251585,
        "train_acc": 0.8864,
        "test_loss": 2.7660649963378905,
        "test_acc": 0.5254,
        "lyapunov": null,
        "grad_norm": 0.5647074650828036,
        "grad_max_sv": 0.2515272866934538,
        "grad_min_sv": 1.0253057474568505e-08,
        "grad_condition": 106198876.53293958,
        "lr": 0.00037565505641757235,
        "time_sec": 32.57175302505493
      },
      {
        "epoch": 88,
        "train_loss": 0.34372631204605103,
        "train_acc": 0.8903,
        "test_loss": 2.7611888675689698,
        "test_acc": 0.5293,
        "lyapunov": null,
        "grad_norm": 0.5539379162644149,
        "grad_max_sv": 0.24760488532483577,
        "grad_min_sv": 1.0237206365037652e-08,
        "grad_condition": 268378740.40175262,
        "lr": 0.00036554008969236695,
        "time_sec": 32.61865496635437
      },
      {
        "epoch": 89,
        "train_loss": 0.3349831074714661,
        "train_acc": 0.89124,
        "test_loss": 2.852033778381348,
        "test_acc": 0.5246,
        "lyapunov": null,
        "grad_norm": 0.5543234221756905,
        "grad_max_sv": 0.2524993114173412,
        "grad_min_sv": 1.0068119724645358e-08,
        "grad_condition": 881390959.6058903,
        "lr": 0.0003554841015277638,
        "time_sec": 32.56809163093567
      },
      {
        "epoch": 90,
        "train_loss": 0.3192900574111939,
        "train_acc": 0.8978,
        "test_loss": 2.8204364456176756,
        "test_acc": 0.5277,
        "lyapunov": null,
        "grad_norm": 0.539170960935015,
        "grad_max_sv": 0.23871867544949055,
        "grad_min_sv": 9.515663445397448e-09,
        "grad_condition": 82474731.67522079,
        "lr": 0.000345491502812526,
        "time_sec": 32.549994468688965
      },
      {
        "epoch": 91,
        "train_loss": 0.3178176963233948,
        "train_acc": 0.8972,
        "test_loss": 2.860647204208374,
        "test_acc": 0.527,
        "lyapunov": null,
        "grad_norm": 0.5335824951523024,
        "grad_max_sv": 0.24524600319564344,
        "grad_min_sv": 9.955028348364314e-09,
        "grad_condition": 189160981.0331933,
        "lr": 0.0003355666766307081,
        "time_sec": 32.5523841381073
      },
      {
        "epoch": 92,
        "train_loss": 0.30979349758148195,
        "train_acc": 0.90114,
        "test_loss": 2.792916820526123,
        "test_acc": 0.5334,
        "lyapunov": null,
        "grad_norm": 0.536022212715003,
        "grad_max_sv": 0.2439738731831312,
        "grad_min_sv": 9.802463784257254e-09,
        "grad_condition": 392308745.7452389,
        "lr": 0.00032571397633909225,
        "time_sec": 32.534363746643066
      },
      {
        "epoch": 93,
        "train_loss": 0.29998136956214905,
        "train_acc": 0.90294,
        "test_loss": 2.8000693214416503,
        "test_acc": 0.5371,
        "lyapunov": null,
        "grad_norm": 0.526141212631399,
        "grad_max_sv": 0.2302109245210886,
        "grad_min_sv": 9.57197021107109e-09,
        "grad_condition": 990380151.1551683,
        "lr": 0.00031593772365766094,
        "time_sec": 32.5524480342865
      },
      {
        "epoch": 94,
        "train_loss": 0.2947264695549011,
        "train_acc": 0.90426,
        "test_loss": 2.8803435722351076,
        "test_acc": 0.5269,
        "lyapunov": null,
        "grad_norm": 0.5244681069551711,
        "grad_max_sv": 0.2267349176108837,
        "grad_min_sv": 9.39341851901969e-09,
        "grad_condition": 350481322.0522052,
        "lr": 0.0003062422067739483,
        "time_sec": 32.55219221115112
      },
      {
        "epoch": 95,
        "train_loss": 0.2886659768772125,
        "train_acc": 0.90604,
        "test_loss": 2.9347433059692385,
        "test_acc": 0.5258,
        "lyapunov": null,
        "grad_norm": 0.5214353080258765,
        "grad_max_sv": 0.2345777176320553,
        "grad_min_sv": 9.640483901365155e-09,
        "grad_condition": 720854220.3900421,
        "lr": 0.00029663167846209965,
        "time_sec": 32.557831048965454
      },
      {
        "epoch": 96,
        "train_loss": 0.27894444655418393,
        "train_acc": 0.90976,
        "test_loss": 2.9434762027740478,
        "test_acc": 0.5285,
        "lyapunov": null,
        "grad_norm": 0.5097107775143732,
        "grad_max_sv": 0.2310101106762886,
        "grad_min_sv": 9.385787539729386e-09,
        "grad_condition": 526341011.33289146,
        "lr": 0.00028711035421746345,
        "time_sec": 32.542834997177124
      },
      {
        "epoch": 97,
        "train_loss": 0.27359901790618896,
        "train_acc": 0.9111,
        "test_loss": 2.8853713760375976,
        "test_acc": 0.5255,
        "lyapunov": null,
        "grad_norm": 0.5155496576192513,
        "grad_max_sv": 0.2377286858856678,
        "grad_min_sv": 9.5194454921327e-09,
        "grad_condition": 3878284949.6481657,
        "lr": 0.00027768241040753615,
        "time_sec": 32.55704665184021
      },
      {
        "epoch": 98,
        "train_loss": 0.27738544737815857,
        "train_acc": 0.90926,
        "test_loss": 2.9445196617126466,
        "test_acc": 0.5299,
        "lyapunov": null,
        "grad_norm": 0.5179989785468311,
        "grad_max_sv": 0.22777627930045127,
        "grad_min_sv": 9.246968936957659e-09,
        "grad_condition": 960537397.7931906,
        "lr": 0.00026835198244006903,
        "time_sec": 32.64381694793701
      },
      {
        "epoch": 99,
        "train_loss": 0.26050106247901916,
        "train_acc": 0.91634,
        "test_loss": 2.9518425941467283,
        "test_acc": 0.5252,
        "lyapunov": null,
        "grad_norm": 0.5021876835039283,
        "grad_max_sv": 0.23347571939229966,
        "grad_min_sv": 9.252318778490976e-09,
        "grad_condition": 358829344.2311903,
        "lr": 0.0002591231629491421,
        "time_sec": 32.63876390457153
      },
      {
        "epoch": 100,
        "train_loss": 0.258883156375885,
        "train_acc": 0.91784,
        "test_loss": 2.9451918140411375,
        "test_acc": 0.5271,
        "lyapunov": null,
        "grad_norm": 0.49558170482534186,
        "grad_max_sv": 0.22932566255331038,
        "grad_min_sv": 8.960364150656374e-09,
        "grad_condition": 133402370.68097286,
        "lr": 0.0002499999999999997,
        "time_sec": 32.63405442237854
      },
      {
        "epoch": 101,
        "train_loss": 0.2544194602584839,
        "train_acc": 0.9178,
        "test_loss": 2.931644026184082,
        "test_acc": 0.5324,
        "lyapunov": null,
        "grad_norm": 0.49432462184183484,
        "grad_max_sv": 0.23283861316740512,
        "grad_min_sv": 9.245908496593666e-09,
        "grad_condition": 394496802.8033221,
        "lr": 0.00024098649531343477,
        "time_sec": 32.61276388168335
      },
      {
        "epoch": 102,
        "train_loss": 0.2480203760242462,
        "train_acc": 0.92056,
        "test_loss": 2.8568203742980955,
        "test_acc": 0.5384,
        "lyapunov": null,
        "grad_norm": 0.49038134461440325,
        "grad_max_sv": 0.21357116661965847,
        "grad_min_sv": 8.517364178338947e-09,
        "grad_condition": 517553648.95562804,
        "lr": 0.0002320866025105016,
        "time_sec": 32.561208724975586
      },
      {
        "epoch": 103,
        "train_loss": 0.24091191486358643,
        "train_acc": 0.92288,
        "test_loss": 2.921445244216919,
        "test_acc": 0.539,
        "lyapunov": null,
        "grad_norm": 0.48403203094337405,
        "grad_max_sv": 0.2229804780334234,
        "grad_min_sv": 8.76879201030037e-09,
        "grad_condition": 395225985.76028645,
        "lr": 0.0002233042253783278,
        "time_sec": 32.58884024620056
      },
      {
        "epoch": 104,
        "train_loss": 0.2340097396659851,
        "train_acc": 0.92426,
        "test_loss": 2.952641244506836,
        "test_acc": 0.5359,
        "lyapunov": null,
        "grad_norm": 0.47933424227822113,
        "grad_max_sv": 0.21846036985516548,
        "grad_min_sv": 8.535758917998377e-09,
        "grad_condition": 633016056.7145557,
        "lr": 0.000214643216157784,
        "time_sec": 32.56481146812439
      },
      {
        "epoch": 105,
        "train_loss": 0.2301298531961441,
        "train_acc": 0.92618,
        "test_loss": 3.0041401138305663,
        "test_acc": 0.5291,
        "lyapunov": null,
        "grad_norm": 0.4740683813989447,
        "grad_max_sv": 0.22231761552393436,
        "grad_min_sv": 8.433698867145923e-09,
        "grad_condition": 3779496448.19964,
        "lr": 0.00020610737385376332,
        "time_sec": 32.58962845802307
      },
      {
        "epoch": 106,
        "train_loss": 0.23071280053138732,
        "train_acc": 0.92596,
        "test_loss": 2.902844191741943,
        "test_acc": 0.5388,
        "lyapunov": null,
        "grad_norm": 0.4741615782059369,
        "grad_max_sv": 0.22535606250166892,
        "grad_min_sv": 8.869640872113949e-09,
        "grad_condition": 162288203.3742172,
        "lr": 0.00019770044256881242,
        "time_sec": 32.57167601585388
      },
      {
        "epoch": 107,
        "train_loss": 0.22119897150993348,
        "train_acc": 0.92908,
        "test_loss": 2.9124989013671874,
        "test_acc": 0.5401,
        "lyapunov": null,
        "grad_norm": 0.4665652562574251,
        "grad_max_sv": 0.22006149925291538,
        "grad_min_sv": 8.667695651325135e-09,
        "grad_condition": 151185833.18543836,
        "lr": 0.0001894261098608447,
        "time_sec": 32.57570242881775
      },
      {
        "epoch": 108,
        "train_loss": 0.2127019773054123,
        "train_acc": 0.93066,
        "test_loss": 2.880406095504761,
        "test_acc": 0.5451,
        "lyapunov": null,
        "grad_norm": 0.4590032433316164,
        "grad_max_sv": 0.2255195803940296,
        "grad_min_sv": 9.011924857207053e-09,
        "grad_condition": 814863477.0120376,
        "lr": 0.000181288005125655,
        "time_sec": 32.57649230957031
      },
      {
        "epoch": 109,
        "train_loss": 0.21624571283340455,
        "train_acc": 0.9307,
        "test_loss": 2.967872815322876,
        "test_acc": 0.5365,
        "lyapunov": null,
        "grad_norm": 0.46217449604521815,
        "grad_max_sv": 0.22467305175960064,
        "grad_min_sv": 8.434571406850528e-09,
        "grad_condition": 269913512.95570815,
        "lr": 0.0001732896980049473,
        "time_sec": 32.688621520996094
      },
      {
        "epoch": 110,
        "train_loss": 0.21068411350250243,
        "train_acc": 0.93312,
        "test_loss": 2.9756517448425295,
        "test_acc": 0.5417,
        "lyapunov": null,
        "grad_norm": 0.4560381046604994,
        "grad_max_sv": 0.2259811393916607,
        "grad_min_sv": 8.584292448838432e-09,
        "grad_condition": 247618387.92470437,
        "lr": 0.00016543469682057076,
        "time_sec": 32.61171579360962
      },
      {
        "epoch": 111,
        "train_loss": 0.20692597856521605,
        "train_acc": 0.93424,
        "test_loss": 2.9772758766174316,
        "test_acc": 0.5401,
        "lyapunov": null,
        "grad_norm": 0.4537336475301346,
        "grad_max_sv": 0.22052315585315227,
        "grad_min_sv": 8.457724332781163e-09,
        "grad_condition": 209643026.63441467,
        "lr": 0.00015772644703565552,
        "time_sec": 32.74080443382263
      },
      {
        "epoch": 112,
        "train_loss": 0.19982836018562317,
        "train_acc": 0.93464,
        "test_loss": 2.9877874111175537,
        "test_acc": 0.5374,
        "lyapunov": null,
        "grad_norm": 0.4502543545130326,
        "grad_max_sv": 0.21837349496781827,
        "grad_min_sv": 8.382589276531572e-09,
        "grad_condition": 190131911.5426251,
        "lr": 0.00015016832974331713,
        "time_sec": 32.61341071128845
      },
      {
        "epoch": 113,
        "train_loss": 0.19814088920593262,
        "train_acc": 0.93678,
        "test_loss": 3.0002061031341554,
        "test_acc": 0.5372,
        "lyapunov": null,
        "grad_norm": 0.4475396172239947,
        "grad_max_sv": 0.20673769935965539,
        "grad_min_sv": 8.026082756024642e-09,
        "grad_condition": 821010169.1913308,
        "lr": 0.00014276366018359834,
        "time_sec": 32.59360718727112
      },
      {
        "epoch": 114,
        "train_loss": 0.19049308371543885,
        "train_acc": 0.93866,
        "test_loss": 3.0283890243530274,
        "test_acc": 0.5348,
        "lyapunov": null,
        "grad_norm": 0.4406442112045554,
        "grad_max_sv": 0.21337005980312823,
        "grad_min_sv": 8.07762924176763e-09,
        "grad_condition": 667248655.8256387,
        "lr": 0.00013551568628929425,
        "time_sec": 32.58922576904297
      },
      {
        "epoch": 115,
        "train_loss": 0.18477844835281373,
        "train_acc": 0.9408,
        "test_loss": 2.979667907714844,
        "test_acc": 0.538,
        "lyapunov": null,
        "grad_norm": 0.4338873325468347,
        "grad_max_sv": 0.20222999081015586,
        "grad_min_sv": 7.837895723032327e-09,
        "grad_condition": 353434541.5259349,
        "lr": 0.00012842758726130276,
        "time_sec": 32.564921617507935
      },
      {
        "epoch": 116,
        "train_loss": 0.1859721972846985,
        "train_acc": 0.93958,
        "test_loss": 3.0662242183685304,
        "test_acc": 0.5393,
        "lyapunov": null,
        "grad_norm": 0.436884545053576,
        "grad_max_sv": 0.2168640349060297,
        "grad_min_sv": 8.084562923496817e-09,
        "grad_condition": 9428488559.560253,
        "lr": 0.0001215024721741218,
        "time_sec": 32.58519434928894
      },
      {
        "epoch": 117,
        "train_loss": 0.1802575473511219,
        "train_acc": 0.9417,
        "test_loss": 2.9826597057342528,
        "test_acc": 0.5406,
        "lyapunov": null,
        "grad_norm": 0.42742032333852065,
        "grad_max_sv": 0.2029492624104023,
        "grad_min_sv": 7.847825115431771e-09,
        "grad_condition": 1633268903.8573327,
        "lr": 0.00011474337861210538,
        "time_sec": 32.59012532234192
      },
      {
        "epoch": 118,
        "train_loss": 0.1823931166434288,
        "train_acc": 0.94122,
        "test_loss": 3.021400856399536,
        "test_acc": 0.5422,
        "lyapunov": null,
        "grad_norm": 0.43215599630315543,
        "grad_max_sv": 0.20591359175741672,
        "grad_min_sv": 8.091189306514043e-09,
        "grad_condition": 1689348599.2248282,
        "lr": 0.00010815327133708009,
        "time_sec": 32.5699896812439
      },
      {
        "epoch": 119,
        "train_loss": 0.17618105165958406,
        "train_acc": 0.94406,
        "test_loss": 3.000937869644165,
        "test_acc": 0.5384,
        "lyapunov": null,
        "grad_norm": 0.4237935060578588,
        "grad_max_sv": 0.20426486507058145,
        "grad_min_sv": 7.760857991326308e-09,
        "grad_condition": 126737655.38842675,
        "lr": 0.00010173504098790182,
        "time_sec": 32.55027508735657
      },
      {
        "epoch": 120,
        "train_loss": 0.17707269381523133,
        "train_acc": 0.9433,
        "test_loss": 3.0262657794952394,
        "test_acc": 0.5423,
        "lyapunov": null,
        "grad_norm": 0.4262563994652449,
        "grad_max_sv": 0.20858144126832484,
        "grad_min_sv": 7.881152512198563e-09,
        "grad_condition": 309539963.7397119,
        "lr": 9.549150281252629e-05,
        "time_sec": 32.56339383125305
      },
      {
        "epoch": 121,
        "train_loss": 0.17405739032268525,
        "train_acc": 0.94424,
        "test_loss": 3.066022943115234,
        "test_acc": 0.5357,
        "lyapunov": null,
        "grad_norm": 0.4209047902648977,
        "grad_max_sv": 0.208182505145669,
        "grad_min_sv": 7.926291366831817e-09,
        "grad_condition": 1481844022.098684,
        "lr": 8.942539543314794e-05,
        "time_sec": 32.55572319030762
      },
      {
        "epoch": 122,
        "train_loss": 0.1722756038427353,
        "train_acc": 0.94372,
        "test_loss": 2.9237624008178713,
        "test_acc": 0.5501,
        "lyapunov": null,
        "grad_norm": 0.42147984672159844,
        "grad_max_sv": 0.2044668670743704,
        "grad_min_sv": 7.998760296129494e-09,
        "grad_condition": 3201646284.8678083,
        "lr": 8.353937964495024e-05,
        "time_sec": 32.587459087371826
      },
      {
        "epoch": 123,
        "train_loss": 0.16738181323051451,
        "train_acc": 0.9461,
        "test_loss": 3.094963736343384,
        "test_acc": 0.5344,
        "lyapunov": null,
        "grad_norm": 0.41903231386737333,
        "grad_max_sv": 0.20275984779000283,
        "grad_min_sv": 7.716203944308116e-09,
        "grad_condition": 621612446.7663743,
        "lr": 7.783603724899243e-05,
        "time_sec": 32.584996461868286
      },
      {
        "epoch": 124,
        "train_loss": 0.16972655351161955,
        "train_acc": 0.94622,
        "test_loss": 3.0508366065979002,
        "test_acc": 0.5412,
        "lyapunov": null,
        "grad_norm": 0.4200695555516322,
        "grad_max_sv": 0.2031144231557846,
        "grad_min_sv": 7.729263715579261e-09,
        "grad_condition": 3217546779.4275866,
        "lr": 7.231786991974666e-05,
        "time_sec": 32.571866035461426
      },
      {
        "epoch": 125,
        "train_loss": 0.16630077925682069,
        "train_acc": 0.94662,
        "test_loss": 3.022613596343994,
        "test_acc": 0.5392,
        "lyapunov": null,
        "grad_norm": 0.41758178037006294,
        "grad_max_sv": 0.20861225724220275,
        "grad_min_sv": 7.841609751726292e-09,
        "grad_condition": 338985297.6185556,
        "lr": 6.698729810778072e-05,
        "time_sec": 32.5552761554718
      },
      {
        "epoch": 126,
        "train_loss": 0.15956245457649232,
        "train_acc": 0.94972,
        "test_loss": 3.0561922130584716,
        "test_acc": 0.5398,
        "lyapunov": null,
        "grad_norm": 0.40878054032118605,
        "grad_max_sv": 0.19741955921053886,
        "grad_min_sv": 7.37841599316065e-09,
        "grad_condition": 303424830.56526506,
        "lr": 6.184665997806817e-05,
        "time_sec": 32.54996180534363
      },
      {
        "epoch": 127,
        "train_loss": 0.15993500823020934,
        "train_acc": 0.9489,
        "test_loss": 3.026379292297363,
        "test_acc": 0.5441,
        "lyapunov": null,
        "grad_norm": 0.40620434130290156,
        "grad_max_sv": 0.20242127142846583,
        "grad_min_sv": 7.71886330243679e-09,
        "grad_condition": 171983926.969037,
        "lr": 5.6898210384392595e-05,
        "time_sec": 32.630762577056885
      },
      {
        "epoch": 128,
        "train_loss": 0.15721613983869553,
        "train_acc": 0.94976,
        "test_loss": 3.0123806335449217,
        "test_acc": 0.543,
        "lyapunov": null,
        "grad_norm": 0.40771760456255063,
        "grad_max_sv": 0.19883232600986958,
        "grad_min_sv": 7.65689685735399e-09,
        "grad_condition": 140452566.13847277,
        "lr": 5.214411988029363e-05,
        "time_sec": 32.56053280830383
      },
      {
        "epoch": 129,
        "train_loss": 0.15980393629074097,
        "train_acc": 0.9494,
        "test_loss": 3.0619752151489257,
        "test_acc": 0.5385,
        "lyapunov": null,
        "grad_norm": 0.40680055079987404,
        "grad_max_sv": 0.21151602938771247,
        "grad_min_sv": 7.960656847678569e-09,
        "grad_condition": 6835345348.5200405,
        "lr": 4.7586473766990294e-05,
        "time_sec": 32.56260585784912
      },
      {
        "epoch": 130,
        "train_loss": 0.1551200196647644,
        "train_acc": 0.95066,
        "test_loss": 3.0138941650390625,
        "test_acc": 0.5454,
        "lyapunov": null,
        "grad_norm": 0.4023235762601659,
        "grad_max_sv": 0.19708200730383396,
        "grad_min_sv": 7.800858144299192e-09,
        "grad_condition": 626827866.159754,
        "lr": 4.32272711786996e-05,
        "time_sec": 32.59095644950867
      },
      {
        "epoch": 131,
        "train_loss": 0.15415350935935973,
        "train_acc": 0.95194,
        "test_loss": 2.9972058124542236,
        "test_acc": 0.5443,
        "lyapunov": null,
        "grad_norm": 0.40269684147235807,
        "grad_max_sv": 0.20214904472231865,
        "grad_min_sv": 7.632781651861764e-09,
        "grad_condition": 3110137965.882431,
        "lr": 3.906842420574966e-05,
        "time_sec": 32.64683389663696
      },
      {
        "epoch": 132,
        "train_loss": 0.15071093450546263,
        "train_acc": 0.95362,
        "test_loss": 3.058548362350464,
        "test_acc": 0.5406,
        "lyapunov": null,
        "grad_norm": 0.3962388158117765,
        "grad_max_sv": 0.20194376222789287,
        "grad_min_sv": 7.476556948202151e-09,
        "grad_condition": 251161532.73020416,
        "lr": 3.5111757055874305e-05,
        "time_sec": 32.57603096961975
      },
      {
        "epoch": 133,
        "train_loss": 0.15083105179309844,
        "train_acc": 0.95186,
        "test_loss": 3.0908397106170655,
        "test_acc": 0.5372,
        "lyapunov": null,
        "grad_norm": 0.396089047457992,
        "grad_max_sv": 0.19243778996169567,
        "grad_min_sv": 7.3091202180313244e-09,
        "grad_condition": 798644628.4177251,
        "lr": 3.1359005254054254e-05,
        "time_sec": 32.73746132850647
      },
      {
        "epoch": 134,
        "train_loss": 0.14782890917301178,
        "train_acc": 0.95342,
        "test_loss": 3.050483916091919,
        "test_acc": 0.5423,
        "lyapunov": null,
        "grad_norm": 0.3935039829273189,
        "grad_max_sv": 0.1971876610070467,
        "grad_min_sv": 7.67425883595142e-09,
        "grad_condition": 2485965444.639862,
        "lr": 2.7811814881259484e-05,
        "time_sec": 32.72033095359802
      },
      {
        "epoch": 135,
        "train_loss": 0.1471274660015106,
        "train_acc": 0.95372,
        "test_loss": 2.9947123558044435,
        "test_acc": 0.5426,
        "lyapunov": null,
        "grad_norm": 0.3920191534951485,
        "grad_max_sv": 0.20197632759809495,
        "grad_min_sv": 7.500751369148018e-09,
        "grad_condition": 520365917.2206461,
        "lr": 2.4471741852423218e-05,
        "time_sec": 32.67989182472229
      },
      {
        "epoch": 136,
        "train_loss": 0.1491823548412323,
        "train_acc": 0.9526,
        "test_loss": 3.0622998500823972,
        "test_acc": 0.5417,
        "lyapunov": null,
        "grad_norm": 0.3958637689339096,
        "grad_max_sv": 0.1968228505924344,
        "grad_min_sv": 7.479480308540676e-09,
        "grad_condition": 707924605.8880411,
        "lr": 2.1340251233966362e-05,
        "time_sec": 32.66845107078552
      },
      {
        "epoch": 137,
        "train_loss": 0.1438249187850952,
        "train_acc": 0.95456,
        "test_loss": 3.0126154830932617,
        "test_acc": 0.5438,
        "lyapunov": null,
        "grad_norm": 0.3880549357238996,
        "grad_max_sv": 0.1975066963583231,
        "grad_min_sv": 7.686822375862525e-09,
        "grad_condition": 958291083.1124929,
        "lr": 1.8418716601170932e-05,
        "time_sec": 32.62222647666931
      },
      {
        "epoch": 138,
        "train_loss": 0.14332568585395813,
        "train_acc": 0.95562,
        "test_loss": 2.970457587814331,
        "test_acc": 0.5475,
        "lyapunov": null,
        "grad_norm": 0.387864370948264,
        "grad_max_sv": 0.19698900803923608,
        "grad_min_sv": 7.3030646496365096e-09,
        "grad_condition": 522257153.2510088,
        "lr": 1.570841943568445e-05,
        "time_sec": 32.588345527648926
      },
      {
        "epoch": 139,
        "train_loss": 0.14504710802555085,
        "train_acc": 0.95396,
        "test_loss": 3.0413112239837647,
        "test_acc": 0.5442,
        "lyapunov": null,
        "grad_norm": 0.39046406821011487,
        "grad_max_sv": 0.19658712521195412,
        "grad_min_sv": 7.706623579399608e-09,
        "grad_condition": 210757363.08798447,
        "lr": 1.3210548563419845e-05,
        "time_sec": 32.57579827308655
      },
      {
        "epoch": 140,
        "train_loss": 0.1440677634191513,
        "train_acc": 0.9551,
        "test_loss": 3.0336122520446778,
        "test_acc": 0.5421,
        "lyapunov": null,
        "grad_norm": 0.3879105148922517,
        "grad_max_sv": 0.20634672362357379,
        "grad_min_sv": 7.609137083592308e-09,
        "grad_condition": 799925132.5815533,
        "lr": 1.0926199633097203e-05,
        "time_sec": 32.56750822067261
      },
      {
        "epoch": 141,
        "train_loss": 0.1450736529636383,
        "train_acc": 0.9539,
        "test_loss": 3.0418475845336914,
        "test_acc": 0.542,
        "lyapunov": null,
        "grad_norm": 0.3893245206754723,
        "grad_max_sv": 0.19981114380061626,
        "grad_min_sv": 7.533249978951707e-09,
        "grad_condition": 1055093430.0963647,
        "lr": 8.856374635655688e-06,
        "time_sec": 32.5803439617157
      },
      {
        "epoch": 142,
        "train_loss": 0.14690097001075744,
        "train_acc": 0.9539,
        "test_loss": 3.085536852264404,
        "test_acc": 0.5402,
        "lyapunov": null,
        "grad_norm": 0.393962854701407,
        "grad_max_sv": 0.19642856512218715,
        "grad_min_sv": 7.33013154697107e-09,
        "grad_condition": 1287238710.5116677,
        "lr": 7.001981464747503e-06,
        "time_sec": 32.587260246276855
      },
      {
        "epoch": 143,
        "train_loss": 0.14333253172159194,
        "train_acc": 0.95502,
        "test_loss": 3.0491490406036377,
        "test_acc": 0.5422,
        "lyapunov": null,
        "grad_norm": 0.38524967986058734,
        "grad_max_sv": 0.1963527824729681,
        "grad_min_sv": 7.358908829112505e-09,
        "grad_condition": 554422862.0300386,
        "lr": 5.3638335185058295e-06,
        "time_sec": 32.558162450790405
      },
      {
        "epoch": 144,
        "train_loss": 0.14636923120975495,
        "train_acc": 0.95354,
        "test_loss": 3.061640990829468,
        "test_acc": 0.5427,
        "lyapunov": null,
        "grad_norm": 0.39405435868542676,
        "grad_max_sv": 0.20560368224978448,
        "grad_min_sv": 7.55005881126168e-09,
        "grad_condition": 511328197.16483086,
        "lr": 3.942649342761114e-06,
        "time_sec": 32.583282709121704
      },
      {
        "epoch": 145,
        "train_loss": 0.14265491032361985,
        "train_acc": 0.95596,
        "test_loss": 3.0034291164398192,
        "test_acc": 0.5447,
        "lyapunov": null,
        "grad_norm": 0.38473538959699044,
        "grad_max_sv": 0.20014677122235297,
        "grad_min_sv": 7.530181120709092e-09,
        "grad_condition": 337796403.57093,
        "lr": 2.7390523158633524e-06,
        "time_sec": 32.637805223464966
      },
      {
        "epoch": 146,
        "train_loss": 0.14478088060855865,
        "train_acc": 0.95472,
        "test_loss": 3.0147633277893067,
        "test_acc": 0.5419,
        "lyapunov": null,
        "grad_norm": 0.3885491395116739,
        "grad_max_sv": 0.19666519686579703,
        "grad_min_sv": 7.584344775216773e-09,
        "grad_condition": 547643565.9603722,
        "lr": 1.7535703752478133e-06,
        "time_sec": 32.652307748794556
      },
      {
        "epoch": 147,
        "train_loss": 0.14279501497268676,
        "train_acc": 0.9546,
        "test_loss": 3.0440410163879394,
        "test_acc": 0.541,
        "lyapunov": null,
        "grad_norm": 0.38669357310585645,
        "grad_max_sv": 0.21015651226043702,
        "grad_min_sv": 7.688521032247348e-09,
        "grad_condition": 469600192.5783922,
        "lr": 9.866357858642196e-07,
        "time_sec": 32.59567952156067
      },
      {
        "epoch": 148,
        "train_loss": 0.14565588755607606,
        "train_acc": 0.9541,
        "test_loss": 3.0802265747070314,
        "test_acc": 0.5416,
        "lyapunov": null,
        "grad_norm": 0.38859455199964604,
        "grad_max_sv": 0.19257190506905317,
        "grad_min_sv": 7.505198252591092e-09,
        "grad_condition": 881395202.1431038,
        "lr": 4.38584950570808e-07,
        "time_sec": 32.61454796791077
      },
      {
        "epoch": 149,
        "train_loss": 0.14538168624401093,
        "train_acc": 0.9543,
        "test_loss": 3.0341483921051027,
        "test_acc": 0.5461,
        "lyapunov": null,
        "grad_norm": 0.3912198061226822,
        "grad_max_sv": 0.19850266501307487,
        "grad_min_sv": 7.570504590619434e-09,
        "grad_condition": 1146760478.7303884,
        "lr": 1.096582625772501e-07,
        "time_sec": 32.57002377510071
      },
      {
        "epoch": 150,
        "train_loss": 0.14344769035339355,
        "train_acc": 0.95432,
        "test_loss": 3.151827312850952,
        "test_acc": 0.5351,
        "lyapunov": null,
        "grad_norm": 0.38700258459733883,
        "grad_max_sv": 0.19427692480385303,
        "grad_min_sv": 7.459068278141413e-09,
        "grad_condition": 795616674.0450132,
        "lr": 0.0,
        "time_sec": 32.58071160316467
      }
    ],
    "12": [
      {
        "epoch": 1,
        "train_loss": 4.869130941009521,
        "train_acc": 0.0299,
        "test_loss": 4.81726124420166,
        "test_acc": 0.0158,
        "lyapunov": null,
        "grad_norm": 5.958599870859213,
        "grad_max_sv": 5.32314133644104,
        "grad_min_sv": 1.0002176032419818e-07,
        "grad_condition": 117638897.02667244,
        "lr": 0.0009998903417374227,
        "time_sec": 49.630311012268066
      },
      {
        "epoch": 2,
        "train_loss": 4.33411005065918,
        "train_acc": 0.05812,
        "test_loss": 4.9022071792602535,
        "test_acc": 0.0212,
        "lyapunov": null,
        "grad_norm": 4.4717426818192445,
        "grad_max_sv": 3.9425308763980866,
        "grad_min_sv": 7.707211335805653e-08,
        "grad_condition": 68733255.35507934,
        "lr": 0.0009995614150494292,
        "time_sec": 49.65966987609863
      },
      {
        "epoch": 3,
        "train_loss": 4.058719948577881,
        "train_acc": 0.08542,
        "test_loss": 4.564939413452149,
        "test_acc": 0.0316,
        "lyapunov": null,
        "grad_norm": 3.6062592227635153,
        "grad_max_sv": 3.0093896448612214,
        "grad_min_sv": 6.351203426790964e-08,
        "grad_condition": 159552980.8120403,
        "lr": 0.0009990133642141358,
        "time_sec": 49.6358323097229
      },
      {
        "epoch": 4,
        "train_loss": 3.8575441249084474,
        "train_acc": 0.11032,
        "test_loss": 4.524412051391602,
        "test_acc": 0.0409,
        "lyapunov": null,
        "grad_norm": 2.92902742157696,
        "grad_max_sv": 2.357221654057503,
        "grad_min_sv": 5.122935820833785e-08,
        "grad_condition": 93072427.1014817,
        "lr": 0.0009982464296247522,
        "time_sec": 49.63461923599243
      },
      {
        "epoch": 5,
        "train_loss": 3.6889766606140135,
        "train_acc": 0.13372,
        "test_loss": 4.625890071105957,
        "test_acc": 0.0423,
        "lyapunov": null,
        "grad_norm": 2.3880731569941602,
        "grad_max_sv": 1.768235558271408,
        "grad_min_sv": 4.081188793129964e-08,
        "grad_condition": 393314864.55004865,
        "lr": 0.0009972609476841367,
        "time_sec": 49.89368748664856
      },
      {
        "epoch": 6,
        "train_loss": 3.5618105076599123,
        "train_acc": 0.15236,
        "test_loss": 4.4743853515625,
        "test_acc": 0.0606,
        "lyapunov": null,
        "grad_norm": 1.9549034892194537,
        "grad_max_sv": 1.3601578801870347,
        "grad_min_sv": 3.461635420948239e-08,
        "grad_condition": 108039525.34253314,
        "lr": 0.000996057350657239,
        "time_sec": 49.63013410568237
      },
      {
        "epoch": 7,
        "train_loss": 3.449751102294922,
        "train_acc": 0.17348,
        "test_loss": 4.566000821304321,
        "test_acc": 0.0583,
        "lyapunov": null,
        "grad_norm": 1.6054375498086935,
        "grad_max_sv": 0.970761476457119,
        "grad_min_sv": 2.837226934226944e-08,
        "grad_condition": 97915375.34094961,
        "lr": 0.000994636166481494,
        "time_sec": 49.65112805366516
      },
      {
        "epoch": 8,
        "train_loss": 3.362903434448242,
        "train_acc": 0.18704,
        "test_loss": 5.157250576019287,
        "test_acc": 0.0509,
        "lyapunov": null,
        "grad_norm": 1.4122949125779343,
        "grad_max_sv": 0.7663216680288315,
        "grad_min_sv": 2.498295813726896e-08,
        "grad_condition": 819581329.8584878,
        "lr": 0.0009929980185352525,
        "time_sec": 49.64129614830017
      },
      {
        "epoch": 9,
        "train_loss": 3.2836685932922363,
        "train_acc": 0.20434,
        "test_loss": 4.776924538803101,
        "test_acc": 0.0722,
        "lyapunov": null,
        "grad_norm": 1.3022948327813888,
        "grad_max_sv": 0.6469943135976791,
        "grad_min_sv": 2.306396500451058e-08,
        "grad_condition": 39951536.65872553,
        "lr": 0.0009911436253643444,
        "time_sec": 49.625274658203125
      },
      {
        "epoch": 10,
        "train_loss": 3.2231285871887208,
        "train_acc": 0.21402,
        "test_loss": 4.61860969619751,
        "test_acc": 0.0698,
        "lyapunov": null,
        "grad_norm": 1.2196486517440839,
        "grad_max_sv": 0.5692647032439708,
        "grad_min_sv": 2.19049595906462e-08,
        "grad_condition": 33845479.69359137,
        "lr": 0.0009890738003669028,
        "time_sec": 49.660149335861206
      },
      {
        "epoch": 11,
        "train_loss": 3.1583662706756592,
        "train_acc": 0.22336,
        "test_loss": 4.968407231903076,
        "test_acc": 0.0756,
        "lyapunov": null,
        "grad_norm": 1.1538157456115983,
        "grad_max_sv": 0.5210241436958313,
        "grad_min_sv": 2.0956197309580926e-08,
        "grad_condition": 525394408.4356891,
        "lr": 0.00098678945143658,
        "time_sec": 49.65011477470398
      },
      {
        "epoch": 12,
        "train_loss": 3.109931953125,
        "train_acc": 0.23662,
        "test_loss": 4.948040252685547,
        "test_acc": 0.0649,
        "lyapunov": null,
        "grad_norm": 1.1104505996303506,
        "grad_max_sv": 0.49291609674692155,
        "grad_min_sv": 2.0293893665535024e-08,
        "grad_condition": 28415855.264934354,
        "lr": 0.0009842915805643154,
        "time_sec": 49.63184213638306
      },
      {
        "epoch": 13,
        "train_loss": 3.0547399656677245,
        "train_acc": 0.24656,
        "test_loss": 4.970808222198486,
        "test_acc": 0.071,
        "lyapunov": null,
        "grad_norm": 1.0601665770785784,
        "grad_max_sv": 0.43972166776657107,
        "grad_min_sv": 1.913768455791276e-08,
        "grad_condition": 43447965.04145826,
        "lr": 0.000981581283398829,
        "time_sec": 49.61093473434448
      },
      {
        "epoch": 14,
        "train_loss": 3.017925659484863,
        "train_acc": 0.25326,
        "test_loss": 4.814505133056641,
        "test_acc": 0.0837,
        "lyapunov": null,
        "grad_norm": 1.014870172987229,
        "grad_max_sv": 0.42207302525639534,
        "grad_min_sv": 1.853980992200244e-08,
        "grad_condition": 39195315.53960514,
        "lr": 0.0009786597487660333,
        "time_sec": 49.673532009124756
      },
      {
        "epoch": 15,
        "train_loss": 2.9702432484436034,
        "train_acc": 0.2631,
        "test_loss": 5.807154141235351,
        "test_acc": 0.063,
        "lyapunov": null,
        "grad_norm": 0.9937971972307359,
        "grad_max_sv": 0.4026923879981041,
        "grad_min_sv": 1.8250485112059068e-08,
        "grad_condition": 40167603.205859475,
        "lr": 0.0009755282581475766,
        "time_sec": 49.618321657180786
      },
      {
        "epoch": 16,
        "train_loss": 2.944736771850586,
        "train_acc": 0.26722,
        "test_loss": 5.26193563079834,
        "test_acc": 0.0679,
        "lyapunov": null,
        "grad_norm": 0.9522428456453783,
        "grad_max_sv": 0.38795666843652726,
        "grad_min_sv": 1.7932681539711838e-08,
        "grad_condition": 23883480.656060785,
        "lr": 0.0009721881851187403,
        "time_sec": 49.62830376625061
      },
      {
        "epoch": 17,
        "train_loss": 2.9034721049499512,
        "train_acc": 0.27602,
        "test_loss": 5.7925373001098635,
        "test_acc": 0.064,
        "lyapunov": null,
        "grad_norm": 0.9254531496563255,
        "grad_max_sv": 0.3589652024209499,
        "grad_min_sv": 1.6935554087902337e-08,
        "grad_condition": 1457602436.4631252,
        "lr": 0.0009686409947459456,
        "time_sec": 49.61351823806763
      },
      {
        "epoch": 18,
        "train_loss": 2.8702178131866454,
        "train_acc": 0.27916,
        "test_loss": 5.747376763916016,
        "test_acc": 0.0602,
        "lyapunov": null,
        "grad_norm": 0.886880691282622,
        "grad_max_sv": 0.35455706864595415,
        "grad_min_sv": 1.661939068586804e-08,
        "grad_condition": 37189913.97942409,
        "lr": 0.0009648882429441254,
        "time_sec": 49.602774143218994
      },
      {
        "epoch": 19,
        "train_loss": 2.8457236665344237,
        "train_acc": 0.28346,
        "test_loss": 5.225064262390137,
        "test_acc": 0.0742,
        "lyapunov": null,
        "grad_norm": 0.8745352102009426,
        "grad_max_sv": 0.33497569262981414,
        "grad_min_sv": 1.610201680879442e-08,
        "grad_condition": 37118382.124889985,
        "lr": 0.00096093157579425,
        "time_sec": 49.60137701034546
      },
      {
        "epoch": 20,
        "train_loss": 2.8215041007995607,
        "train_acc": 0.28872,
        "test_loss": 6.004126496887207,
        "test_acc": 0.0566,
        "lyapunov": null,
        "grad_norm": 0.8595248383665987,
        "grad_max_sv": 0.3317968972027302,
        "grad_min_sv": 1.6277641995410263e-08,
        "grad_condition": 25076117.492004953,
        "lr": 0.0009567727288213001,
        "time_sec": 49.606021881103516
      },
      {
        "epoch": 21,
        "train_loss": 2.7879924519348145,
        "train_acc": 0.296,
        "test_loss": 5.8324502685546875,
        "test_acc": 0.0713,
        "lyapunov": null,
        "grad_norm": 0.8282095227121367,
        "grad_max_sv": 0.3175826959311962,
        "grad_min_sv": 1.5523823382324054e-08,
        "grad_condition": 33473762.080522645,
        "lr": 0.0009524135262330095,
        "time_sec": 49.607139110565186
      },
      {
        "epoch": 22,
        "train_loss": 2.758204474105835,
        "train_acc": 0.30248,
        "test_loss": 6.578706220245361,
        "test_acc": 0.0618,
        "lyapunov": null,
        "grad_norm": 0.8257961231351345,
        "grad_max_sv": 0.30810598842799664,
        "grad_min_sv": 1.5302382311288555e-08,
        "grad_condition": 24529675.495205637,
        "lr": 0.0009478558801197061,
        "time_sec": 49.624640464782715
      },
      {
        "epoch": 23,
        "train_loss": 2.738676343231201,
        "train_acc": 0.30592,
        "test_loss": 5.4664344863891605,
        "test_acc": 0.0861,
        "lyapunov": null,
        "grad_norm": 0.8065233040737523,
        "grad_max_sv": 0.30156193524599073,
        "grad_min_sv": 1.49054265444204e-08,
        "grad_condition": 33421080.710955955,
        "lr": 0.000943101789615607,
        "time_sec": 49.63160300254822
      },
      {
        "epoch": 24,
        "train_loss": 2.716878635177612,
        "train_acc": 0.31244,
        "test_loss": 6.44300007019043,
        "test_acc": 0.0749,
        "lyapunov": null,
        "grad_norm": 0.786905827456602,
        "grad_max_sv": 0.30066613033413886,
        "grad_min_sv": 1.476351601525927e-08,
        "grad_condition": 22958316.6446944,
        "lr": 0.0009381533400219313,
        "time_sec": 49.617870569229126
      },
      {
        "epoch": 25,
        "train_loss": 2.694182593231201,
        "train_acc": 0.31604,
        "test_loss": 5.382769798278809,
        "test_acc": 0.0916,
        "lyapunov": null,
        "grad_norm": 0.7761045602879763,
        "grad_max_sv": 0.2905112482607365,
        "grad_min_sv": 1.4682144194866353e-08,
        "grad_condition": 23004874.738089267,
        "lr": 0.0009330127018922189,
        "time_sec": 49.63197326660156
      },
      {
        "epoch": 26,
        "train_loss": 2.665074285736084,
        "train_acc": 0.3195,
        "test_loss": 6.5514334884643555,
        "test_acc": 0.0798,
        "lyapunov": null,
        "grad_norm": 0.7692786817334373,
        "grad_max_sv": 0.28090294301509855,
        "grad_min_sv": 1.4502390317805425e-08,
        "grad_condition": 76981810.64111714,
        "lr": 0.000927682130080253,
        "time_sec": 49.62014698982239
      },
      {
        "epoch": 27,
        "train_loss": 2.6460686820983885,
        "train_acc": 0.32446,
        "test_loss": 5.83518740234375,
        "test_acc": 0.0812,
        "lyapunov": null,
        "grad_norm": 0.754398795054657,
        "grad_max_sv": 0.27323813289403914,
        "grad_min_sv": 1.4150497623655057e-08,
        "grad_condition": 21603221.75046044,
        "lr": 0.0009221639627510072,
        "time_sec": 49.62936043739319
      },
      {
        "epoch": 28,
        "train_loss": 2.6265927952575683,
        "train_acc": 0.32812,
        "test_loss": 6.598120281982422,
        "test_acc": 0.0812,
        "lyapunov": null,
        "grad_norm": 0.7495858584128283,
        "grad_max_sv": 0.2764635566622019,
        "grad_min_sv": 1.3928179298794419e-08,
        "grad_condition": 26592087.597849313,
        "lr": 0.0009164606203550494,
        "time_sec": 49.65487575531006
      },
      {
        "epoch": 29,
        "train_loss": 2.5989754135131835,
        "train_acc": 0.33438,
        "test_loss": 6.019640913391113,
        "test_acc": 0.0853,
        "lyapunov": null,
        "grad_norm": 0.7328457671272296,
        "grad_max_sv": 0.26275444217026234,
        "grad_min_sv": 1.3466245638027452e-08,
        "grad_condition": 27074823.030799665,
        "lr": 0.0009105746045668516,
        "time_sec": 49.61575961112976
      },
      {
        "epoch": 30,
        "train_loss": 2.569355689697266,
        "train_acc": 0.3403,
        "test_loss": 5.656453500366211,
        "test_acc": 0.1069,
        "lyapunov": null,
        "grad_norm": 0.7285247723431758,
        "grad_max_sv": 0.2620399072766304,
        "grad_min_sv": 1.3607302561113865e-08,
        "grad_condition": 36595154.18813526,
        "lr": 0.0009045084971874733,
        "time_sec": 49.61033368110657
      },
      {
        "epoch": 31,
        "train_loss": 2.5531623433685304,
        "train_acc": 0.34344,
        "test_loss": 5.512335840606689,
        "test_acc": 0.1014,
        "lyapunov": null,
        "grad_norm": 0.7271132291276766,
        "grad_max_sv": 0.2741693131625652,
        "grad_min_sv": 1.3862067549386126e-08,
        "grad_condition": 23784567.90840191,
        "lr": 0.0008982649590120977,
        "time_sec": 49.62810754776001
      },
      {
        "epoch": 32,
        "train_loss": 2.540181041793823,
        "train_acc": 0.3433,
        "test_loss": 6.18716075592041,
        "test_acc": 0.0672,
        "lyapunov": null,
        "grad_norm": 0.7235480377928197,
        "grad_max_sv": 0.2649095542728901,
        "grad_min_sv": 1.3458577613478795e-08,
        "grad_condition": 45957043.50585803,
        "lr": 0.0008918467286629196,
        "time_sec": 49.6074960231781
      },
      {
        "epoch": 33,
        "train_loss": 2.5191816319274905,
        "train_acc": 0.34908,
        "test_loss": 6.582100025939941,
        "test_acc": 0.0751,
        "lyapunov": null,
        "grad_norm": 0.7200938019415711,
        "grad_max_sv": 0.25730164162814617,
        "grad_min_sv": 1.3406257262649212e-08,
        "grad_condition": 31538992.96164729,
        "lr": 0.0008852566213878943,
        "time_sec": 49.61494970321655
      },
      {
        "epoch": 34,
        "train_loss": 2.496463624954224,
        "train_acc": 0.35388,
        "test_loss": 6.577035200500489,
        "test_acc": 0.0824,
        "lyapunov": null,
        "grad_norm": 0.7056443924011199,
        "grad_max_sv": 0.2493937097489834,
        "grad_min_sv": 1.2909361921803475e-08,
        "grad_condition": 45513498.69422473,
        "lr": 0.000878497527825878,
        "time_sec": 49.61423134803772
      },
      {
        "epoch": 35,
        "train_loss": 2.476149175262451,
        "train_acc": 0.3577,
        "test_loss": 6.60574702758789,
        "test_acc": 0.0683,
        "lyapunov": null,
        "grad_norm": 0.7081960767237655,
        "grad_max_sv": 0.2570201367139816,
        "grad_min_sv": 1.3318109846893745e-08,
        "grad_condition": 40942846.386733145,
        "lr": 0.000871572412738697,
        "time_sec": 49.627204179763794
      },
      {
        "epoch": 36,
        "train_loss": 2.4584676556396485,
        "train_acc": 0.36174,
        "test_loss": 6.376377404785156,
        "test_acc": 0.1036,
        "lyapunov": null,
        "grad_norm": 0.7033365437967071,
        "grad_max_sv": 0.25586923360824587,
        "grad_min_sv": 1.3038588915492699e-08,
        "grad_condition": 29808789.927535187,
        "lr": 0.0008644843137107055,
        "time_sec": 49.658987283706665
      },
      {
        "epoch": 37,
        "train_loss": 2.437811667022705,
        "train_acc": 0.36606,
        "test_loss": 5.828952204895019,
        "test_acc": 0.1031,
        "lyapunov": null,
        "grad_norm": 0.6944168249360962,
        "grad_max_sv": 0.24849907420575618,
        "grad_min_sv": 1.295541044166182e-08,
        "grad_condition": 25181358.80101443,
        "lr": 0.0008572363398164014,
        "time_sec": 49.69488453865051
      },
      {
        "epoch": 38,
        "train_loss": 2.428686420135498,
        "train_acc": 0.36772,
        "test_loss": 5.761842573547363,
        "test_acc": 0.1089,
        "lyapunov": null,
        "grad_norm": 0.6926211199497188,
        "grad_max_sv": 0.24097422771155835,
        "grad_min_sv": 1.2852728982493122e-08,
        "grad_condition": 34221857.55107718,
        "lr": 0.0008498316702566826,
        "time_sec": 49.65219521522522
      },
      {
        "epoch": 39,
        "train_loss": 2.403228950653076,
        "train_acc": 0.37238,
        "test_loss": 6.327913746643066,
        "test_acc": 0.0717,
        "lyapunov": null,
        "grad_norm": 0.6898323608739025,
        "grad_max_sv": 0.24370794370770454,
        "grad_min_sv": 1.2873074178160193e-08,
        "grad_condition": 57305083.56976622,
        "lr": 0.0008422735529643442,
        "time_sec": 49.67387104034424
      },
      {
        "epoch": 40,
        "train_loss": 2.4002745401000976,
        "train_acc": 0.37394,
        "test_loss": 6.5177731010437014,
        "test_acc": 0.083,
        "lyapunov": null,
        "grad_norm": 0.6833298006535204,
        "grad_max_sv": 0.2354185614734888,
        "grad_min_sv": 1.2765965198835438e-08,
        "grad_condition": 21504088.72491734,
        "lr": 0.0008345653031794289,
        "time_sec": 49.617934226989746
      },
      {
        "epoch": 41,
        "train_loss": 2.375027209320068,
        "train_acc": 0.37838,
        "test_loss": 5.745588743591308,
        "test_acc": 0.0906,
        "lyapunov": null,
        "grad_norm": 0.6828029580415041,
        "grad_max_sv": 0.2435049433261156,
        "grad_min_sv": 1.2850220883556252e-08,
        "grad_condition": 81583325.51254459,
        "lr": 0.0008267103019950526,
        "time_sec": 49.618937492370605
      },
      {
        "epoch": 42,
        "train_loss": 2.3483433491516115,
        "train_acc": 0.38482,
        "test_loss": 6.884811988830567,
        "test_acc": 0.0781,
        "lyapunov": null,
        "grad_norm": 0.6754176682521642,
        "grad_max_sv": 0.23814460188150405,
        "grad_min_sv": 1.2720279750355611e-08,
        "grad_condition": 59300475.89689113,
        "lr": 0.0008187119948743447,
        "time_sec": 49.61317276954651
      },
      {
        "epoch": 43,
        "train_loss": 2.3344376317596436,
        "train_acc": 0.38764,
        "test_loss": 6.61351337890625,
        "test_acc": 0.0969,
        "lyapunov": null,
        "grad_norm": 0.6769988439891311,
        "grad_max_sv": 0.23613341376185418,
        "grad_min_sv": 1.2639965266819653e-08,
        "grad_condition": 52119429.92492165,
        "lr": 0.000810573890139155,
        "time_sec": 49.61902713775635
      },
      {
        "epoch": 44,
        "train_loss": 2.3136163584899903,
        "train_acc": 0.39148,
        "test_loss": 6.608843360137939,
        "test_acc": 0.0931,
        "lyapunov": null,
        "grad_norm": 0.6707039764412329,
        "grad_max_sv": 0.23947011977434157,
        "grad_min_sv": 1.2690825271916007e-08,
        "grad_condition": 66659408.04853566,
        "lr": 0.0008022995574311873,
        "time_sec": 49.651583671569824
      },
      {
        "epoch": 45,
        "train_loss": 2.303262007751465,
        "train_acc": 0.3968,
        "test_loss": 7.3357599853515625,
        "test_acc": 0.0763,
        "lyapunov": null,
        "grad_norm": 0.6720641219214196,
        "grad_max_sv": 0.2344801113009453,
        "grad_min_sv": 1.2468999964487804e-08,
        "grad_condition": 28252178.039376438,
        "lr": 0.0007938926261462363,
        "time_sec": 49.6513557434082
      },
      {
        "epoch": 46,
        "train_loss": 2.294885206298828,
        "train_acc": 0.39602,
        "test_loss": 7.143599510192871,
        "test_acc": 0.0808,
        "lyapunov": null,
        "grad_norm": 0.6723751960213503,
        "grad_max_sv": 0.23659461848437785,
        "grad_min_sv": 1.2819257341756262e-08,
        "grad_condition": 24273419.96656149,
        "lr": 0.0007853567838422158,
        "time_sec": 49.67392659187317
      },
      {
        "epoch": 47,
        "train_loss": 2.2797239797973634,
        "train_acc": 0.39734,
        "test_loss": 7.214380073547363,
        "test_acc": 0.0775,
        "lyapunov": null,
        "grad_norm": 0.6804834576699708,
        "grad_max_sv": 0.23809269666671753,
        "grad_min_sv": 1.2608010335757313e-08,
        "grad_condition": 25254183.290313803,
        "lr": 0.0007766957746216719,
        "time_sec": 49.69322681427002
      },
      {
        "epoch": 48,
        "train_loss": 2.265524502334595,
        "train_acc": 0.40104,
        "test_loss": 7.091396580505371,
        "test_acc": 0.0731,
        "lyapunov": null,
        "grad_norm": 0.667046368857113,
        "grad_max_sv": 0.23234264142811298,
        "grad_min_sv": 1.2433218019025638e-08,
        "grad_condition": 22653859.281439293,
        "lr": 0.0007679133974894982,
        "time_sec": 49.65531873703003
      },
      {
        "epoch": 49,
        "train_loss": 2.2435117234802244,
        "train_acc": 0.40428,
        "test_loss": 7.294827133178711,
        "test_acc": 0.0737,
        "lyapunov": null,
        "grad_norm": 0.6646443647443216,
        "grad_max_sv": 0.23331840261816977,
        "grad_min_sv": 1.2566753440634847e-08,
        "grad_condition": 29559825.642532967,
        "lr": 0.000759013504686565,
        "time_sec": 49.66777467727661
      },
      {
        "epoch": 50,
        "train_loss": 2.2254374363708496,
        "train_acc": 0.4097,
        "test_loss": 8.604184033203126,
        "test_acc": 0.0731,
        "lyapunov": null,
        "grad_norm": 0.6690954918149841,
        "grad_max_sv": 0.22841170839965344,
        "grad_min_sv": 1.2475536101397288e-08,
        "grad_condition": 21723914.29311887,
        "lr": 0.0007499999999999998,
        "time_sec": 49.67113780975342
      },
      {
        "epoch": 51,
        "train_loss": 2.2072127560424804,
        "train_acc": 0.41446,
        "test_loss": 6.9883695976257325,
        "test_acc": 0.0803,
        "lyapunov": null,
        "grad_norm": 0.6607736738937507,
        "grad_max_sv": 0.2331558234989643,
        "grad_min_sv": 1.243218040875016e-08,
        "grad_condition": 27632939.34803492,
        "lr": 0.0007408768370508575,
        "time_sec": 49.65227961540222
      },
      {
        "epoch": 52,
        "train_loss": 2.1981446758270264,
        "train_acc": 0.41588,
        "test_loss": 8.058159327697753,
        "test_acc": 0.0799,
        "lyapunov": null,
        "grad_norm": 0.6648453996346088,
        "grad_max_sv": 0.2446960099041462,
        "grad_min_sv": 1.2652686252889733e-08,
        "grad_condition": 41197472.85285741,
        "lr": 0.0007316480175599307,
        "time_sec": 49.61691617965698
      },
      {
        "epoch": 53,
        "train_loss": 2.174496583709717,
        "train_acc": 0.42132,
        "test_loss": 7.289675385284424,
        "test_acc": 0.0877,
        "lyapunov": null,
        "grad_norm": 0.6618427859375565,
        "grad_max_sv": 0.2312875609844923,
        "grad_min_sv": 1.239080896497935e-08,
        "grad_condition": 23822848.628154784,
        "lr": 0.0007223175895924635,
        "time_sec": 49.65499806404114
      },
      {
        "epoch": 54,
        "train_loss": 2.16634906211853,
        "train_acc": 0.42064,
        "test_loss": 7.236015202331543,
        "test_acc": 0.0958,
        "lyapunov": null,
        "grad_norm": 0.6619124781918282,
        "grad_max_sv": 0.2310062251985073,
        "grad_min_sv": 1.2317981715193049e-08,
        "grad_condition": 26820300.581125747,
        "lr": 0.0007128896457825361,
        "time_sec": 49.61980724334717
      },
      {
        "epoch": 55,
        "train_loss": 2.14550412109375,
        "train_acc": 0.4265,
        "test_loss": 6.8394420608520505,
        "test_acc": 0.0943,
        "lyapunov": null,
        "grad_norm": 0.6625916025346076,
        "grad_max_sv": 0.23202612698078157,
        "grad_min_sv": 1.2528317372417775e-08,
        "grad_condition": 25612000.25663858,
        "lr": 0.0007033683215378998,
        "time_sec": 49.674599170684814
      },
      {
        "epoch": 56,
        "train_loss": 2.1276820320892336,
        "train_acc": 0.42994,
        "test_loss": 6.964908208465576,
        "test_acc": 0.0954,
        "lyapunov": null,
        "grad_norm": 0.6554659738718382,
        "grad_max_sv": 0.2207026917487383,
        "grad_min_sv": 1.2088878859062292e-08,
        "grad_condition": 21085232.116952278,
        "lr": 0.0006937577932260512,
        "time_sec": 49.67076587677002
      },
      {
        "epoch": 57,
        "train_loss": 2.1337597509765627,
        "train_acc": 0.42926,
        "test_loss": 8.229502785491944,
        "test_acc": 0.0862,
        "lyapunov": null,
        "grad_norm": 0.65752559961672,
        "grad_max_sv": 0.2246583230793476,
        "grad_min_sv": 1.2207756456758534e-08,
        "grad_condition": 64230626.47705172,
        "lr": 0.0006840622763423388,
        "time_sec": 49.64063334465027
      },
      {
        "epoch": 58,
        "train_loss": 2.1041818314361573,
        "train_acc": 0.43524,
        "test_loss": 6.589992712402344,
        "test_acc": 0.1085,
        "lyapunov": null,
        "grad_norm": 0.6598697025296996,
        "grad_max_sv": 0.23252296969294547,
        "grad_min_sv": 1.2361365446522666e-08,
        "grad_condition": 30301917.129872173,
        "lr": 0.0006742860236609073,
        "time_sec": 49.61933445930481
      },
      {
        "epoch": 59,
        "train_loss": 2.096152271270752,
        "train_acc": 0.4375,
        "test_loss": 6.983989217376709,
        "test_acc": 0.0982,
        "lyapunov": null,
        "grad_norm": 0.6560896741871133,
        "grad_max_sv": 0.23231945298612117,
        "grad_min_sv": 1.251871321050757e-08,
        "grad_condition": 22362788.103550732,
        "lr": 0.0006644333233692913,
        "time_sec": 49.61751055717468
      },
      {
        "epoch": 60,
        "train_loss": 2.081830069847107,
        "train_acc": 0.43602,
        "test_loss": 7.386634468841553,
        "test_acc": 0.1014,
        "lyapunov": null,
        "grad_norm": 0.6536599782236483,
        "grad_max_sv": 0.22322102561593055,
        "grad_min_sv": 1.2262779891525356e-08,
        "grad_condition": 23489422.867959693,
        "lr": 0.0006545084971874734,
        "time_sec": 49.620344161987305
      },
      {
        "epoch": 61,
        "train_loss": 2.0558355644226074,
        "train_acc": 0.44474,
        "test_loss": 7.227272665405273,
        "test_acc": 0.1013,
        "lyapunov": null,
        "grad_norm": 0.6572328158390935,
        "grad_max_sv": 0.22376591265201567,
        "grad_min_sv": 1.238219781984906e-08,
        "grad_condition": 31021778.17636667,
        "lr": 0.0006445158984722354,
        "time_sec": 49.6348340511322
      },
      {
        "epoch": 62,
        "train_loss": 2.0572922328948975,
        "train_acc": 0.44566,
        "test_loss": 7.505316355133057,
        "test_acc": 0.0927,
        "lyapunov": null,
        "grad_norm": 0.656923815023976,
        "grad_max_sv": 0.23445738479495049,
        "grad_min_sv": 1.2478020391688133e-08,
        "grad_condition": 262812298.93435702,
        "lr": 0.0006344599103076324,
        "time_sec": 49.62543535232544
      },
      {
        "epoch": 63,
        "train_loss": 2.0413633464813232,
        "train_acc": 0.44668,
        "test_loss": 7.251725723266602,
        "test_acc": 0.0991,
        "lyapunov": null,
        "grad_norm": 0.6568909181034195,
        "grad_max_sv": 0.2302928999066353,
        "grad_min_sv": 1.2521502933821038e-08,
        "grad_condition": 42011077.53000567,
        "lr": 0.0006243449435824269,
        "time_sec": 49.68104648590088
      },
      {
        "epoch": 64,
        "train_loss": 2.0206649338531495,
        "train_acc": 0.4545,
        "test_loss": 7.670287243652344,
        "test_acc": 0.0929,
        "lyapunov": null,
        "grad_norm": 0.6597611249894066,
        "grad_max_sv": 0.2243791937828064,
        "grad_min_sv": 1.2141039159446754e-08,
        "grad_condition": 44929605.00249899,
        "lr": 0.0006141754350553275,
        "time_sec": 49.63578200340271
      },
      {
        "epoch": 65,
        "train_loss": 2.005788911895752,
        "train_acc": 0.45556,
        "test_loss": 8.490129399871826,
        "test_acc": 0.0881,
        "lyapunov": null,
        "grad_norm": 0.6550260718391842,
        "grad_max_sv": 0.2345993619412184,
        "grad_min_sv": 1.2238496998467907e-08,
        "grad_condition": 51372022.47833033,
        "lr": 0.0006039558454088793,
        "time_sec": 49.70135450363159
      },
      {
        "epoch": 66,
        "train_loss": 1.9908720332336425,
        "train_acc": 0.45934,
        "test_loss": 7.83362244720459,
        "test_acc": 0.086,
        "lyapunov": null,
        "grad_norm": 0.6563592700125107,
        "grad_max_sv": 0.22401900850236417,
        "grad_min_sv": 1.2119369038193772e-08,
        "grad_condition": 33434586.35249608,
        "lr": 0.000593690657292862,
        "time_sec": 49.64280724525452
      },
      {
        "epoch": 67,
        "train_loss": 1.9691172955703735,
        "train_acc": 0.46306,
        "test_loss": 7.884465830230713,
        "test_acc": 0.0818,
        "lyapunov": null,
        "grad_norm": 0.6567132328483392,
        "grad_max_sv": 0.231986141204834,
        "grad_min_sv": 1.2402723173488006e-08,
        "grad_condition": 25823647.646229025,
        "lr": 0.0005833843733580507,
        "time_sec": 49.62420701980591
      },
      {
        "epoch": 68,
        "train_loss": 1.9622927265167236,
        "train_acc": 0.46458,
        "test_loss": 8.4931605758667,
        "test_acc": 0.0703,
        "lyapunov": null,
        "grad_norm": 0.6522693664046653,
        "grad_max_sv": 0.2248720645904541,
        "grad_min_sv": 1.232144753449127e-08,
        "grad_condition": 20661085.738957692,
        "lr": 0.0005730415142812054,
        "time_sec": 49.61964273452759
      },
      {
        "epoch": 69,
        "train_loss": 1.936687505493164,
        "train_acc": 0.47236,
        "test_loss": 8.64132734375,
        "test_acc": 0.0679,
        "lyapunov": null,
        "grad_norm": 0.6510309265124044,
        "grad_max_sv": 0.21742373295128345,
        "grad_min_sv": 1.1974758069681346e-08,
        "grad_condition": 304726416.82408583,
        "lr": 0.0005626666167821517,
        "time_sec": 49.644230365753174
      },
      {
        "epoch": 70,
        "train_loss": 1.9254214583587645,
        "train_acc": 0.47336,
        "test_loss": 7.787073600769043,
        "test_acc": 0.0873,
        "lyapunov": null,
        "grad_norm": 0.6550976880903316,
        "grad_max_sv": 0.23343021050095558,
        "grad_min_sv": 1.22054698495919e-08,
        "grad_condition": 998661796.8752277,
        "lr": 0.0005522642316338265,
        "time_sec": 49.61548924446106
      },
      {
        "epoch": 71,
        "train_loss": 1.916664266433716,
        "train_acc": 0.47384,
        "test_loss": 8.817724546051025,
        "test_acc": 0.0687,
        "lyapunov": null,
        "grad_norm": 0.6548099516468633,
        "grad_max_sv": 0.21803590469062328,
        "grad_min_sv": 1.2030009292202104e-08,
        "grad_condition": 43118102.26962634,
        "lr": 0.0005418389216661573,
        "time_sec": 49.63275456428528
      },
      {
        "epoch": 72,
        "train_loss": 1.907302893638611,
        "train_acc": 0.47762,
        "test_loss": 9.211192407989502,
        "test_acc": 0.0704,
        "lyapunov": null,
        "grad_norm": 0.6550135667381578,
        "grad_max_sv": 0.22547000497579575,
        "grad_min_sv": 1.232130381889629e-08,
        "grad_condition": 21984085.02642382,
        "lr": 0.0005313952597646563,
        "time_sec": 49.6118586063385
      },
      {
        "epoch": 73,
        "train_loss": 1.877649710121155,
        "train_acc": 0.4827,
        "test_loss": 9.066388426208496,
        "test_acc": 0.0801,
        "lyapunov": null,
        "grad_norm": 0.6600796471066996,
        "grad_max_sv": 0.23919763825833798,
        "grad_min_sv": 1.2670018244287374e-08,
        "grad_condition": 42742098.34257165,
        "lr": 0.0005209378268645994,
        "time_sec": 49.67570900917053
      },
      {
        "epoch": 74,
        "train_loss": 1.8662859315490723,
        "train_acc": 0.48722,
        "test_loss": 9.122249521636963,
        "test_acc": 0.0675,
        "lyapunov": null,
        "grad_norm": 0.6547425237687021,
        "grad_max_sv": 0.22284357100725175,
        "grad_min_sv": 1.2111998770603094e-08,
        "grad_condition": 21063233.798650313,
        "lr": 0.0005104712099416781,
        "time_sec": 49.62467122077942
      },
      {
        "epoch": 75,
        "train_loss": 1.8634462587738037,
        "train_acc": 0.48572,
        "test_loss": 8.603226243591308,
        "test_acc": 0.07,
        "lyapunov": null,
        "grad_norm": 0.6594891408678691,
        "grad_max_sv": 0.2292952246963978,
        "grad_min_sv": 1.216953539884269e-08,
        "grad_condition": 23304533.995393943,
        "lr": 0.0004999999999999996,
        "time_sec": 49.6065719127655
      },
      {
        "epoch": 76,
        "train_loss": 1.8428347550964355,
        "train_acc": 0.49222,
        "test_loss": 9.348575830841064,
        "test_acc": 0.0716,
        "lyapunov": null,
        "grad_norm": 0.6514940871880716,
        "grad_max_sv": 0.2246335681527853,
        "grad_min_sv": 1.197331944077784e-08,
        "grad_condition": 79775997.36608414,
        "lr": 0.0004895287900583212,
        "time_sec": 49.633445262908936
      },
      {
        "epoch": 77,
        "train_loss": 1.8474174691390992,
        "train_acc": 0.49038,
        "test_loss": 9.063310955810547,
        "test_acc": 0.0749,
        "lyapunov": null,
        "grad_norm": 0.6555213730500407,
        "grad_max_sv": 0.22386705875396729,
        "grad_min_sv": 1.1975305359845923e-08,
        "grad_condition": 30024891.493045498,
        "lr": 0.0004790621731353997,
        "time_sec": 49.6582727432251
      },
      {
        "epoch": 78,
        "train_loss": 1.8240000118255615,
        "train_acc": 0.496,
        "test_loss": 7.937534573364258,
        "test_acc": 0.1042,
        "lyapunov": null,
        "grad_norm": 0.6578278625054611,
        "grad_max_sv": 0.22472502514719964,
        "grad_min_sv": 1.2227204815307146e-08,
        "grad_condition": 24809414.276176114,
        "lr": 0.000468604740235343,
        "time_sec": 49.60278058052063
      },
      {
        "epoch": 79,
        "train_loss": 1.7988454669952392,
        "train_acc": 0.50146,
        "test_loss": 7.830693682098389,
        "test_acc": 0.0946,
        "lyapunov": null,
        "grad_norm": 0.6564839484635767,
        "grad_max_sv": 0.23010910004377366,
        "grad_min_sv": 1.2367765268861408e-08,
        "grad_condition": 34528993.96450578,
        "lr": 0.00045816107833384175,
        "time_sec": 49.63169765472412
      },
      {
        "epoch": 80,
        "train_loss": 1.7962154034423827,
        "train_acc": 0.50466,
        "test_loss": 7.877956019592285,
        "test_acc": 0.0834,
        "lyapunov": null,
        "grad_norm": 0.6560300351960439,
        "grad_max_sv": 0.22126091420650482,
        "grad_min_sv": 1.2213627020862816e-08,
        "grad_condition": 21445784.707883697,
        "lr": 0.0004477357683661729,
        "time_sec": 49.672850131988525
      },
      {
        "epoch": 81,
        "train_loss": 1.7689838317871094,
        "train_acc": 0.5108,
        "test_loss": 8.936191275024415,
        "test_acc": 0.073,
        "lyapunov": null,
        "grad_norm": 0.6546524429638407,
        "grad_max_sv": 0.22751210294663907,
        "grad_min_sv": 1.2090203325293424e-08,
        "grad_condition": 37126500.828596935,
        "lr": 0.00043733338321784746,
        "time_sec": 49.6825795173645
      },
      {
        "epoch": 82,
        "train_loss": 1.7687132528686524,
        "train_acc": 0.50962,
        "test_loss": 8.322722315979004,
        "test_acc": 0.0867,
        "lyapunov": null,
        "grad_norm": 0.657879277273411,
        "grad_max_sv": 0.23299325592815875,
        "grad_min_sv": 1.2289513051655376e-08,
        "grad_condition": 29654551.548070945,
        "lr": 0.0004269584857187939,
        "time_sec": 49.77833390235901
      },
      {
        "epoch": 83,
        "train_loss": 1.7514041207885742,
        "train_acc": 0.51362,
        "test_loss": 7.874627603149414,
        "test_acc": 0.095,
        "lyapunov": null,
        "grad_norm": 0.65464844079956,
        "grad_max_sv": 0.22664147801697254,
        "grad_min_sv": 1.2152483562510863e-08,
        "grad_condition": 25844246.169428695,
        "lr": 0.0004166156266419484,
        "time_sec": 49.665401220321655
      },
      {
        "epoch": 84,
        "train_loss": 1.7470465963745117,
        "train_acc": 0.5132,
        "test_loss": 8.254433164978026,
        "test_acc": 0.0915,
        "lyapunov": null,
        "grad_norm": 0.6562560461399737,
        "grad_max_sv": 0.22655668184161187,
        "grad_min_sv": 1.2271174511246929e-08,
        "grad_condition": 46640276.774946496,
        "lr": 0.0004063093427071373,
        "time_sec": 49.66734290122986
      },
      {
        "epoch": 85,
        "train_loss": 1.7298235196685792,
        "train_acc": 0.51892,
        "test_loss": 8.706323757171631,
        "test_acc": 0.0911,
        "lyapunov": null,
        "grad_norm": 0.6550616576389223,
        "grad_max_sv": 0.23714832365512847,
        "grad_min_sv": 1.223523634630297e-08,
        "grad_condition": 29585164.78334018,
        "lr": 0.0003960441545911199,
        "time_sec": 49.640406370162964
      },
      {
        "epoch": 86,
        "train_loss": 1.724207964477539,
        "train_acc": 0.51926,
        "test_loss": 8.765803309631348,
        "test_acc": 0.0835,
        "lyapunov": null,
        "grad_norm": 0.6508855742051911,
        "grad_max_sv": 0.2245300356298685,
        "grad_min_sv": 1.2214838868152e-08,
        "grad_condition": 20628200.471479602,
        "lr": 0.0003858245649446718,
        "time_sec": 49.63991856575012
      },
      {
        "epoch": 87,
        "train_loss": 1.7018416146087647,
        "train_acc": 0.52598,
        "test_loss": 8.139996655273437,
        "test_acc": 0.096,
        "lyapunov": null,
        "grad_norm": 0.6595894571592862,
        "grad_max_sv": 0.2325576465576887,
        "grad_min_sv": 1.2264047567420167e-08,
        "grad_condition": 62109028.98086828,
        "lr": 0.00037565505641757235,
        "time_sec": 49.62706279754639
      },
      {
        "epoch": 88,
        "train_loss": 1.690174805984497,
        "train_acc": 0.52992,
        "test_loss": 8.284830725860596,
        "test_acc": 0.0946,
        "lyapunov": null,
        "grad_norm": 0.6523549145137596,
        "grad_max_sv": 0.22278686761856079,
        "grad_min_sv": 1.2230143851127417e-08,
        "grad_condition": 41887788.39074431,
        "lr": 0.00036554008969236695,
        "time_sec": 49.6299991607666
      },
      {
        "epoch": 89,
        "train_loss": 1.6808083280181885,
        "train_acc": 0.5298,
        "test_loss": 8.205404133605956,
        "test_acc": 0.0955,
        "lyapunov": null,
        "grad_norm": 0.6525447581270152,
        "grad_max_sv": 0.22465928830206394,
        "grad_min_sv": 1.2332067528264546e-08,
        "grad_condition": 23009318.737796,
        "lr": 0.0003554841015277638,
        "time_sec": 49.66408705711365
      },
      {
        "epoch": 90,
        "train_loss": 1.6637053575134277,
        "train_acc": 0.5337,
        "test_loss": 8.177736569213867,
        "test_acc": 0.0899,
        "lyapunov": null,
        "grad_norm": 0.6537473055068921,
        "grad_max_sv": 0.22377123720943928,
        "grad_min_sv": 1.2110254177244429e-08,
        "grad_condition": 25938015.098525234,
        "lr": 0.000345491502812526,
        "time_sec": 49.63126850128174
      },
      {
        "epoch": 91,
        "train_loss": 1.6554726396942139,
        "train_acc": 0.5354,
        "test_loss": 8.995069329833985,
        "test_acc": 0.08,
        "lyapunov": null,
        "grad_norm": 0.6575477667608048,
        "grad_max_sv": 0.23422496095299722,
        "grad_min_sv": 1.246219855713382e-08,
        "grad_condition": 41932891.920117736,
        "lr": 0.0003355666766307081,
        "time_sec": 49.63232660293579
      },
      {
        "epoch": 92,
        "train_loss": 1.6413372038269043,
        "train_acc": 0.54098,
        "test_loss": 9.550636445617675,
        "test_acc": 0.0761,
        "lyapunov": null,
        "grad_norm": 0.6610051290863374,
        "grad_max_sv": 0.23229929022490978,
        "grad_min_sv": 1.2352718607028245e-08,
        "grad_condition": 41078160.523768075,
        "lr": 0.00032571397633909225,
        "time_sec": 49.653891801834106
      },
      {
        "epoch": 93,
        "train_loss": 1.6310989672470093,
        "train_acc": 0.54374,
        "test_loss": 9.458463846588135,
        "test_acc": 0.0736,
        "lyapunov": null,
        "grad_norm": 0.6572216683080783,
        "grad_max_sv": 0.23672427460551262,
        "grad_min_sv": 1.2539241084352782e-08,
        "grad_condition": 23064462.944409598,
        "lr": 0.00031593772365766094,
        "time_sec": 49.65013003349304
      },
      {
        "epoch": 94,
        "train_loss": 1.6185439474868775,
        "train_acc": 0.5456,
        "test_loss": 9.447592375946044,
        "test_acc": 0.0781,
        "lyapunov": null,
        "grad_norm": 0.6543172085287396,
        "grad_max_sv": 0.2255704291164875,
        "grad_min_sv": 1.1963030848924361e-08,
        "grad_condition": 48501470.614931956,
        "lr": 0.0003062422067739483,
        "time_sec": 49.68069577217102
      },
      {
        "epoch": 95,
        "train_loss": 1.6036190982055665,
        "train_acc": 0.54806,
        "test_loss": 9.521705908203124,
        "test_acc": 0.0835,
        "lyapunov": null,
        "grad_norm": 0.6561083866637782,
        "grad_max_sv": 0.23088240325450898,
        "grad_min_sv": 1.2247599834314115e-08,
        "grad_condition": 26484829.628142,
        "lr": 0.00029663167846209965,
        "time_sec": 49.62816071510315
      },
      {
        "epoch": 96,
        "train_loss": 1.6020113516998291,
        "train_acc": 0.54904,
        "test_loss": 9.115081603240967,
        "test_acc": 0.0889,
        "lyapunov": null,
        "grad_norm": 0.6572025699230744,
        "grad_max_sv": 0.22745007649064064,
        "grad_min_sv": 1.2209962416132036e-08,
        "grad_condition": 32247618.106625605,
        "lr": 0.00028711035421746345,
        "time_sec": 49.61973428726196
      },
      {
        "epoch": 97,
        "train_loss": 1.589581788368225,
        "train_acc": 0.55386,
        "test_loss": 9.091486672973632,
        "test_acc": 0.0752,
        "lyapunov": null,
        "grad_norm": 0.6480214804623958,
        "grad_max_sv": 0.22622964382171631,
        "grad_min_sv": 1.213211238138001e-08,
        "grad_condition": 23427245.234249383,
        "lr": 0.00027768241040753615,
        "time_sec": 49.67304968833923
      },
      {
        "epoch": 98,
        "train_loss": 1.5766529482269287,
        "train_acc": 0.55484,
        "test_loss": 8.739159268188477,
        "test_acc": 0.0912,
        "lyapunov": null,
        "grad_norm": 0.6545216229967632,
        "grad_max_sv": 0.22466104663908482,
        "grad_min_sv": 1.2034743685634952e-08,
        "grad_condition": 37920262.92732872,
        "lr": 0.00026835198244006903,
        "time_sec": 49.6529438495636
      },
      {
        "epoch": 99,
        "train_loss": 1.5610430017852783,
        "train_acc": 0.55952,
        "test_loss": 9.326904290771484,
        "test_acc": 0.0857,
        "lyapunov": null,
        "grad_norm": 0.6510280187361254,
        "grad_max_sv": 0.22991822883486748,
        "grad_min_sv": 1.2031296814374315e-08,
        "grad_condition": 33021222.855397005,
        "lr": 0.0002591231629491421,
        "time_sec": 49.64146590232849
      },
      {
        "epoch": 100,
        "train_loss": 1.5503544171142578,
        "train_acc": 0.56096,
        "test_loss": 8.863075296783448,
        "test_acc": 0.0956,
        "lyapunov": null,
        "grad_norm": 0.6587934740560508,
        "grad_max_sv": 0.22904604896903039,
        "grad_min_sv": 1.2335589709942807e-08,
        "grad_condition": 85131461.34992474,
        "lr": 0.0002499999999999997,
        "time_sec": 49.6390540599823
      },
      {
        "epoch": 101,
        "train_loss": 1.5390491861343383,
        "train_acc": 0.56416,
        "test_loss": 8.707357301330566,
        "test_acc": 0.1024,
        "lyapunov": null,
        "grad_norm": 0.662018499627777,
        "grad_max_sv": 0.23979119583964348,
        "grad_min_sv": 1.238348213417062e-08,
        "grad_condition": 33906848.52058145,
        "lr": 0.00024098649531343477,
        "time_sec": 49.63421368598938
      },
      {
        "epoch": 102,
        "train_loss": 1.5312192189788818,
        "train_acc": 0.56726,
        "test_loss": 9.40553295135498,
        "test_acc": 0.0875,
        "lyapunov": null,
        "grad_norm": 0.6540742670514875,
        "grad_max_sv": 0.23145525828003882,
        "grad_min_sv": 1.2288377408686824e-08,
        "grad_condition": 37958642.13054756,
        "lr": 0.0002320866025105016,
        "time_sec": 49.65552067756653
      },
      {
        "epoch": 103,
        "train_loss": 1.5286355770111084,
        "train_acc": 0.56548,
        "test_loss": 9.07997163925171,
        "test_acc": 0.1043,
        "lyapunov": null,
        "grad_norm": 0.6557756421519878,
        "grad_max_sv": 0.24100108593702316,
        "grad_min_sv": 1.2461116480344537e-08,
        "grad_condition": 25662204.639090188,
        "lr": 0.0002233042253783278,
        "time_sec": 49.6308536529541
      },
      {
        "epoch": 104,
        "train_loss": 1.5213085984420776,
        "train_acc": 0.56866,
        "test_loss": 9.145785698699951,
        "test_acc": 0.0859,
        "lyapunov": null,
        "grad_norm": 0.6504666354250909,
        "grad_max_sv": 0.2253209725022316,
        "grad_min_sv": 1.1966959748144212e-08,
        "grad_condition": 54876833.04192768,
        "lr": 0.000214643216157784,
        "time_sec": 49.63847613334656
      },
      {
        "epoch": 105,
        "train_loss": 1.5079352280044556,
        "train_acc": 0.5695,
        "test_loss": 8.336384162902831,
        "test_acc": 0.1061,
        "lyapunov": null,
        "grad_norm": 0.6571653396229992,
        "grad_max_sv": 0.23069135881960393,
        "grad_min_sv": 1.2210977743190576e-08,
        "grad_condition": 88846977.18417618,
        "lr": 0.00020610737385376332,
        "time_sec": 49.627315044403076
      },
      {
        "epoch": 106,
        "train_loss": 1.4935028577423095,
        "train_acc": 0.57654,
        "test_loss": 9.006987256622315,
        "test_acc": 0.0957,
        "lyapunov": null,
        "grad_norm": 0.651656183779343,
        "grad_max_sv": 0.22712415568530558,
        "grad_min_sv": 1.2032355989344268e-08,
        "grad_condition": 25049163.560516536,
        "lr": 0.00019770044256881242,
        "time_sec": 49.62053084373474
      },
      {
        "epoch": 107,
        "train_loss": 1.4878737406158447,
        "train_acc": 0.57426,
        "test_loss": 10.11307799987793,
        "test_acc": 0.075,
        "lyapunov": null,
        "grad_norm": 0.6524830728325739,
        "grad_max_sv": 0.22892994433641434,
        "grad_min_sv": 1.2128688251650255e-08,
        "grad_condition": 43366733.79550102,
        "lr": 0.0001894261098608447,
        "time_sec": 49.60416531562805
      },
      {
        "epoch": 108,
        "train_loss": 1.4871094806671143,
        "train_acc": 0.57634,
        "test_loss": 9.736641611480714,
        "test_acc": 0.0847,
        "lyapunov": null,
        "grad_norm": 0.6526478556992521,
        "grad_max_sv": 0.2283865675330162,
        "grad_min_sv": 1.2084086392638583e-08,
        "grad_condition": 30684405.14241614,
        "lr": 0.000181288005125655,
        "time_sec": 49.599942207336426
      },
      {
        "epoch": 109,
        "train_loss": 1.4713194018936158,
        "train_acc": 0.5814,
        "test_loss": 9.849570913696288,
        "test_acc": 0.0735,
        "lyapunov": null,
        "grad_norm": 0.6520669107663062,
        "grad_max_sv": 0.22863508015871048,
        "grad_min_sv": 1.206205209880462e-08,
        "grad_condition": 22397938.389471006,
        "lr": 0.0001732896980049473,
        "time_sec": 49.610928773880005
      },
      {
        "epoch": 110,
        "train_loss": 1.463755881729126,
        "train_acc": 0.58362,
        "test_loss": 10.715107778930664,
        "test_acc": 0.0741,
        "lyapunov": null,
        "grad_norm": 0.6526504347541894,
        "grad_max_sv": 0.2301381327211857,
        "grad_min_sv": 1.2070842162273388e-08,
        "grad_condition": 58529848.61276511,
        "lr": 0.00016543469682057076,
        "time_sec": 49.607982873916626
      },
      {
        "epoch": 111,
        "train_loss": 1.458272280807495,
        "train_acc": 0.58544,
        "test_loss": 9.91223872833252,
        "test_acc": 0.0829,
        "lyapunov": null,
        "grad_norm": 0.657140008872575,
        "grad_max_sv": 0.23369005173444748,
        "grad_min_sv": 1.2170888367274423e-08,
        "grad_condition": 42634071.92220701,
        "lr": 0.00015772644703565552,
        "time_sec": 49.6121985912323
      },
      {
        "epoch": 112,
        "train_loss": 1.4423779841613769,
        "train_acc": 0.58982,
        "test_loss": 10.218679902648926,
        "test_acc": 0.0785,
        "lyapunov": null,
        "grad_norm": 0.6570457541981778,
        "grad_max_sv": 0.2342597097158432,
        "grad_min_sv": 1.2216584609550663e-08,
        "grad_condition": 64070619.26224355,
        "lr": 0.00015016832974331713,
        "time_sec": 49.62796497344971
      },
      {
        "epoch": 113,
        "train_loss": 1.4301787731170654,
        "train_acc": 0.58978,
        "test_loss": 9.96994764251709,
        "test_acc": 0.0848,
        "lyapunov": null,
        "grad_norm": 0.6545785705102263,
        "grad_max_sv": 0.23776416704058648,
        "grad_min_sv": 1.2195284053440059e-08,
        "grad_condition": 29429303.691607207,
        "lr": 0.00014276366018359834,
        "time_sec": 49.63600516319275
      },
      {
        "epoch": 114,
        "train_loss": 1.431484651260376,
        "train_acc": 0.59188,
        "test_loss": 9.352456809234619,
        "test_acc": 0.0912,
        "lyapunov": null,
        "grad_norm": 0.6560872782233574,
        "grad_max_sv": 0.23789514154195784,
        "grad_min_sv": 1.2277434646712493e-08,
        "grad_condition": 29643562.652553707,
        "lr": 0.00013551568628929425,
        "time_sec": 49.64847278594971
      },
      {
        "epoch": 115,
        "train_loss": 1.4156108039093018,
        "train_acc": 0.59466,
        "test_loss": 9.393049124145508,
        "test_acc": 0.0902,
        "lyapunov": null,
        "grad_norm": 0.6560202611490502,
        "grad_max_sv": 0.23022275194525718,
        "grad_min_sv": 1.211471579581902e-08,
        "grad_condition": 29752416.717853196,
        "lr": 0.00012842758726130276,
        "time_sec": 49.646286725997925
      },
      {
        "epoch": 116,
        "train_loss": 1.419507451171875,
        "train_acc": 0.59538,
        "test_loss": 9.898611540222168,
        "test_acc": 0.0823,
        "lyapunov": null,
        "grad_norm": 0.6554438751866899,
        "grad_max_sv": 0.23169372119009496,
        "grad_min_sv": 1.2254989865956301e-08,
        "grad_condition": 32739963.172941543,
        "lr": 0.0001215024721741218,
        "time_sec": 49.66101384162903
      },
      {
        "epoch": 117,
        "train_loss": 1.4052832598495484,
        "train_acc": 0.59742,
        "test_loss": 9.80786139831543,
        "test_acc": 0.0746,
        "lyapunov": null,
        "grad_norm": 0.6502624050693765,
        "grad_max_sv": 0.23535267189145087,
        "grad_min_sv": 1.2210560307313046e-08,
        "grad_condition": 34512756.66701891,
        "lr": 0.00011474337861210538,
        "time_sec": 49.635112285614014
      },
      {
        "epoch": 118,
        "train_loss": 1.407028383216858,
        "train_acc": 0.59456,
        "test_loss": 9.323918186950683,
        "test_acc": 0.0923,
        "lyapunov": null,
        "grad_norm": 0.6532731757355527,
        "grad_max_sv": 0.23146636895835399,
        "grad_min_sv": 1.2073984001492733e-08,
        "grad_condition": 27415450.93514964,
        "lr": 0.00010815327133708009,
        "time_sec": 49.67300295829773
      },
      {
        "epoch": 119,
        "train_loss": 1.3942961041641235,
        "train_acc": 0.60004,
        "test_loss": 9.392257122802734,
        "test_acc": 0.0923,
        "lyapunov": null,
        "grad_norm": 0.6512526041128694,
        "grad_max_sv": 0.2304602511227131,
        "grad_min_sv": 1.196873851000424e-08,
        "grad_condition": 27052501.627034713,
        "lr": 0.00010173504098790182,
        "time_sec": 49.66038250923157
      },
      {
        "epoch": 120,
        "train_loss": 1.3861536862182617,
        "train_acc": 0.60168,
        "test_loss": 9.79215132522583,
        "test_acc": 0.0883,
        "lyapunov": null,
        "grad_norm": 0.6546312963164914,
        "grad_max_sv": 0.23524674400687218,
        "grad_min_sv": 1.2223635334485117e-08,
        "grad_condition": 23146281.84709592,
        "lr": 9.549150281252629e-05,
        "time_sec": 49.64855408668518
      },
      {
        "epoch": 121,
        "train_loss": 1.382921607093811,
        "train_acc": 0.60466,
        "test_loss": 9.083266135406495,
        "test_acc": 0.1,
        "lyapunov": null,
        "grad_norm": 0.6533990071886453,
        "grad_max_sv": 0.22603939548134805,
        "grad_min_sv": 1.2147275964269344e-08,
        "grad_condition": 31306417.63450122,
        "lr": 8.942539543314794e-05,
        "time_sec": 49.62118649482727
      },
      {
        "epoch": 122,
        "train_loss": 1.3776706603240967,
        "train_acc": 0.60552,
        "test_loss": 10.107886312866212,
        "test_acc": 0.0771,
        "lyapunov": null,
        "grad_norm": 0.650347981554726,
        "grad_max_sv": 0.22755396254360677,
        "grad_min_sv": 1.200875722057182e-08,
        "grad_condition": 26822439.671770982,
        "lr": 8.353937964495024e-05,
        "time_sec": 49.625091552734375
      },
      {
        "epoch": 123,
        "train_loss": 1.3719213924789428,
        "train_acc": 0.60596,
        "test_loss": 9.897831336212159,
        "test_acc": 0.0827,
        "lyapunov": null,
        "grad_norm": 0.6494680388920978,
        "grad_max_sv": 0.23135662637650967,
        "grad_min_sv": 1.2129681067896137e-08,
        "grad_condition": 24324265.536500372,
        "lr": 7.783603724899243e-05,
        "time_sec": 49.683146476745605
      },
      {
        "epoch": 124,
        "train_loss": 1.372097077255249,
        "train_acc": 0.60532,
        "test_loss": 9.392827641296387,
        "test_acc": 0.091,
        "lyapunov": null,
        "grad_norm": 0.650191030859608,
        "grad_max_sv": 0.2314681064337492,
        "grad_min_sv": 1.2054343853651339e-08,
        "grad_condition": 27641091.69673177,
        "lr": 7.231786991974666e-05,
        "time_sec": 49.71274280548096
      },
      {
        "epoch": 125,
        "train_loss": 1.370953790550232,
        "train_acc": 0.6058,
        "test_loss": 9.41628999938965,
        "test_acc": 0.0969,
        "lyapunov": null,
        "grad_norm": 0.6479408268968022,
        "grad_max_sv": 0.22912745289504527,
        "grad_min_sv": 1.1926550955165816e-08,
        "grad_condition": 38383449.24679903,
        "lr": 6.698729810778072e-05,
        "time_sec": 49.61937499046326
      },
      {
        "epoch": 126,
        "train_loss": 1.35777675239563,
        "train_acc": 0.61084,
        "test_loss": 9.729599977111816,
        "test_acc": 0.084,
        "lyapunov": null,
        "grad_norm": 0.6511889017989357,
        "grad_max_sv": 0.23615461364388465,
        "grad_min_sv": 1.21181827100747e-08,
        "grad_condition": 23269107.95301483,
        "lr": 6.184665997806817e-05,
        "time_sec": 49.616145610809326
      },
      {
        "epoch": 127,
        "train_loss": 1.3525141822052003,
        "train_acc": 0.60988,
        "test_loss": 9.375829245758057,
        "test_acc": 0.0908,
        "lyapunov": null,
        "grad_norm": 0.6536840306066181,
        "grad_max_sv": 0.23197561018168927,
        "grad_min_sv": 1.2315820041575164e-08,
        "grad_condition": 24883789.486126114,
        "lr": 5.6898210384392595e-05,
        "time_sec": 49.629499435424805
      },
      {
        "epoch": 128,
        "train_loss": 1.3482640004730224,
        "train_acc": 0.61222,
        "test_loss": 9.813197325134277,
        "test_acc": 0.0856,
        "lyapunov": null,
        "grad_norm": 0.6514039873738223,
        "grad_max_sv": 0.23501852825284003,
        "grad_min_sv": 1.2142686500737909e-08,
        "grad_condition": 25266297.201565318,
        "lr": 5.214411988029363e-05,
        "time_sec": 49.605358600616455
      },
      {
        "epoch": 129,
        "train_loss": 1.3569378799057006,
        "train_acc": 0.60816,
        "test_loss": 9.541576918029785,
        "test_acc": 0.0874,
        "lyapunov": null,
        "grad_norm": 0.6517316484787671,
        "grad_max_sv": 0.23406252562999724,
        "grad_min_sv": 1.2258221140926118e-08,
        "grad_condition": 29626662.60122323,
        "lr": 4.7586473766990294e-05,
        "time_sec": 49.625590085983276
      },
      {
        "epoch": 130,
        "train_loss": 1.3529891060638428,
        "train_acc": 0.60898,
        "test_loss": 9.487888061523437,
        "test_acc": 0.0929,
        "lyapunov": null,
        "grad_norm": 0.6538198266172623,
        "grad_max_sv": 0.23005600720643998,
        "grad_min_sv": 1.201972722117417e-08,
        "grad_condition": 37209362.20372974,
        "lr": 4.32272711786996e-05,
        "time_sec": 49.65739893913269
      },
      {
        "epoch": 131,
        "train_loss": 1.3454697626495362,
        "train_acc": 0.61572,
        "test_loss": 9.924783717346191,
        "test_acc": 0.0811,
        "lyapunov": null,
        "grad_norm": 0.6551713288471978,
        "grad_max_sv": 0.240146154910326,
        "grad_min_sv": 1.2333497152738903e-08,
        "grad_condition": 66623015.95467502,
        "lr": 3.906842420574966e-05,
        "time_sec": 49.62453866004944
      },
      {
        "epoch": 132,
        "train_loss": 1.3360938589859008,
        "train_acc": 0.61616,
        "test_loss": 9.586818018341065,
        "test_acc": 0.0889,
        "lyapunov": null,
        "grad_norm": 0.6504956714032589,
        "grad_max_sv": 0.23334665820002556,
        "grad_min_sv": 1.2104059498446728e-08,
        "grad_condition": 52369707.49757277,
        "lr": 3.5111757055874305e-05,
        "time_sec": 49.62921142578125
      },
      {
        "epoch": 133,
        "train_loss": 1.339883793449402,
        "train_acc": 0.61552,
        "test_loss": 9.673538793945312,
        "test_acc": 0.0929,
        "lyapunov": null,
        "grad_norm": 0.6476453899351778,
        "grad_max_sv": 0.23297516368329524,
        "grad_min_sv": 1.2124888488021512e-08,
        "grad_condition": 68199072.30592722,
        "lr": 3.1359005254054254e-05,
        "time_sec": 49.593669414520264
      },
      {
        "epoch": 134,
        "train_loss": 1.3361684355545045,
        "train_acc": 0.61882,
        "test_loss": 9.66245351715088,
        "test_acc": 0.0778,
        "lyapunov": null,
        "grad_norm": 0.6491838850685481,
        "grad_max_sv": 0.23596667721867562,
        "grad_min_sv": 1.1881547391789926e-08,
        "grad_condition": 40898877.174065895,
        "lr": 2.7811814881259484e-05,
        "time_sec": 49.60944747924805
      },
      {
        "epoch": 135,
        "train_loss": 1.3277960977554322,
        "train_acc": 0.61818,
        "test_loss": 9.974994463348388,
        "test_acc": 0.0794,
        "lyapunov": null,
        "grad_norm": 0.6475029366208067,
        "grad_max_sv": 0.2263253577053547,
        "grad_min_sv": 1.206646519577581e-08,
        "grad_condition": 59123509.407670066,
        "lr": 2.4471741852423218e-05,
        "time_sec": 49.63754081726074
      },
      {
        "epoch": 136,
        "train_loss": 1.3390293844604493,
        "train_acc": 0.6147,
        "test_loss": 9.827523893737792,
        "test_acc": 0.0857,
        "lyapunov": null,
        "grad_norm": 0.6539959690699623,
        "grad_max_sv": 0.2373226772993803,
        "grad_min_sv": 1.2036285343408615e-08,
        "grad_condition": 24295457.361463245,
        "lr": 2.1340251233966362e-05,
        "time_sec": 49.649282455444336
      },
      {
        "epoch": 137,
        "train_loss": 1.320917113571167,
        "train_acc": 0.62042,
        "test_loss": 10.049297039031982,
        "test_acc": 0.0816,
        "lyapunov": null,
        "grad_norm": 0.6470381085306396,
        "grad_max_sv": 0.22178312465548516,
        "grad_min_sv": 1.1698476365396004e-08,
        "grad_condition": 21323664.731712654,
        "lr": 1.8418716601170932e-05,
        "time_sec": 49.63605809211731
      },
      {
        "epoch": 138,
        "train_loss": 1.3167627235412598,
        "train_acc": 0.6236,
        "test_loss": 9.956857801055909,
        "test_acc": 0.0836,
        "lyapunov": null,
        "grad_norm": 0.6460826791518621,
        "grad_max_sv": 0.23469048999249936,
        "grad_min_sv": 1.2084183138643886e-08,
        "grad_condition": 303408536.5105225,
        "lr": 1.570841943568445e-05,
        "time_sec": 49.59550142288208
      },
      {
        "epoch": 139,
        "train_loss": 1.3184237383270263,
        "train_acc": 0.6197,
        "test_loss": 10.09333883972168,
        "test_acc": 0.0839,
        "lyapunov": null,
        "grad_norm": 0.6477507203630667,
        "grad_max_sv": 0.2281213853508234,
        "grad_min_sv": 1.203405910962796e-08,
        "grad_condition": 39837437.01020629,
        "lr": 1.3210548563419845e-05,
        "time_sec": 49.6094229221344
      },
      {
        "epoch": 140,
        "train_loss": 1.3220056551361083,
        "train_acc": 0.61976,
        "test_loss": 9.424947094726562,
        "test_acc": 0.0942,
        "lyapunov": null,
        "grad_norm": 0.644643549451068,
        "grad_max_sv": 0.22695489414036274,
        "grad_min_sv": 1.1866805089966182e-08,
        "grad_condition": 49710189.62801478,
        "lr": 1.0926199633097203e-05,
        "time_sec": 49.65405297279358
      },
      {
        "epoch": 141,
        "train_loss": 1.3249128121566773,
        "train_acc": 0.61924,
        "test_loss": 10.150922741699219,
        "test_acc": 0.0839,
        "lyapunov": null,
        "grad_norm": 0.6496616529807254,
        "grad_max_sv": 0.23303747363388538,
        "grad_min_sv": 1.2297343177092301e-08,
        "grad_condition": 32251173.502706695,
        "lr": 8.856374635655688e-06,
        "time_sec": 49.62998151779175
      },
      {
        "epoch": 142,
        "train_loss": 1.3221977783966063,
        "train_acc": 0.61854,
        "test_loss": 9.545345922851563,
        "test_acc": 0.0896,
        "lyapunov": null,
        "grad_norm": 0.6498976979178819,
        "grad_max_sv": 0.23321284241974355,
        "grad_min_sv": 1.2192657036780297e-08,
        "grad_condition": 38327958.94438372,
        "lr": 7.001981464747503e-06,
        "time_sec": 49.62353038787842
      },
      {
        "epoch": 143,
        "train_loss": 1.3161465112304687,
        "train_acc": 0.62108,
        "test_loss": 9.518995339202881,
        "test_acc": 0.0904,
        "lyapunov": null,
        "grad_norm": 0.65049671322247,
        "grad_max_sv": 0.2355397418141365,
        "grad_min_sv": 1.2113919437006793e-08,
        "grad_condition": 34055758.838127285,
        "lr": 5.3638335185058295e-06,
        "time_sec": 49.636550426483154
      },
      {
        "epoch": 144,
        "train_loss": 1.3199945546722411,
        "train_acc": 0.61928,
        "test_loss": 9.653044511413574,
        "test_acc": 0.0889,
        "lyapunov": null,
        "grad_norm": 0.6510219033687272,
        "grad_max_sv": 0.23736767545342446,
        "grad_min_sv": 1.2120116818503668e-08,
        "grad_condition": 26653772.592295133,
        "lr": 3.942649342761114e-06,
        "time_sec": 49.64809012413025
      },
      {
        "epoch": 145,
        "train_loss": 1.310637080039978,
        "train_acc": 0.62316,
        "test_loss": 10.082862811279297,
        "test_acc": 0.0865,
        "lyapunov": null,
        "grad_norm": 0.6486131550644274,
        "grad_max_sv": 0.23344326205551624,
        "grad_min_sv": 1.1724270552321281e-08,
        "grad_condition": 226542482.35064834,
        "lr": 2.7390523158633524e-06,
        "time_sec": 49.61792755126953
      },
      {
        "epoch": 146,
        "train_loss": 1.3224388639450073,
        "train_acc": 0.62,
        "test_loss": 10.004590126037598,
        "test_acc": 0.083,
        "lyapunov": null,
        "grad_norm": 0.6514083277071326,
        "grad_max_sv": 0.23273181915283203,
        "grad_min_sv": 1.1958840047718951e-08,
        "grad_condition": 1281589470.9369996,
        "lr": 1.7535703752478133e-06,
        "time_sec": 49.663915157318115
      },
      {
        "epoch": 147,
        "train_loss": 1.3165813917160034,
        "train_acc": 0.62328,
        "test_loss": 9.630343141174317,
        "test_acc": 0.0889,
        "lyapunov": null,
        "grad_norm": 0.6474798234673506,
        "grad_max_sv": 0.22821973785758018,
        "grad_min_sv": 1.1936759166872312e-08,
        "grad_condition": 467313215.8090695,
        "lr": 9.866357858642196e-07,
        "time_sec": 49.623547077178955
      },
      {
        "epoch": 148,
        "train_loss": 1.3181095361328126,
        "train_acc": 0.61742,
        "test_loss": 10.228155642700195,
        "test_acc": 0.0788,
        "lyapunov": null,
        "grad_norm": 0.6510409626330189,
        "grad_max_sv": 0.23130737692117692,
        "grad_min_sv": 1.1935725464928826e-08,
        "grad_condition": 55668871.204657175,
        "lr": 4.38584950570808e-07,
        "time_sec": 49.621832609176636
      },
      {
        "epoch": 149,
        "train_loss": 1.31113261013031,
        "train_acc": 0.6221,
        "test_loss": 9.91230221786499,
        "test_acc": 0.0822,
        "lyapunov": null,
        "grad_norm": 0.6472982694090295,
        "grad_max_sv": 0.2277739927172661,
        "grad_min_sv": 1.1845563784029788e-08,
        "grad_condition": 25904808.412874807,
        "lr": 1.096582625772501e-07,
        "time_sec": 49.62464380264282
      },
      {
        "epoch": 150,
        "train_loss": 1.3088498344039916,
        "train_acc": 0.62396,
        "test_loss": 9.814052784729004,
        "test_acc": 0.0858,
        "lyapunov": null,
        "grad_norm": 0.6471687901699209,
        "grad_max_sv": 0.23137033209204674,
        "grad_min_sv": 1.2163310093502022e-08,
        "grad_condition": 48891964.404683754,
        "lr": 0.0,
        "time_sec": 49.660566329956055
      }
    ],
    "16": [
      {
        "epoch": 1,
        "train_loss": 5.089254416656495,
        "train_acc": 0.01344,
        "test_loss": 4.870831555175781,
        "test_acc": 0.01,
        "lyapunov": null,
        "grad_norm": 5.582063459208639,
        "grad_max_sv": 5.0306542873382565,
        "grad_min_sv": 8.441757832766683e-08,
        "grad_condition": 74707534.78681344,
        "lr": 0.0009998903417374227,
        "time_sec": 66.70783400535583
      },
      {
        "epoch": 2,
        "train_loss": 4.736304296569824,
        "train_acc": 0.02172,
        "test_loss": 4.92340059890747,
        "test_acc": 0.01,
        "lyapunov": null,
        "grad_norm": 4.087296772772229,
        "grad_max_sv": 3.672157108783722,
        "grad_min_sv": 6.109624839933935e-08,
        "grad_condition": 230714811.36310124,
        "lr": 0.0009995614150494292,
        "time_sec": 66.69390416145325
      },
      {
        "epoch": 3,
        "train_loss": 4.52685978515625,
        "train_acc": 0.03204,
        "test_loss": 5.045831031799317,
        "test_acc": 0.0094,
        "lyapunov": null,
        "grad_norm": 3.1470044543912175,
        "grad_max_sv": 2.6447540044784548,
        "grad_min_sv": 4.639755384339139e-08,
        "grad_condition": 65625701.84585605,
        "lr": 0.0009990133642141358,
        "time_sec": 66.70076084136963
      },
      {
        "epoch": 4,
        "train_loss": 4.371717319641113,
        "train_acc": 0.04112,
        "test_loss": 4.993129699707032,
        "test_acc": 0.0115,
        "lyapunov": null,
        "grad_norm": 2.5123688948843395,
        "grad_max_sv": 2.1027904629707335,
        "grad_min_sv": 3.615837387664633e-08,
        "grad_condition": 418817692.03399765,
        "lr": 0.0009982464296247522,
        "time_sec": 66.71976566314697
      },
      {
        "epoch": 5,
        "train_loss": 4.27407361251831,
        "train_acc": 0.0488,
        "test_loss": 5.161634465789795,
        "test_acc": 0.0119,
        "lyapunov": null,
        "grad_norm": 1.9573801826064445,
        "grad_max_sv": 1.613087645173073,
        "grad_min_sv": 2.8529539808364034e-08,
        "grad_condition": 62747668.20627429,
        "lr": 0.0009972609476841367,
        "time_sec": 66.74850869178772
      },
      {
        "epoch": 6,
        "train_loss": 4.183251854553222,
        "train_acc": 0.05812,
        "test_loss": 5.447854755401611,
        "test_acc": 0.0093,
        "lyapunov": null,
        "grad_norm": 1.436449079599314,
        "grad_max_sv": 1.0459295481443405,
        "grad_min_sv": 2.0654144772258576e-08,
        "grad_condition": 94732574.16372415,
        "lr": 0.000996057350657239,
        "time_sec": 66.69263577461243
      },
      {
        "epoch": 7,
        "train_loss": 4.103355536193848,
        "train_acc": 0.06872,
        "test_loss": 5.544150679016114,
        "test_acc": 0.0124,
        "lyapunov": null,
        "grad_norm": 1.082624040556548,
        "grad_max_sv": 0.678101472556591,
        "grad_min_sv": 1.6660088839048904e-08,
        "grad_condition": 49338508.46283151,
        "lr": 0.000994636166481494,
        "time_sec": 66.69370245933533
      },
      {
        "epoch": 8,
        "train_loss": 4.040529095458984,
        "train_acc": 0.07876,
        "test_loss": 5.577163777160645,
        "test_acc": 0.0172,
        "lyapunov": null,
        "grad_norm": 0.963869121683512,
        "grad_max_sv": 0.5578698106110096,
        "grad_min_sv": 1.4817374840991882e-08,
        "grad_condition": 46172185.25999212,
        "lr": 0.0009929980185352525,
        "time_sec": 66.70931386947632
      },
      {
        "epoch": 9,
        "train_loss": 3.999490645446777,
        "train_acc": 0.0856,
        "test_loss": 5.472281336975097,
        "test_acc": 0.0116,
        "lyapunov": null,
        "grad_norm": 0.9198022107734598,
        "grad_max_sv": 0.5003849364817142,
        "grad_min_sv": 1.3862486752946878e-08,
        "grad_condition": 137028895.09887612,
        "lr": 0.0009911436253643444,
        "time_sec": 66.70475840568542
      },
      {
        "epoch": 10,
        "train_loss": 3.9641557629394533,
        "train_acc": 0.09124,
        "test_loss": 5.43024553604126,
        "test_acc": 0.0112,
        "lyapunov": null,
        "grad_norm": 0.8539816540258655,
        "grad_max_sv": 0.4397390566766262,
        "grad_min_sv": 1.3177782898221579e-08,
        "grad_condition": 50953468.3517745,
        "lr": 0.0009890738003669028,
        "time_sec": 66.75189590454102
      },
      {
        "epoch": 11,
        "train_loss": 3.912582547149658,
        "train_acc": 0.09724,
        "test_loss": 5.977069612121582,
        "test_acc": 0.0115,
        "lyapunov": null,
        "grad_norm": 0.8304366482521061,
        "grad_max_sv": 0.4253105387091637,
        "grad_min_sv": 1.2851445623657253e-08,
        "grad_condition": 192581837.7575304,
        "lr": 0.00098678945143658,
        "time_sec": 66.72230935096741
      },
      {
        "epoch": 12,
        "train_loss": 3.885940095291138,
        "train_acc": 0.10388,
        "test_loss": 5.707202329254151,
        "test_acc": 0.0161,
        "lyapunov": null,
        "grad_norm": 0.7930567752358824,
        "grad_max_sv": 0.3784016497433186,
        "grad_min_sv": 1.2496499026196095e-08,
        "grad_condition": 121475679.84002523,
        "lr": 0.0009842915805643154,
        "time_sec": 66.80430769920349
      },
      {
        "epoch": 13,
        "train_loss": 3.848949595184326,
        "train_acc": 0.10982,
        "test_loss": 5.604932201385498,
        "test_acc": 0.0138,
        "lyapunov": null,
        "grad_norm": 0.7694655756397059,
        "grad_max_sv": 0.36012797653675077,
        "grad_min_sv": 1.2309415998654205e-08,
        "grad_condition": 96913763.80192877,
        "lr": 0.000981581283398829,
        "time_sec": 66.77498316764832
      },
      {
        "epoch": 14,
        "train_loss": 3.822469270477295,
        "train_acc": 0.11176,
        "test_loss": 5.5594536964416505,
        "test_acc": 0.0144,
        "lyapunov": null,
        "grad_norm": 0.751737952115685,
        "grad_max_sv": 0.34815125875175,
        "grad_min_sv": 1.1860258068707719e-08,
        "grad_condition": 63821387.65591574,
        "lr": 0.0009786597487660333,
        "time_sec": 66.78450131416321
      },
      {
        "epoch": 15,
        "train_loss": 3.8008637019348144,
        "train_acc": 0.11732,
        "test_loss": 5.8510744079589845,
        "test_acc": 0.0165,
        "lyapunov": null,
        "grad_norm": 0.7274896957635634,
        "grad_max_sv": 0.3341310672461987,
        "grad_min_sv": 1.185839371142805e-08,
        "grad_condition": 51068114.03076443,
        "lr": 0.0009755282581475766,
        "time_sec": 66.75975847244263
      },
      {
        "epoch": 16,
        "train_loss": 3.7793116706085206,
        "train_acc": 0.12078,
        "test_loss": 6.094802139282226,
        "test_acc": 0.0135,
        "lyapunov": null,
        "grad_norm": 0.7029997372387793,
        "grad_max_sv": 0.31635181941092017,
        "grad_min_sv": 1.1313535006052256e-08,
        "grad_condition": 34061221.316739336,
        "lr": 0.0009721881851187403,
        "time_sec": 66.70034837722778
      },
      {
        "epoch": 17,
        "train_loss": 3.756349168548584,
        "train_acc": 0.12318,
        "test_loss": 6.524116158294678,
        "test_acc": 0.0149,
        "lyapunov": null,
        "grad_norm": 0.6891476510098721,
        "grad_max_sv": 0.30746029056608676,
        "grad_min_sv": 1.1205093228272567e-08,
        "grad_condition": 55101632.74828547,
        "lr": 0.0009686409947459456,
        "time_sec": 66.70887970924377
      },
      {
        "epoch": 18,
        "train_loss": 3.736860103225708,
        "train_acc": 0.12666,
        "test_loss": 6.334092637634277,
        "test_acc": 0.0151,
        "lyapunov": null,
        "grad_norm": 0.6735913591792417,
        "grad_max_sv": 0.3038469754159451,
        "grad_min_sv": 1.1184529693109707e-08,
        "grad_condition": 266599149.22808576,
        "lr": 0.0009648882429441254,
        "time_sec": 66.7028694152832
      },
      {
        "epoch": 19,
        "train_loss": 3.721009854812622,
        "train_acc": 0.13104,
        "test_loss": 6.503785885620117,
        "test_acc": 0.0158,
        "lyapunov": null,
        "grad_norm": 0.6543898752326373,
        "grad_max_sv": 0.2952485930174589,
        "grad_min_sv": 1.0702305973386839e-08,
        "grad_condition": 36178987.94815246,
        "lr": 0.00096093157579425,
        "time_sec": 66.91662836074829
      },
      {
        "epoch": 20,
        "train_loss": 3.6978233711242674,
        "train_acc": 0.13484,
        "test_loss": 7.133095213317871,
        "test_acc": 0.014,
        "lyapunov": null,
        "grad_norm": 0.6416047326169007,
        "grad_max_sv": 0.2835653819143772,
        "grad_min_sv": 1.061290202941656e-08,
        "grad_condition": 29580333.508830875,
        "lr": 0.0009567727288213001,
        "time_sec": 66.7187888622284
      },
      {
        "epoch": 21,
        "train_loss": 3.678186371612549,
        "train_acc": 0.13804,
        "test_loss": 6.526899772644043,
        "test_acc": 0.0165,
        "lyapunov": null,
        "grad_norm": 0.6346445495636812,
        "grad_max_sv": 0.2758004698902369,
        "grad_min_sv": 1.0650165743059103e-08,
        "grad_condition": 50339413.533409506,
        "lr": 0.0009524135262330095,
        "time_sec": 66.77347826957703
      },
      {
        "epoch": 22,
        "train_loss": 3.6615531184387207,
        "train_acc": 0.13652,
        "test_loss": 7.463528224182129,
        "test_acc": 0.0149,
        "lyapunov": null,
        "grad_norm": 0.6211761686754148,
        "grad_max_sv": 0.2590024430304766,
        "grad_min_sv": 1.0093259970866963e-08,
        "grad_condition": 54350139.527433194,
        "lr": 0.0009478558801197061,
        "time_sec": 66.74172306060791
      },
      {
        "epoch": 23,
        "train_loss": 3.646244419708252,
        "train_acc": 0.14018,
        "test_loss": 7.247557836151123,
        "test_acc": 0.0133,
        "lyapunov": null,
        "grad_norm": 0.6087560504487702,
        "grad_max_sv": 0.26471212282776835,
        "grad_min_sv": 1.0175153231789525e-08,
        "grad_condition": 76037868.51400027,
        "lr": 0.000943101789615607,
        "time_sec": 66.74379682540894
      },
      {
        "epoch": 24,
        "train_loss": 3.6286012983703615,
        "train_acc": 0.14502,
        "test_loss": 7.168135193634034,
        "test_acc": 0.0191,
        "lyapunov": null,
        "grad_norm": 0.5998778506859267,
        "grad_max_sv": 0.24980814158916473,
        "grad_min_sv": 1.0037150326158706e-08,
        "grad_condition": 32920800.60529256,
        "lr": 0.0009381533400219313,
        "time_sec": 66.68860864639282
      },
      {
        "epoch": 25,
        "train_loss": 3.6192829264831543,
        "train_acc": 0.14634,
        "test_loss": 7.535636337280273,
        "test_acc": 0.0161,
        "lyapunov": null,
        "grad_norm": 0.5983012708829252,
        "grad_max_sv": 0.2530865453183651,
        "grad_min_sv": 9.982956203358206e-09,
        "grad_condition": 29219670.862144046,
        "lr": 0.0009330127018922189,
        "time_sec": 66.75418090820312
      },
      {
        "epoch": 26,
        "train_loss": 3.6001767744445803,
        "train_acc": 0.1487,
        "test_loss": 6.850593623352051,
        "test_acc": 0.0151,
        "lyapunov": null,
        "grad_norm": 0.5947140415117098,
        "grad_max_sv": 0.24490244090557098,
        "grad_min_sv": 9.946103620567249e-09,
        "grad_condition": 94915701.68580723,
        "lr": 0.000927682130080253,
        "time_sec": 66.72897815704346
      },
      {
        "epoch": 27,
        "train_loss": 3.5885346211242677,
        "train_acc": 0.15218,
        "test_loss": 7.121657147216797,
        "test_acc": 0.0175,
        "lyapunov": null,
        "grad_norm": 0.5825348653665754,
        "grad_max_sv": 0.2360658310353756,
        "grad_min_sv": 9.758478072829923e-09,
        "grad_condition": 28325624.288454544,
        "lr": 0.0009221639627510072,
        "time_sec": 66.82140755653381
      },
      {
        "epoch": 28,
        "train_loss": 3.5699786253356933,
        "train_acc": 0.15318,
        "test_loss": 7.339261558532715,
        "test_acc": 0.0157,
        "lyapunov": null,
        "grad_norm": 0.5731165313342855,
        "grad_max_sv": 0.23213129304349422,
        "grad_min_sv": 9.869128861361709e-09,
        "grad_condition": 27851276.279406942,
        "lr": 0.0009164606203550494,
        "time_sec": 66.72496843338013
      },
      {
        "epoch": 29,
        "train_loss": 3.562197733078003,
        "train_acc": 0.15604,
        "test_loss": 7.580322309875489,
        "test_acc": 0.0165,
        "lyapunov": null,
        "grad_norm": 0.5656101207986921,
        "grad_max_sv": 0.21968504451215268,
        "grad_min_sv": 9.579083420918621e-09,
        "grad_condition": 25012099.962059125,
        "lr": 0.0009105746045668516,
        "time_sec": 66.69681811332703
      },
      {
        "epoch": 30,
        "train_loss": 3.560017660369873,
        "train_acc": 0.15662,
        "test_loss": 7.44054066619873,
        "test_acc": 0.0173,
        "lyapunov": null,
        "grad_norm": 0.5599580597173339,
        "grad_max_sv": 0.2209590796381235,
        "grad_min_sv": 9.39374856998021e-09,
        "grad_condition": 61658396.11314602,
        "lr": 0.0009045084971874733,
        "time_sec": 66.69601655006409
      },
      {
        "epoch": 31,
        "train_loss": 3.5422336725616455,
        "train_acc": 0.1599,
        "test_loss": 7.076059481048584,
        "test_acc": 0.0198,
        "lyapunov": null,
        "grad_norm": 0.5515859229373342,
        "grad_max_sv": 0.21789075396955013,
        "grad_min_sv": 9.395337015327687e-09,
        "grad_condition": 33141907.468724538,
        "lr": 0.0008982649590120977,
        "time_sec": 66.75024151802063
      },
      {
        "epoch": 32,
        "train_loss": 3.529042202835083,
        "train_acc": 0.15972,
        "test_loss": 7.7532018966674805,
        "test_acc": 0.0155,
        "lyapunov": null,
        "grad_norm": 0.5497951397745081,
        "grad_max_sv": 0.20885453820228578,
        "grad_min_sv": 9.25596560404085e-09,
        "grad_condition": 82473516.26766083,
        "lr": 0.0008918467286629196,
        "time_sec": 66.80956888198853
      },
      {
        "epoch": 33,
        "train_loss": 3.51621552734375,
        "train_acc": 0.1644,
        "test_loss": 6.8358760055542,
        "test_acc": 0.0194,
        "lyapunov": null,
        "grad_norm": 0.5469890700179638,
        "grad_max_sv": 0.21847443841397762,
        "grad_min_sv": 9.440127946014343e-09,
        "grad_condition": 25421324.334352963,
        "lr": 0.0008852566213878943,
        "time_sec": 66.7693350315094
      },
      {
        "epoch": 34,
        "train_loss": 3.5162335932922364,
        "train_acc": 0.16484,
        "test_loss": 6.398185224914551,
        "test_acc": 0.0185,
        "lyapunov": null,
        "grad_norm": 0.5383581492940669,
        "grad_max_sv": 0.20689108446240426,
        "grad_min_sv": 9.233877815151281e-09,
        "grad_condition": 27064375.409329318,
        "lr": 0.000878497527825878,
        "time_sec": 66.79785513877869
      },
      {
        "epoch": 35,
        "train_loss": 3.5035785108184814,
        "train_acc": 0.16536,
        "test_loss": 7.335230517578125,
        "test_acc": 0.0195,
        "lyapunov": null,
        "grad_norm": 0.5402027402758915,
        "grad_max_sv": 0.20682688914239405,
        "grad_min_sv": 9.348574800394082e-09,
        "grad_condition": 28438563.468850803,
        "lr": 0.000871572412738697,
        "time_sec": 66.81045579910278
      },
      {
        "epoch": 36,
        "train_loss": 3.493286726074219,
        "train_acc": 0.16834,
        "test_loss": 6.502911682128906,
        "test_acc": 0.0259,
        "lyapunov": null,
        "grad_norm": 0.5280034242832364,
        "grad_max_sv": 0.19797059781849385,
        "grad_min_sv": 9.105119513908022e-09,
        "grad_condition": 25415325.485806335,
        "lr": 0.0008644843137107055,
        "time_sec": 66.76097869873047
      },
      {
        "epoch": 37,
        "train_loss": 3.4780256481933596,
        "train_acc": 0.1702,
        "test_loss": 7.499637036132812,
        "test_acc": 0.0188,
        "lyapunov": null,
        "grad_norm": 0.5321877448382957,
        "grad_max_sv": 0.19945566728711128,
        "grad_min_sv": 9.11805770470453e-09,
        "grad_condition": 72290792.90222318,
        "lr": 0.0008572363398164014,
        "time_sec": 66.87902355194092
      },
      {
        "epoch": 38,
        "train_loss": 3.4674857460021973,
        "train_acc": 0.17068,
        "test_loss": 6.972921762847901,
        "test_acc": 0.0224,
        "lyapunov": null,
        "grad_norm": 0.5289491654487876,
        "grad_max_sv": 0.19467646181583403,
        "grad_min_sv": 9.052938640397023e-09,
        "grad_condition": 27977910.49401158,
        "lr": 0.0008498316702566826,
        "time_sec": 66.71038794517517
      },
      {
        "epoch": 39,
        "train_loss": 3.456567892379761,
        "train_acc": 0.1718,
        "test_loss": 7.583123879241944,
        "test_acc": 0.0204,
        "lyapunov": null,
        "grad_norm": 0.5257287769620685,
        "grad_max_sv": 0.19668871462345122,
        "grad_min_sv": 9.095625710942024e-09,
        "grad_condition": 27660923.67992892,
        "lr": 0.0008422735529643442,
        "time_sec": 66.70259189605713
      },
      {
        "epoch": 40,
        "train_loss": 3.439600283050537,
        "train_acc": 0.17702,
        "test_loss": 7.07623366394043,
        "test_acc": 0.0194,
        "lyapunov": null,
        "grad_norm": 0.5218212705616453,
        "grad_max_sv": 0.19257443137466906,
        "grad_min_sv": 8.974160192742886e-09,
        "grad_condition": 24645717.0349477,
        "lr": 0.0008345653031794289,
        "time_sec": 66.69467544555664
      },
      {
        "epoch": 41,
        "train_loss": 3.441303518218994,
        "train_acc": 0.17488,
        "test_loss": 7.0255078727722164,
        "test_acc": 0.0229,
        "lyapunov": null,
        "grad_norm": 0.51868028277477,
        "grad_max_sv": 0.19331826008856295,
        "grad_min_sv": 9.044294972671008e-09,
        "grad_condition": 26826321.000719573,
        "lr": 0.0008267103019950526,
        "time_sec": 66.69299244880676
      },
      {
        "epoch": 42,
        "train_loss": 3.4292957513427735,
        "train_acc": 0.17452,
        "test_loss": 7.204381840515136,
        "test_acc": 0.0259,
        "lyapunov": null,
        "grad_norm": 0.5253643254473546,
        "grad_max_sv": 0.19751012995839118,
        "grad_min_sv": 9.221263796987956e-09,
        "grad_condition": 24125885.16929126,
        "lr": 0.0008187119948743447,
        "time_sec": 66.71035814285278
      },
      {
        "epoch": 43,
        "train_loss": 3.4281089696502685,
        "train_acc": 0.17694,
        "test_loss": 7.537664138793946,
        "test_acc": 0.0211,
        "lyapunov": null,
        "grad_norm": 0.5194108534896916,
        "grad_max_sv": 0.2011748518794775,
        "grad_min_sv": 9.108393971002382e-09,
        "grad_condition": 44095500.51692389,
        "lr": 0.000810573890139155,
        "time_sec": 66.8431122303009
      },
      {
        "epoch": 44,
        "train_loss": 3.4221175812530515,
        "train_acc": 0.1796,
        "test_loss": 7.407726572418213,
        "test_acc": 0.0196,
        "lyapunov": null,
        "grad_norm": 0.5178702018876962,
        "grad_max_sv": 0.19308201856911184,
        "grad_min_sv": 9.019754657058065e-09,
        "grad_condition": 26647196.819321267,
        "lr": 0.0008022995574311873,
        "time_sec": 66.78941011428833
      },
      {
        "epoch": 45,
        "train_loss": 3.400263899459839,
        "train_acc": 0.18424,
        "test_loss": 6.749155438232422,
        "test_acc": 0.0251,
        "lyapunov": null,
        "grad_norm": 0.518187566195941,
        "grad_max_sv": 0.18997054174542427,
        "grad_min_sv": 8.950063522597528e-09,
        "grad_condition": 64164305.6683145,
        "lr": 0.0007938926261462363,
        "time_sec": 66.72000646591187
      },
      {
        "epoch": 46,
        "train_loss": 3.395167677078247,
        "train_acc": 0.18308,
        "test_loss": 6.933445383453369,
        "test_acc": 0.0219,
        "lyapunov": null,
        "grad_norm": 0.5105878399725617,
        "grad_max_sv": 0.18559869714081287,
        "grad_min_sv": 8.806649112215459e-09,
        "grad_condition": 120544633.7455566,
        "lr": 0.0007853567838422158,
        "time_sec": 66.71739363670349
      },
      {
        "epoch": 47,
        "train_loss": 3.3893753800964355,
        "train_acc": 0.18392,
        "test_loss": 7.526408071899414,
        "test_acc": 0.0222,
        "lyapunov": null,
        "grad_norm": 0.5062040296706847,
        "grad_max_sv": 0.18082244805991649,
        "grad_min_sv": 8.976306442587401e-09,
        "grad_condition": 29608816.90495221,
        "lr": 0.0007766957746216719,
        "time_sec": 66.72174620628357
      },
      {
        "epoch": 48,
        "train_loss": 3.3721413567352294,
        "train_acc": 0.18658,
        "test_loss": 6.825230180358886,
        "test_acc": 0.0242,
        "lyapunov": null,
        "grad_norm": 0.5095470173179549,
        "grad_max_sv": 0.18853078819811345,
        "grad_min_sv": 8.948983057366356e-09,
        "grad_condition": 26865035.338588893,
        "lr": 0.0007679133974894982,
        "time_sec": 66.80622148513794
      },
      {
        "epoch": 49,
        "train_loss": 3.3716752050018313,
        "train_acc": 0.18754,
        "test_loss": 7.223709740447998,
        "test_acc": 0.0303,
        "lyapunov": null,
        "grad_norm": 0.5066211171288654,
        "grad_max_sv": 0.1869507610797882,
        "grad_min_sv": 8.992035052668434e-09,
        "grad_condition": 23283441.10076283,
        "lr": 0.000759013504686565,
        "time_sec": 66.81845688819885
      },
      {
        "epoch": 50,
        "train_loss": 3.3587275280761717,
        "train_acc": 0.19086,
        "test_loss": 6.7569826782226565,
        "test_acc": 0.0243,
        "lyapunov": null,
        "grad_norm": 0.506317038211902,
        "grad_max_sv": 0.18107994161546231,
        "grad_min_sv": 8.999141074342299e-09,
        "grad_condition": 200538246.60999444,
        "lr": 0.0007499999999999998,
        "time_sec": 66.70761036872864
      },
      {
        "epoch": 51,
        "train_loss": 3.3526639527130127,
        "train_acc": 0.19188,
        "test_loss": 6.670795946502685,
        "test_acc": 0.0283,
        "lyapunov": null,
        "grad_norm": 0.5023637852793532,
        "grad_max_sv": 0.1799766130745411,
        "grad_min_sv": 9.005793131719453e-09,
        "grad_condition": 60303250.12300022,
        "lr": 0.0007408768370508575,
        "time_sec": 66.8078305721283
      },
      {
        "epoch": 52,
        "train_loss": 3.3506644287872316,
        "train_acc": 0.19068,
        "test_loss": 7.382517870330811,
        "test_acc": 0.022,
        "lyapunov": null,
        "grad_norm": 0.49959851459507565,
        "grad_max_sv": 0.17121989093720913,
        "grad_min_sv": 8.849344752120958e-09,
        "grad_condition": 34334249.77637265,
        "lr": 0.0007316480175599307,
        "time_sec": 66.78811454772949
      },
      {
        "epoch": 53,
        "train_loss": 3.3417568744659425,
        "train_acc": 0.19254,
        "test_loss": 8.142177056884766,
        "test_acc": 0.0233,
        "lyapunov": null,
        "grad_norm": 0.4981274188163727,
        "grad_max_sv": 0.17399160973727704,
        "grad_min_sv": 8.837567241903877e-09,
        "grad_condition": 24739202.69426199,
        "lr": 0.0007223175895924635,
        "time_sec": 66.85724830627441
      },
      {
        "epoch": 54,
        "train_loss": 3.3355814123535157,
        "train_acc": 0.1957,
        "test_loss": 6.92948182220459,
        "test_acc": 0.0248,
        "lyapunov": null,
        "grad_norm": 0.49764414817443375,
        "grad_max_sv": 0.17371546551585199,
        "grad_min_sv": 8.84867411088744e-09,
        "grad_condition": 150304225.8365222,
        "lr": 0.0007128896457825361,
        "time_sec": 66.71973633766174
      },
      {
        "epoch": 55,
        "train_loss": 3.326216081542969,
        "train_acc": 0.19418,
        "test_loss": 7.809853678131104,
        "test_acc": 0.023,
        "lyapunov": null,
        "grad_norm": 0.4993878218606792,
        "grad_max_sv": 0.17109079472720623,
        "grad_min_sv": 8.849828239676505e-09,
        "grad_condition": 22057140.335132368,
        "lr": 0.0007033683215378998,
        "time_sec": 66.97141337394714
      },
      {
        "epoch": 56,
        "train_loss": 3.319088702545166,
        "train_acc": 0.19614,
        "test_loss": 7.596286960601807,
        "test_acc": 0.0212,
        "lyapunov": null,
        "grad_norm": 0.49667047439168693,
        "grad_max_sv": 0.16795397438108922,
        "grad_min_sv": 8.856667624290716e-09,
        "grad_condition": 21032117.189596005,
        "lr": 0.0006937577932260512,
        "time_sec": 66.70526051521301
      },
      {
        "epoch": 57,
        "train_loss": 3.303804122848511,
        "train_acc": 0.19878,
        "test_loss": 7.291678775024414,
        "test_acc": 0.02,
        "lyapunov": null,
        "grad_norm": 0.499572780086862,
        "grad_max_sv": 0.17316541597247123,
        "grad_min_sv": 8.944026716473098e-09,
        "grad_condition": 23580602.560242586,
        "lr": 0.0006840622763423388,
        "time_sec": 66.72219276428223
      },
      {
        "epoch": 58,
        "train_loss": 3.2961739293670655,
        "train_acc": 0.20036,
        "test_loss": 7.379423007202148,
        "test_acc": 0.0215,
        "lyapunov": null,
        "grad_norm": 0.49780422530713136,
        "grad_max_sv": 0.17306868806481362,
        "grad_min_sv": 8.897491003689862e-09,
        "grad_condition": 33645085.03834008,
        "lr": 0.0006742860236609073,
        "time_sec": 66.7072229385376
      },
      {
        "epoch": 59,
        "train_loss": 3.292852275466919,
        "train_acc": 0.20314,
        "test_loss": 6.699318830871582,
        "test_acc": 0.0262,
        "lyapunov": null,
        "grad_norm": 0.49686323718116887,
        "grad_max_sv": 0.17558623403310775,
        "grad_min_sv": 8.761962172476601e-09,
        "grad_condition": 38386994.848281495,
        "lr": 0.0006644333233692913,
        "time_sec": 66.72137403488159
      },
      {
        "epoch": 60,
        "train_loss": 3.2881739818573,
        "train_acc": 0.20208,
        "test_loss": 6.617448914337158,
        "test_acc": 0.0235,
        "lyapunov": null,
        "grad_norm": 0.4972800368236651,
        "grad_max_sv": 0.17418485544621945,
        "grad_min_sv": 8.887109359534406e-09,
        "grad_condition": 23772781.473704576,
        "lr": 0.0006545084971874734,
        "time_sec": 66.76340699195862
      },
      {
        "epoch": 61,
        "train_loss": 3.2832211613464355,
        "train_acc": 0.20396,
        "test_loss": 7.8168681640625,
        "test_acc": 0.0196,
        "lyapunov": null,
        "grad_norm": 0.49347264852603,
        "grad_max_sv": 0.16998312883079053,
        "grad_min_sv": 8.87461152343505e-09,
        "grad_condition": 22196538.972435523,
        "lr": 0.0006445158984722354,
        "time_sec": 66.69128584861755
      },
      {
        "epoch": 62,
        "train_loss": 3.267657317352295,
        "train_acc": 0.20602,
        "test_loss": 6.787965573120117,
        "test_acc": 0.0226,
        "lyapunov": null,
        "grad_norm": 0.4942819436191628,
        "grad_max_sv": 0.1665095403790474,
        "grad_min_sv": 8.805719026172553e-09,
        "grad_condition": 21888086.61137065,
        "lr": 0.0006344599103076324,
        "time_sec": 66.72603845596313
      },
      {
        "epoch": 63,
        "train_loss": 3.264744351043701,
        "train_acc": 0.20522,
        "test_loss": 7.947964939117432,
        "test_acc": 0.0218,
        "lyapunov": null,
        "grad_norm": 0.49153660537625127,
        "grad_max_sv": 0.16237439326941966,
        "grad_min_sv": 8.742884187451505e-09,
        "grad_condition": 23911997.384101003,
        "lr": 0.0006243449435824269,
        "time_sec": 66.6943769454956
      },
      {
        "epoch": 64,
        "train_loss": 3.2640425563812254,
        "train_acc": 0.20452,
        "test_loss": 7.12151423034668,
        "test_acc": 0.0256,
        "lyapunov": null,
        "grad_norm": 0.49384434943361655,
        "grad_max_sv": 0.168024880066514,
        "grad_min_sv": 8.758979427869739e-09,
        "grad_condition": 21739668.66096285,
        "lr": 0.0006141754350553275,
        "time_sec": 66.69389152526855
      },
      {
        "epoch": 65,
        "train_loss": 3.244006223831177,
        "train_acc": 0.21052,
        "test_loss": 7.017924461364746,
        "test_acc": 0.0234,
        "lyapunov": null,
        "grad_norm": 0.49421653603545956,
        "grad_max_sv": 0.1682070516049862,
        "grad_min_sv": 8.867816919666538e-09,
        "grad_condition": 33570918.978102654,
        "lr": 0.0006039558454088793,
        "time_sec": 66.70642900466919
      },
      {
        "epoch": 66,
        "train_loss": 3.2429666870880127,
        "train_acc": 0.2095,
        "test_loss": 7.507377795410156,
        "test_acc": 0.0247,
        "lyapunov": null,
        "grad_norm": 0.4920675755358138,
        "grad_max_sv": 0.16653703041374684,
        "grad_min_sv": 8.782905018545061e-09,
        "grad_condition": 33037433.310028076,
        "lr": 0.000593690657292862,
        "time_sec": 66.69945740699768
      },
      {
        "epoch": 67,
        "train_loss": 3.235812818222046,
        "train_acc": 0.21004,
        "test_loss": 8.179235096740722,
        "test_acc": 0.0199,
        "lyapunov": null,
        "grad_norm": 0.49143560072681164,
        "grad_max_sv": 0.16453767009079456,
        "grad_min_sv": 8.906316832646422e-09,
        "grad_condition": 24459655.594651837,
        "lr": 0.0005833843733580507,
        "time_sec": 66.68722915649414
      },
      {
        "epoch": 68,
        "train_loss": 3.2230448572540285,
        "train_acc": 0.21154,
        "test_loss": 7.499305305480957,
        "test_acc": 0.0213,
        "lyapunov": null,
        "grad_norm": 0.49248528868620167,
        "grad_max_sv": 0.16838400289416314,
        "grad_min_sv": 8.870841536334773e-09,
        "grad_condition": 21419108.58487917,
        "lr": 0.0005730415142812054,
        "time_sec": 66.70680451393127
      },
      {
        "epoch": 69,
        "train_loss": 3.2205778658294677,
        "train_acc": 0.21464,
        "test_loss": 7.50203574142456,
        "test_acc": 0.0244,
        "lyapunov": null,
        "grad_norm": 0.4909914070718711,
        "grad_max_sv": 0.1646382961422205,
        "grad_min_sv": 8.7063952491917e-09,
        "grad_condition": 22220196.366961446,
        "lr": 0.0005626666167821517,
        "time_sec": 66.76639890670776
      },
      {
        "epoch": 70,
        "train_loss": 3.207180488128662,
        "train_acc": 0.21516,
        "test_loss": 7.001610806274414,
        "test_acc": 0.0258,
        "lyapunov": null,
        "grad_norm": 0.495424727651562,
        "grad_max_sv": 0.16553561352193355,
        "grad_min_sv": 8.972080669383819e-09,
        "grad_condition": 47422658.54318248,
        "lr": 0.0005522642316338265,
        "time_sec": 66.70834302902222
      },
      {
        "epoch": 71,
        "train_loss": 3.2062013800048828,
        "train_acc": 0.21612,
        "test_loss": 6.927703591156006,
        "test_acc": 0.0308,
        "lyapunov": null,
        "grad_norm": 0.49114896439763267,
        "grad_max_sv": 0.16479650065302848,
        "grad_min_sv": 8.813466856327778e-09,
        "grad_condition": 43207807.33314108,
        "lr": 0.0005418389216661573,
        "time_sec": 66.71610283851624
      },
      {
        "epoch": 72,
        "train_loss": 3.1919854682922364,
        "train_acc": 0.21694,
        "test_loss": 6.498612490844726,
        "test_acc": 0.0294,
        "lyapunov": null,
        "grad_norm": 0.49506236999909303,
        "grad_max_sv": 0.16502842903137208,
        "grad_min_sv": 8.951233382292757e-09,
        "grad_condition": 20833946.329851203,
        "lr": 0.0005313952597646563,
        "time_sec": 66.70564031600952
      },
      {
        "epoch": 73,
        "train_loss": 3.19263421005249,
        "train_acc": 0.22014,
        "test_loss": 7.917480190277099,
        "test_acc": 0.0215,
        "lyapunov": null,
        "grad_norm": 0.4934923943021254,
        "grad_max_sv": 0.1658387891948223,
        "grad_min_sv": 8.915270069409509e-09,
        "grad_condition": 23230788.976801574,
        "lr": 0.0005209378268645994,
        "time_sec": 66.77329587936401
      },
      {
        "epoch": 74,
        "train_loss": 3.185640338821411,
        "train_acc": 0.21906,
        "test_loss": 7.357819847106933,
        "test_acc": 0.0252,
        "lyapunov": null,
        "grad_norm": 0.4911097758269761,
        "grad_max_sv": 0.16611208710819483,
        "grad_min_sv": 8.851672780169073e-09,
        "grad_condition": 58442839.12499788,
        "lr": 0.0005104712099416781,
        "time_sec": 66.684730052948
      },
      {
        "epoch": 75,
        "train_loss": 3.1690349718475344,
        "train_acc": 0.2239,
        "test_loss": 7.2397661224365235,
        "test_acc": 0.0256,
        "lyapunov": null,
        "grad_norm": 0.4906690124125115,
        "grad_max_sv": 0.16415953114628792,
        "grad_min_sv": 8.816434821090625e-09,
        "grad_condition": 20409708.15696338,
        "lr": 0.0004999999999999996,
        "time_sec": 66.71101260185242
      },
      {
        "epoch": 76,
        "train_loss": 3.1630740728759767,
        "train_acc": 0.2228,
        "test_loss": 7.3856810913085935,
        "test_acc": 0.0247,
        "lyapunov": null,
        "grad_norm": 0.4942494495158576,
        "grad_max_sv": 0.16416314020752906,
        "grad_min_sv": 8.881746908773192e-09,
        "grad_condition": 22916920.692442246,
        "lr": 0.0004895287900583212,
        "time_sec": 66.72276592254639
      },
      {
        "epoch": 77,
        "train_loss": 3.157883042678833,
        "train_acc": 0.2226,
        "test_loss": 7.461940403747558,
        "test_acc": 0.0279,
        "lyapunov": null,
        "grad_norm": 0.48944835890506283,
        "grad_max_sv": 0.16295542381703854,
        "grad_min_sv": 8.790652895884766e-09,
        "grad_condition": 25190467.13440006,
        "lr": 0.0004790621731353997,
        "time_sec": 66.73238253593445
      },
      {
        "epoch": 78,
        "train_loss": 3.15415998550415,
        "train_acc": 0.2232,
        "test_loss": 7.546776051330567,
        "test_acc": 0.027,
        "lyapunov": null,
        "grad_norm": 0.48925024138964845,
        "grad_max_sv": 0.1628365319222212,
        "grad_min_sv": 8.811498453109578e-09,
        "grad_condition": 23075857.06663191,
        "lr": 0.000468604740235343,
        "time_sec": 66.73092246055603
      },
      {
        "epoch": 79,
        "train_loss": 3.1458859318542483,
        "train_acc": 0.22802,
        "test_loss": 7.108101511383056,
        "test_acc": 0.0285,
        "lyapunov": null,
        "grad_norm": 0.495366871838511,
        "grad_max_sv": 0.1650368317961693,
        "grad_min_sv": 9.025954333247154e-09,
        "grad_condition": 38457801.29496137,
        "lr": 0.00045816107833384175,
        "time_sec": 66.74371480941772
      },
      {
        "epoch": 80,
        "train_loss": 3.140154826583862,
        "train_acc": 0.2266,
        "test_loss": 7.284811801147461,
        "test_acc": 0.0302,
        "lyapunov": null,
        "grad_norm": 0.4914271153786783,
        "grad_max_sv": 0.16505839116871357,
        "grad_min_sv": 8.893962011443865e-09,
        "grad_condition": 369021517.7075845,
        "lr": 0.0004477357683661729,
        "time_sec": 66.69183111190796
      },
      {
        "epoch": 81,
        "train_loss": 3.1333287098693847,
        "train_acc": 0.22694,
        "test_loss": 7.571458190917968,
        "test_acc": 0.0209,
        "lyapunov": null,
        "grad_norm": 0.494073529942036,
        "grad_max_sv": 0.1608546230942011,
        "grad_min_sv": 9.091243879932875e-09,
        "grad_condition": 20891716.667523753,
        "lr": 0.00043733338321784746,
        "time_sec": 66.71526265144348
      },
      {
        "epoch": 82,
        "train_loss": 3.1283695087432863,
        "train_acc": 0.23006,
        "test_loss": 7.788016625976563,
        "test_acc": 0.024,
        "lyapunov": null,
        "grad_norm": 0.49129892073668435,
        "grad_max_sv": 0.16086806021630765,
        "grad_min_sv": 8.920912475049448e-09,
        "grad_condition": 47898591.96295839,
        "lr": 0.0004269584857187939,
        "time_sec": 66.69153666496277
      },
      {
        "epoch": 83,
        "train_loss": 3.130916413574219,
        "train_acc": 0.23138,
        "test_loss": 7.913901668548584,
        "test_acc": 0.0261,
        "lyapunov": null,
        "grad_norm": 0.48912391484879925,
        "grad_max_sv": 0.16135921962559224,
        "grad_min_sv": 9.076431696855569e-09,
        "grad_condition": 50854672.26653309,
        "lr": 0.0004166156266419484,
        "time_sec": 66.75194883346558
      },
      {
        "epoch": 84,
        "train_loss": 3.116759624481201,
        "train_acc": 0.22928,
        "test_loss": 7.443206707763672,
        "test_acc": 0.0267,
        "lyapunov": null,
        "grad_norm": 0.49216768079497325,
        "grad_max_sv": 0.16190627813339234,
        "grad_min_sv": 9.013408105995602e-09,
        "grad_condition": 22062192.06550083,
        "lr": 0.0004063093427071373,
        "time_sec": 66.76291751861572
      },
      {
        "epoch": 85,
        "train_loss": 3.1119228192138673,
        "train_acc": 0.23272,
        "test_loss": 7.789751325988769,
        "test_acc": 0.028,
        "lyapunov": null,
        "grad_norm": 0.4906237938270759,
        "grad_max_sv": 0.16028195321559907,
        "grad_min_sv": 8.904607010085108e-09,
        "grad_condition": 21362215.652891032,
        "lr": 0.0003960441545911199,
        "time_sec": 66.72702622413635
      },
      {
        "epoch": 86,
        "train_loss": 3.095892171173096,
        "train_acc": 0.23322,
        "test_loss": 7.520130683135986,
        "test_acc": 0.0265,
        "lyapunov": null,
        "grad_norm": 0.49558582555905584,
        "grad_max_sv": 0.15913640297949314,
        "grad_min_sv": 9.008386794850943e-09,
        "grad_condition": 19711267.83894111,
        "lr": 0.0003858245649446718,
        "time_sec": 66.69949555397034
      },
      {
        "epoch": 87,
        "train_loss": 3.0982225965118406,
        "train_acc": 0.23538,
        "test_loss": 7.958539725494385,
        "test_acc": 0.0227,
        "lyapunov": null,
        "grad_norm": 0.4928264723148802,
        "grad_max_sv": 0.16157768219709395,
        "grad_min_sv": 9.009624502009927e-09,
        "grad_condition": 22513594.923468076,
        "lr": 0.00037565505641757235,
        "time_sec": 66.7021861076355
      },
      {
        "epoch": 88,
        "train_loss": 3.0881566471099853,
        "train_acc": 0.23704,
        "test_loss": 7.651519326782227,
        "test_acc": 0.0317,
        "lyapunov": null,
        "grad_norm": 0.4925350840337203,
        "grad_max_sv": 0.16133950129151345,
        "grad_min_sv": 8.917141037720344e-09,
        "grad_condition": 46990788.85548556,
        "lr": 0.00036554008969236695,
        "time_sec": 66.71680331230164
      },
      {
        "epoch": 89,
        "train_loss": 3.0752701135253906,
        "train_acc": 0.24002,
        "test_loss": 8.03997054977417,
        "test_acc": 0.0266,
        "lyapunov": null,
        "grad_norm": 0.49191590245060596,
        "grad_max_sv": 0.16232036016881465,
        "grad_min_sv": 8.918097575694173e-09,
        "grad_condition": 40862815.39075501,
        "lr": 0.0003554841015277638,
        "time_sec": 66.69313955307007
      },
      {
        "epoch": 90,
        "train_loss": 3.078908212738037,
        "train_acc": 0.24046,
        "test_loss": 7.6376062118530275,
        "test_acc": 0.0265,
        "lyapunov": null,
        "grad_norm": 0.4911817237537404,
        "grad_max_sv": 0.1551229476928711,
        "grad_min_sv": 8.927438248373943e-09,
        "grad_condition": 22037340.73214477,
        "lr": 0.000345491502812526,
        "time_sec": 66.69833588600159
      },
      {
        "epoch": 91,
        "train_loss": 3.068959038543701,
        "train_acc": 0.23882,
        "test_loss": 8.130451618957519,
        "test_acc": 0.0246,
        "lyapunov": null,
        "grad_norm": 0.4906750851127587,
        "grad_max_sv": 0.15804662480950354,
        "grad_min_sv": 8.945024668194357e-09,
        "grad_condition": 20238836.161220632,
        "lr": 0.0003355666766307081,
        "time_sec": 66.82877826690674
      },
      {
        "epoch": 92,
        "train_loss": 3.0708934452819823,
        "train_acc": 0.23938,
        "test_loss": 7.4464682083129885,
        "test_acc": 0.0273,
        "lyapunov": null,
        "grad_norm": 0.49334078113347807,
        "grad_max_sv": 0.16077993027865886,
        "grad_min_sv": 9.145524822347373e-09,
        "grad_condition": 187037203.19992697,
        "lr": 0.00032571397633909225,
        "time_sec": 66.74011158943176
      },
      {
        "epoch": 93,
        "train_loss": 3.0600284594726563,
        "train_acc": 0.24034,
        "test_loss": 7.877293493652344,
        "test_acc": 0.024,
        "lyapunov": null,
        "grad_norm": 0.4935640341843895,
        "grad_max_sv": 0.1569301776587963,
        "grad_min_sv": 9.054515949513675e-09,
        "grad_condition": 27829600.056863032,
        "lr": 0.00031593772365766094,
        "time_sec": 66.81489491462708
      },
      {
        "epoch": 94,
        "train_loss": 3.051695512161255,
        "train_acc": 0.23988,
        "test_loss": 7.893620376586914,
        "test_acc": 0.026,
        "lyapunov": null,
        "grad_norm": 0.49337091451194337,
        "grad_max_sv": 0.15855305679142476,
        "grad_min_sv": 8.944794831905467e-09,
        "grad_condition": 38859308.23023894,
        "lr": 0.0003062422067739483,
        "time_sec": 66.7299313545227
      },
      {
        "epoch": 95,
        "train_loss": 3.0489727338409423,
        "train_acc": 0.2417,
        "test_loss": 8.291682899475097,
        "test_acc": 0.0277,
        "lyapunov": null,
        "grad_norm": 0.49538404769918437,
        "grad_max_sv": 0.1582469828426838,
        "grad_min_sv": 8.944870299315566e-09,
        "grad_condition": 46091432.107807726,
        "lr": 0.00029663167846209965,
        "time_sec": 66.69549345970154
      },
      {
        "epoch": 96,
        "train_loss": 3.0484196520233153,
        "train_acc": 0.243,
        "test_loss": 7.872291290283203,
        "test_acc": 0.0265,
        "lyapunov": null,
        "grad_norm": 0.49220383248292715,
        "grad_max_sv": 0.15892123989760876,
        "grad_min_sv": 9.01737370051503e-09,
        "grad_condition": 21302011.98175659,
        "lr": 0.00028711035421746345,
        "time_sec": 66.71452689170837
      },
      {
        "epoch": 97,
        "train_loss": 3.037676093826294,
        "train_acc": 0.246,
        "test_loss": 7.654231861877442,
        "test_acc": 0.0293,
        "lyapunov": null,
        "grad_norm": 0.49508860986225445,
        "grad_max_sv": 0.15910031460225582,
        "grad_min_sv": 9.107966224752503e-09,
        "grad_condition": 219510223.0929153,
        "lr": 0.00027768241040753615,
        "time_sec": 66.68213939666748
      },
      {
        "epoch": 98,
        "train_loss": 3.0303984658813476,
        "train_acc": 0.2483,
        "test_loss": 7.705853749084473,
        "test_acc": 0.03,
        "lyapunov": null,
        "grad_norm": 0.4955532184661232,
        "grad_max_sv": 0.1598552517592907,
        "grad_min_sv": 9.178445775637201e-09,
        "grad_condition": 19678066.130865358,
        "lr": 0.00026835198244006903,
        "time_sec": 66.72349858283997
      },
      {
        "epoch": 99,
        "train_loss": 3.0224529089355467,
        "train_acc": 0.24928,
        "test_loss": 8.284590560913086,
        "test_acc": 0.0288,
        "lyapunov": null,
        "grad_norm": 0.49667728346438245,
        "grad_max_sv": 0.16261373981833457,
        "grad_min_sv": 9.261911344468631e-09,
        "grad_condition": 43957646.17011832,
        "lr": 0.0002591231629491421,
        "time_sec": 66.71236634254456
      },
      {
        "epoch": 100,
        "train_loss": 3.026221090545654,
        "train_acc": 0.24816,
        "test_loss": 8.147641947174073,
        "test_acc": 0.0283,
        "lyapunov": null,
        "grad_norm": 0.4973181888980844,
        "grad_max_sv": 0.161344700306654,
        "grad_min_sv": 9.093790653835754e-09,
        "grad_condition": 22073209.92013366,
        "lr": 0.0002499999999999997,
        "time_sec": 66.67841935157776
      },
      {
        "epoch": 101,
        "train_loss": 3.024826983642578,
        "train_acc": 0.24746,
        "test_loss": 8.172234124755859,
        "test_acc": 0.0299,
        "lyapunov": null,
        "grad_norm": 0.4987508334210676,
        "grad_max_sv": 0.1609908178448677,
        "grad_min_sv": 9.188273343563313e-09,
        "grad_condition": 29575100.287913345,
        "lr": 0.00024098649531343477,
        "time_sec": 66.66067171096802
      },
      {
        "epoch": 102,
        "train_loss": 3.00824671585083,
        "train_acc": 0.25088,
        "test_loss": 8.115251203918458,
        "test_acc": 0.0287,
        "lyapunov": null,
        "grad_norm": 0.49705452560220326,
        "grad_max_sv": 0.16128522865474224,
        "grad_min_sv": 9.071875566209197e-09,
        "grad_condition": 183987800.30718166,
        "lr": 0.0002320866025105016,
        "time_sec": 66.69079804420471
      },
      {
        "epoch": 103,
        "train_loss": 3.012382175140381,
        "train_acc": 0.2474,
        "test_loss": 7.876342864227295,
        "test_acc": 0.0358,
        "lyapunov": null,
        "grad_norm": 0.49759795132738194,
        "grad_max_sv": 0.15578284673392773,
        "grad_min_sv": 9.15119064692771e-09,
        "grad_condition": 20274304.806162156,
        "lr": 0.0002233042253783278,
        "time_sec": 66.68386912345886
      },
      {
        "epoch": 104,
        "train_loss": 2.999149740066528,
        "train_acc": 0.25194,
        "test_loss": 8.156604473876953,
        "test_acc": 0.0334,
        "lyapunov": null,
        "grad_norm": 0.4993865662081535,
        "grad_max_sv": 0.16031337156891823,
        "grad_min_sv": 9.130539890822575e-09,
        "grad_condition": 20692502.69173783,
        "lr": 0.000214643216157784,
        "time_sec": 66.76614332199097
      },
      {
        "epoch": 105,
        "train_loss": 2.993046808395386,
        "train_acc": 0.25322,
        "test_loss": 8.206476106262206,
        "test_acc": 0.0313,
        "lyapunov": null,
        "grad_norm": 0.49628166690763564,
        "grad_max_sv": 0.1620720062404871,
        "grad_min_sv": 9.0822705509086e-09,
        "grad_condition": 31802699.452992357,
        "lr": 0.00020610737385376332,
        "time_sec": 66.92790508270264
      },
      {
        "epoch": 106,
        "train_loss": 2.9957507374572754,
        "train_acc": 0.25204,
        "test_loss": 8.32369485168457,
        "test_acc": 0.0313,
        "lyapunov": null,
        "grad_norm": 0.499844986274271,
        "grad_max_sv": 0.15692994557321072,
        "grad_min_sv": 9.113036909119687e-09,
        "grad_condition": 37954326.83555563,
        "lr": 0.00019770044256881242,
        "time_sec": 66.69280505180359
      },
      {
        "epoch": 107,
        "train_loss": 2.986658691177368,
        "train_acc": 0.25358,
        "test_loss": 8.158060417938232,
        "test_acc": 0.0315,
        "lyapunov": null,
        "grad_norm": 0.5001001823423601,
        "grad_max_sv": 0.16076837331056595,
        "grad_min_sv": 9.191752022019718e-09,
        "grad_condition": 24107799.99388643,
        "lr": 0.0001894261098608447,
        "time_sec": 66.8065435886383
      },
      {
        "epoch": 108,
        "train_loss": 2.9821577393341063,
        "train_acc": 0.25654,
        "test_loss": 8.488254710388183,
        "test_acc": 0.0271,
        "lyapunov": null,
        "grad_norm": 0.502485476242763,
        "grad_max_sv": 0.1583723586052656,
        "grad_min_sv": 9.112645133618757e-09,
        "grad_condition": 75568130.83148949,
        "lr": 0.000181288005125655,
        "time_sec": 66.69794940948486
      },
      {
        "epoch": 109,
        "train_loss": 2.9782085455322265,
        "train_acc": 0.25542,
        "test_loss": 8.012923631286622,
        "test_acc": 0.0329,
        "lyapunov": null,
        "grad_norm": 0.4984903393296528,
        "grad_max_sv": 0.15951386988162994,
        "grad_min_sv": 9.13156463222542e-09,
        "grad_condition": 19541255.215787858,
        "lr": 0.0001732896980049473,
        "time_sec": 66.75459599494934
      },
      {
        "epoch": 110,
        "train_loss": 2.977617024688721,
        "train_acc": 0.25416,
        "test_loss": 7.927994426727295,
        "test_acc": 0.0312,
        "lyapunov": null,
        "grad_norm": 0.5009242415138291,
        "grad_max_sv": 0.15868730172514917,
        "grad_min_sv": 9.178975504675613e-09,
        "grad_condition": 20582427.94600161,
        "lr": 0.00016543469682057076,
        "time_sec": 66.69332385063171
      },
      {
        "epoch": 111,
        "train_loss": 2.9753467011260986,
        "train_acc": 0.25596,
        "test_loss": 8.319595712280274,
        "test_acc": 0.0307,
        "lyapunov": null,
        "grad_norm": 0.5005941372001506,
        "grad_max_sv": 0.16290293373167514,
        "grad_min_sv": 9.188780414337571e-09,
        "grad_condition": 58141904.50898675,
        "lr": 0.00015772644703565552,
        "time_sec": 66.67908811569214
      },
      {
        "epoch": 112,
        "train_loss": 2.964190831069946,
        "train_acc": 0.2586,
        "test_loss": 8.675558572387695,
        "test_acc": 0.0264,
        "lyapunov": null,
        "grad_norm": 0.49904161219237203,
        "grad_max_sv": 0.15657965913414956,
        "grad_min_sv": 9.138289626658274e-09,
        "grad_condition": 176788840.7312159,
        "lr": 0.00015016832974331713,
        "time_sec": 66.7088508605957
      },
      {
        "epoch": 113,
        "train_loss": 2.954090965118408,
        "train_acc": 0.26176,
        "test_loss": 8.300330653381348,
        "test_acc": 0.0295,
        "lyapunov": null,
        "grad_norm": 0.49993834308283913,
        "grad_max_sv": 0.16308558471500872,
        "grad_min_sv": 9.294466957188163e-09,
        "grad_condition": 21663432.51767642,
        "lr": 0.00014276366018359834,
        "time_sec": 66.69772529602051
      },
      {
        "epoch": 114,
        "train_loss": 2.963344728240967,
        "train_acc": 0.25764,
        "test_loss": 8.330418551635741,
        "test_acc": 0.0289,
        "lyapunov": null,
        "grad_norm": 0.5018230989792033,
        "grad_max_sv": 0.15932467840611936,
        "grad_min_sv": 9.236983548877032e-09,
        "grad_condition": 27736134.476570655,
        "lr": 0.00013551568628929425,
        "time_sec": 66.70325803756714
      },
      {
        "epoch": 115,
        "train_loss": 2.9565879733276366,
        "train_acc": 0.25964,
        "test_loss": 7.8575323272705075,
        "test_acc": 0.0326,
        "lyapunov": null,
        "grad_norm": 0.5008809900364136,
        "grad_max_sv": 0.1622266974300146,
        "grad_min_sv": 9.12305047895412e-09,
        "grad_condition": 30845128.19165374,
        "lr": 0.00012842758726130276,
        "time_sec": 66.68990015983582
      },
      {
        "epoch": 116,
        "train_loss": 2.9527316310119627,
        "train_acc": 0.25978,
        "test_loss": 8.399875411987304,
        "test_acc": 0.0331,
        "lyapunov": null,
        "grad_norm": 0.501442711033118,
        "grad_max_sv": 0.15974901132285596,
        "grad_min_sv": 9.164257287058719e-09,
        "grad_condition": 38992915.8072435,
        "lr": 0.0001215024721741218,
        "time_sec": 66.69366478919983
      },
      {
        "epoch": 117,
        "train_loss": 2.9503427956390382,
        "train_acc": 0.26032,
        "test_loss": 7.990305528259277,
        "test_acc": 0.0321,
        "lyapunov": null,
        "grad_norm": 0.503589536410986,
        "grad_max_sv": 0.16520196348428726,
        "grad_min_sv": 9.264067410072464e-09,
        "grad_condition": 83868622.08023986,
        "lr": 0.00011474337861210538,
        "time_sec": 66.72409868240356
      },
      {
        "epoch": 118,
        "train_loss": 2.9452951972961428,
        "train_acc": 0.26186,
        "test_loss": 8.147903689575195,
        "test_acc": 0.0314,
        "lyapunov": null,
        "grad_norm": 0.5033856715448645,
        "grad_max_sv": 0.16233305558562278,
        "grad_min_sv": 9.248901002012478e-09,
        "grad_condition": 25081711.234670334,
        "lr": 0.00010815327133708009,
        "time_sec": 66.7026617527008
      },
      {
        "epoch": 119,
        "train_loss": 2.941498958053589,
        "train_acc": 0.26368,
        "test_loss": 8.610751574707031,
        "test_acc": 0.029,
        "lyapunov": null,
        "grad_norm": 0.5024430434883491,
        "grad_max_sv": 0.1590784341096878,
        "grad_min_sv": 9.23304959987714e-09,
        "grad_condition": 20494387.45624064,
        "lr": 0.00010173504098790182,
        "time_sec": 66.76532936096191
      },
      {
        "epoch": 120,
        "train_loss": 2.935255004730225,
        "train_acc": 0.26242,
        "test_loss": 8.297263900756835,
        "test_acc": 0.0331,
        "lyapunov": null,
        "grad_norm": 0.5040302766957269,
        "grad_max_sv": 0.163528535887599,
        "grad_min_sv": 9.301190626032075e-09,
        "grad_condition": 28694382.488496322,
        "lr": 9.549150281252629e-05,
        "time_sec": 66.68135213851929
      },
      {
        "epoch": 121,
        "train_loss": 2.9364529040527345,
        "train_acc": 0.26432,
        "test_loss": 8.291862780761718,
        "test_acc": 0.032,
        "lyapunov": null,
        "grad_norm": 0.5046029560998396,
        "grad_max_sv": 0.15975070968270302,
        "grad_min_sv": 9.412849380496801e-09,
        "grad_condition": 19587449.45790067,
        "lr": 8.942539543314794e-05,
        "time_sec": 66.67216777801514
      },
      {
        "epoch": 122,
        "train_loss": 2.936676673126221,
        "train_acc": 0.26518,
        "test_loss": 8.499242510986328,
        "test_acc": 0.0304,
        "lyapunov": null,
        "grad_norm": 0.5047649009210087,
        "grad_max_sv": 0.16289451010525227,
        "grad_min_sv": 9.350050624370998e-09,
        "grad_condition": 55505776.29325993,
        "lr": 8.353937964495024e-05,
        "time_sec": 66.71731305122375
      },
      {
        "epoch": 123,
        "train_loss": 2.928475122909546,
        "train_acc": 0.26562,
        "test_loss": 8.177069671630859,
        "test_acc": 0.0342,
        "lyapunov": null,
        "grad_norm": 0.5048999761698001,
        "grad_max_sv": 0.15904909931123257,
        "grad_min_sv": 9.226389620364817e-09,
        "grad_condition": 25050377.05934065,
        "lr": 7.783603724899243e-05,
        "time_sec": 66.7349808216095
      },
      {
        "epoch": 124,
        "train_loss": 2.931030046463013,
        "train_acc": 0.2641,
        "test_loss": 8.353331985473632,
        "test_acc": 0.031,
        "lyapunov": null,
        "grad_norm": 0.5023168097041694,
        "grad_max_sv": 0.162389824539423,
        "grad_min_sv": 9.286878636938223e-09,
        "grad_condition": 23152814.43828611,
        "lr": 7.231786991974666e-05,
        "time_sec": 66.72571802139282
      },
      {
        "epoch": 125,
        "train_loss": 2.9270871754455565,
        "train_acc": 0.26426,
        "test_loss": 8.401993353271484,
        "test_acc": 0.0306,
        "lyapunov": null,
        "grad_norm": 0.5049758798636186,
        "grad_max_sv": 0.16142708584666252,
        "grad_min_sv": 9.297885433801056e-09,
        "grad_condition": 19875141.174937833,
        "lr": 6.698729810778072e-05,
        "time_sec": 66.69990706443787
      },
      {
        "epoch": 126,
        "train_loss": 2.930443018951416,
        "train_acc": 0.26334,
        "test_loss": 8.037101096343994,
        "test_acc": 0.0338,
        "lyapunov": null,
        "grad_norm": 0.5046016651861616,
        "grad_max_sv": 0.16035589538514614,
        "grad_min_sv": 9.240497411688865e-09,
        "grad_condition": 28125977.648946952,
        "lr": 6.184665997806817e-05,
        "time_sec": 67.14951395988464
      },
      {
        "epoch": 127,
        "train_loss": 2.920647982254028,
        "train_acc": 0.26692,
        "test_loss": 8.046730439758301,
        "test_acc": 0.0324,
        "lyapunov": null,
        "grad_norm": 0.5049604973588052,
        "grad_max_sv": 0.16098853275179864,
        "grad_min_sv": 9.3294794306642e-09,
        "grad_condition": 20407197.848863874,
        "lr": 5.6898210384392595e-05,
        "time_sec": 66.7223470211029
      },
      {
        "epoch": 128,
        "train_loss": 2.9174925131988525,
        "train_acc": 0.2684,
        "test_loss": 8.320220652770995,
        "test_acc": 0.0303,
        "lyapunov": null,
        "grad_norm": 0.5053571563299065,
        "grad_max_sv": 0.1587530255317688,
        "grad_min_sv": 9.217601072697424e-09,
        "grad_condition": 27425905.55975602,
        "lr": 5.214411988029363e-05,
        "time_sec": 66.72726678848267
      },
      {
        "epoch": 129,
        "train_loss": 2.912207716064453,
        "train_acc": 0.26822,
        "test_loss": 8.340176411437989,
        "test_acc": 0.0329,
        "lyapunov": null,
        "grad_norm": 0.5070723294876998,
        "grad_max_sv": 0.16541431248188018,
        "grad_min_sv": 9.451083940459348e-09,
        "grad_condition": 20567354.357769065,
        "lr": 4.7586473766990294e-05,
        "time_sec": 66.71740126609802
      },
      {
        "epoch": 130,
        "train_loss": 2.9202334938049317,
        "train_acc": 0.2674,
        "test_loss": 8.199926257324218,
        "test_acc": 0.0327,
        "lyapunov": null,
        "grad_norm": 0.5048916415346303,
        "grad_max_sv": 0.15801323913037776,
        "grad_min_sv": 9.219233110258073e-09,
        "grad_condition": 19376960.764617294,
        "lr": 4.32272711786996e-05,
        "time_sec": 66.70238876342773
      },
      {
        "epoch": 131,
        "train_loss": 2.9117065854644775,
        "train_acc": 0.27042,
        "test_loss": 8.4127576171875,
        "test_acc": 0.03,
        "lyapunov": null,
        "grad_norm": 0.5046808443683461,
        "grad_max_sv": 0.15953834764659405,
        "grad_min_sv": 9.310256252059723e-09,
        "grad_condition": 21439898.88764466,
        "lr": 3.906842420574966e-05,
        "time_sec": 66.70873999595642
      },
      {
        "epoch": 132,
        "train_loss": 2.910150853881836,
        "train_acc": 0.26928,
        "test_loss": 8.432557550048829,
        "test_acc": 0.029,
        "lyapunov": null,
        "grad_norm": 0.5068478509780873,
        "grad_max_sv": 0.1597142592072487,
        "grad_min_sv": 9.218466880817066e-09,
        "grad_condition": 51315275.56326776,
        "lr": 3.5111757055874305e-05,
        "time_sec": 66.67959189414978
      },
      {
        "epoch": 133,
        "train_loss": 2.913581671066284,
        "train_acc": 0.26686,
        "test_loss": 8.2192110748291,
        "test_acc": 0.0342,
        "lyapunov": null,
        "grad_norm": 0.5053193098572983,
        "grad_max_sv": 0.15978670455515384,
        "grad_min_sv": 9.38243127635019e-09,
        "grad_condition": 22892063.67804382,
        "lr": 3.1359005254054254e-05,
        "time_sec": 66.68708491325378
      },
      {
        "epoch": 134,
        "train_loss": 2.9081906867980956,
        "train_acc": 0.26852,
        "test_loss": 8.766140046691895,
        "test_acc": 0.0299,
        "lyapunov": null,
        "grad_norm": 0.5038449350705952,
        "grad_max_sv": 0.15981822535395623,
        "grad_min_sv": 9.258106009601974e-09,
        "grad_condition": 23090442.640830033,
        "lr": 2.7811814881259484e-05,
        "time_sec": 66.70866632461548
      },
      {
        "epoch": 135,
        "train_loss": 2.910741279144287,
        "train_acc": 0.26908,
        "test_loss": 8.568949060058594,
        "test_acc": 0.0305,
        "lyapunov": null,
        "grad_norm": 0.5060252593926529,
        "grad_max_sv": 0.16062484085559844,
        "grad_min_sv": 9.328420333409859e-09,
        "grad_condition": 20022211.16398121,
        "lr": 2.4471741852423218e-05,
        "time_sec": 66.7052571773529
      },
      {
        "epoch": 136,
        "train_loss": 2.904768952407837,
        "train_acc": 0.26876,
        "test_loss": 8.586251429748534,
        "test_acc": 0.0286,
        "lyapunov": null,
        "grad_norm": 0.5057054893343615,
        "grad_max_sv": 0.16051347628235818,
        "grad_min_sv": 9.250093449542085e-09,
        "grad_condition": 19758794.64532106,
        "lr": 2.1340251233966362e-05,
        "time_sec": 66.70623755455017
      },
      {
        "epoch": 137,
        "train_loss": 2.899753532714844,
        "train_acc": 0.2719,
        "test_loss": 8.500251341247559,
        "test_acc": 0.0306,
        "lyapunov": null,
        "grad_norm": 0.504993553912477,
        "grad_max_sv": 0.1628888875246048,
        "grad_min_sv": 9.47467431733351e-09,
        "grad_condition": 23562830.437205564,
        "lr": 1.8418716601170932e-05,
        "time_sec": 66.70105028152466
      },
      {
        "epoch": 138,
        "train_loss": 2.903391772613525,
        "train_acc": 0.26772,
        "test_loss": 8.47085325012207,
        "test_acc": 0.0328,
        "lyapunov": null,
        "grad_norm": 0.5045632679546488,
        "grad_max_sv": 0.158877120167017,
        "grad_min_sv": 9.315059612546861e-09,
        "grad_condition": 21175946.281570215,
        "lr": 1.570841943568445e-05,
        "time_sec": 66.6920268535614
      },
      {
        "epoch": 139,
        "train_loss": 2.902729499740601,
        "train_acc": 0.27098,
        "test_loss": 8.424858071136475,
        "test_acc": 0.0315,
        "lyapunov": null,
        "grad_norm": 0.5057203739338342,
        "grad_max_sv": 0.16270199753344058,
        "grad_min_sv": 9.42042569042467e-09,
        "grad_condition": 3524579699.0758705,
        "lr": 1.3210548563419845e-05,
        "time_sec": 66.71372246742249
      },
      {
        "epoch": 140,
        "train_loss": 2.906615010299683,
        "train_acc": 0.2691,
        "test_loss": 8.602820767211915,
        "test_acc": 0.03,
        "lyapunov": null,
        "grad_norm": 0.5062145592542612,
        "grad_max_sv": 0.16128202974796296,
        "grad_min_sv": 9.31656084814103e-09,
        "grad_condition": 91607684.02825375,
        "lr": 1.0926199633097203e-05,
        "time_sec": 66.70090675354004
      },
      {
        "epoch": 141,
        "train_loss": 2.9058460761260987,
        "train_acc": 0.26978,
        "test_loss": 8.383630235290527,
        "test_acc": 0.0304,
        "lyapunov": null,
        "grad_norm": 0.5058119945694454,
        "grad_max_sv": 0.1625796493142843,
        "grad_min_sv": 9.312921286919184e-09,
        "grad_condition": 20916832.67992229,
        "lr": 8.856374635655688e-06,
        "time_sec": 66.7032151222229
      },
      {
        "epoch": 142,
        "train_loss": 2.901709259185791,
        "train_acc": 0.27014,
        "test_loss": 8.529939315795898,
        "test_acc": 0.0279,
        "lyapunov": null,
        "grad_norm": 0.50529937487535,
        "grad_max_sv": 0.16269058287143706,
        "grad_min_sv": 9.338738224395903e-09,
        "grad_condition": 21214498.9394589,
        "lr": 7.001981464747503e-06,
        "time_sec": 66.72001433372498
      },
      {
        "epoch": 143,
        "train_loss": 2.9003410097503664,
        "train_acc": 0.26956,
        "test_loss": 8.474568194580078,
        "test_acc": 0.0308,
        "lyapunov": null,
        "grad_norm": 0.5059546395273652,
        "grad_max_sv": 0.16158490478992463,
        "grad_min_sv": 9.306980860990244e-09,
        "grad_condition": 26379170.2127072,
        "lr": 5.3638335185058295e-06,
        "time_sec": 66.71419501304626
      },
      {
        "epoch": 144,
        "train_loss": 2.900580298156738,
        "train_acc": 0.27204,
        "test_loss": 8.518251318359376,
        "test_acc": 0.0304,
        "lyapunov": null,
        "grad_norm": 0.5064412723494297,
        "grad_max_sv": 0.16376300603151323,
        "grad_min_sv": 9.383655452666063e-09,
        "grad_condition": 20476900.61761298,
        "lr": 3.942649342761114e-06,
        "time_sec": 66.69701147079468
      },
      {
        "epoch": 145,
        "train_loss": 2.9021220780181887,
        "train_acc": 0.27056,
        "test_loss": 8.362188708496094,
        "test_acc": 0.0328,
        "lyapunov": null,
        "grad_norm": 0.5070330634175128,
        "grad_max_sv": 0.1640974970534444,
        "grad_min_sv": 9.447458995670566e-09,
        "grad_condition": 19525333.626517944,
        "lr": 2.7390523158633524e-06,
        "time_sec": 67.06064939498901
      },
      {
        "epoch": 146,
        "train_loss": 2.9056922393035887,
        "train_acc": 0.26996,
        "test_loss": 8.198326219177247,
        "test_acc": 0.0315,
        "lyapunov": null,
        "grad_norm": 0.5052726916497198,
        "grad_max_sv": 0.1608945619314909,
        "grad_min_sv": 9.247097532832926e-09,
        "grad_condition": 30881517.504121702,
        "lr": 1.7535703752478133e-06,
        "time_sec": 66.83930277824402
      },
      {
        "epoch": 147,
        "train_loss": 2.9056436912536623,
        "train_acc": 0.27088,
        "test_loss": 8.528380426025391,
        "test_acc": 0.029,
        "lyapunov": null,
        "grad_norm": 0.506185959212811,
        "grad_max_sv": 0.1588722374290228,
        "grad_min_sv": 9.394264763318283e-09,
        "grad_condition": 20675797.94461853,
        "lr": 9.866357858642196e-07,
        "time_sec": 66.72091388702393
      },
      {
        "epoch": 148,
        "train_loss": 2.8992470669555663,
        "train_acc": 0.27248,
        "test_loss": 8.531358058166504,
        "test_acc": 0.0283,
        "lyapunov": null,
        "grad_norm": 0.5065504938383886,
        "grad_max_sv": 0.16413835100829602,
        "grad_min_sv": 9.337682073222442e-09,
        "grad_condition": 78330146.63114226,
        "lr": 4.38584950570808e-07,
        "time_sec": 66.73046231269836
      },
      {
        "epoch": 149,
        "train_loss": 2.9046918795013426,
        "train_acc": 0.26942,
        "test_loss": 8.69618356628418,
        "test_acc": 0.0302,
        "lyapunov": null,
        "grad_norm": 0.5057233580127345,
        "grad_max_sv": 0.16292193159461021,
        "grad_min_sv": 9.351353436048982e-09,
        "grad_condition": 19471249.74441474,
        "lr": 1.096582625772501e-07,
        "time_sec": 66.730135679245
      },
      {
        "epoch": 150,
        "train_loss": 2.904742412261963,
        "train_acc": 0.2691,
        "test_loss": 8.56440517730713,
        "test_acc": 0.0303,
        "lyapunov": null,
        "grad_norm": 0.506527150487024,
        "grad_max_sv": 0.16403611674904822,
        "grad_min_sv": 9.31519477109788e-09,
        "grad_condition": 20813101.77306552,
        "lr": 0.0,
        "time_sec": 66.77998113632202
      }
    ]
  },
  "lyapunov": {
    "4": [
      {
        "epoch": 1,
        "train_loss": 4.385416869049072,
        "train_acc": 0.09238,
        "test_loss": 3.76526393661499,
        "test_acc": 0.1561,
        "lyapunov": 2.248025039882611,
        "grad_norm": 6.278186010639677,
        "grad_max_sv": 4.849219900369644,
        "grad_min_sv": 1.1319616959326595e-07,
        "grad_condition": 56141122.1011496,
        "lr": 0.0009998903417374227,
        "time_sec": 41.7864191532135
      },
      {
        "epoch": 2,
        "train_loss": 3.6485818179321288,
        "train_acc": 0.16322,
        "test_loss": 3.3687725090026857,
        "test_acc": 0.2122,
        "lyapunov": 2.118248250783252,
        "grad_norm": 4.443263102278264,
        "grad_max_sv": 3.2507266819477083,
        "grad_min_sv": 8.233919142064395e-08,
        "grad_condition": 322584578.8706892,
        "lr": 0.0009995614150494292,
        "time_sec": 41.66770076751709
      },
      {
        "epoch": 3,
        "train_loss": 3.328380308380127,
        "train_acc": 0.20764,
        "test_loss": 3.374305525970459,
        "test_acc": 0.2055,
        "lyapunov": 1.9997802164853382,
        "grad_norm": 3.3578148542704875,
        "grad_max_sv": 2.267174106836319,
        "grad_min_sv": 6.252581136179103e-08,
        "grad_condition": 45047259.18741469,
        "lr": 0.0009990133642141358,
        "time_sec": 41.67004632949829
      },
      {
        "epoch": 4,
        "train_loss": 3.2626986949920656,
        "train_acc": 0.2146,
        "test_loss": 4.6115389114379886,
        "test_acc": 0.0743,
        "lyapunov": 1.77669187945783,
        "grad_norm": 2.671171954416308,
        "grad_max_sv": 1.6475970447063446,
        "grad_min_sv": 4.904231385438607e-08,
        "grad_condition": 37237118.01849495,
        "lr": 0.0009982464296247522,
        "time_sec": 41.662524461746216
      },
      {
        "epoch": 5,
        "train_loss": 3.2418214219665527,
        "train_acc": 0.21486,
        "test_loss": 6.85950913848877,
        "test_acc": 0.0383,
        "lyapunov": 1.577696952063714,
        "grad_norm": 2.24297056171998,
        "grad_max_sv": 1.3573209017515182,
        "grad_min_sv": 4.2056884189123346e-08,
        "grad_condition": 57071857.62248597,
        "lr": 0.0009972609476841367,
        "time_sec": 41.65110445022583
      },
      {
        "epoch": 6,
        "train_loss": 3.1473428995513917,
        "train_acc": 0.2334,
        "test_loss": 8.817106538391114,
        "test_acc": 0.0334,
        "lyapunov": 1.522594060739288,
        "grad_norm": 2.0255024337601077,
        "grad_max_sv": 1.1387103602290154,
        "grad_min_sv": 3.8490053089201837e-08,
        "grad_condition": 35218561.7694581,
        "lr": 0.000996057350657239,
        "time_sec": 41.70460891723633
      },
      {
        "epoch": 7,
        "train_loss": 3.0554499784851075,
        "train_acc": 0.25108,
        "test_loss": 10.19464548034668,
        "test_acc": 0.0214,
        "lyapunov": 1.498324869538817,
        "grad_norm": 1.8452595544017367,
        "grad_max_sv": 0.9877568006515502,
        "grad_min_sv": 3.479785576354644e-08,
        "grad_condition": 35325972.864356965,
        "lr": 0.000994636166481494,
        "time_sec": 41.68277025222778
      },
      {
        "epoch": 8,
        "train_loss": 2.9779827911376953,
        "train_acc": 0.26282,
        "test_loss": 11.777064636230469,
        "test_acc": 0.0217,
        "lyapunov": 1.4917038487046577,
        "grad_norm": 1.7112589099882383,
        "grad_max_sv": 0.9115550458431244,
        "grad_min_sv": 3.2246774489541605e-08,
        "grad_condition": 35535466.61101306,
        "lr": 0.0009929980185352525,
        "time_sec": 41.73534274101257
      },
      {
        "epoch": 9,
        "train_loss": 2.9365650801086427,
        "train_acc": 0.27382,
        "test_loss": 11.0659416595459,
        "test_acc": 0.0285,
        "lyapunov": 1.4870752608379745,
        "grad_norm": 1.6385351402723778,
        "grad_max_sv": 0.8621709123253822,
        "grad_min_sv": 3.1201993953844376e-08,
        "grad_condition": 65261212.14923034,
        "lr": 0.0009911436253643444,
        "time_sec": 41.677772760391235
      },
      {
        "epoch": 10,
        "train_loss": 2.8763271882629393,
        "train_acc": 0.28468,
        "test_loss": 12.026495361328125,
        "test_acc": 0.0238,
        "lyapunov": 1.483278246486888,
        "grad_norm": 1.529513425384814,
        "grad_max_sv": 0.7616375535726547,
        "grad_min_sv": 2.9233747178558646e-08,
        "grad_condition": 32138717.187251367,
        "lr": 0.0009890738003669028,
        "time_sec": 41.68400001525879
      },
      {
        "epoch": 11,
        "train_loss": 2.8316531258392335,
        "train_acc": 0.29512,
        "test_loss": 13.11057151184082,
        "test_acc": 0.0192,
        "lyapunov": 1.490352714153202,
        "grad_norm": 1.4498581032880438,
        "grad_max_sv": 0.7242703467607499,
        "grad_min_sv": 2.7478494810107e-08,
        "grad_condition": 41454194.81325731,
        "lr": 0.00098678945143658,
        "time_sec": 41.70621085166931
      },
      {
        "epoch": 12,
        "train_loss": 2.799339100418091,
        "train_acc": 0.29892,
        "test_loss": 7.575371592712402,
        "test_acc": 0.0262,
        "lyapunov": 1.4981255997782168,
        "grad_norm": 1.363013693713406,
        "grad_max_sv": 0.6757008329033851,
        "grad_min_sv": 2.5993861326942257e-08,
        "grad_condition": 160871874.0058652,
        "lr": 0.0009842915805643154,
        "time_sec": 41.677626609802246
      },
      {
        "epoch": 13,
        "train_loss": 2.7616972874450685,
        "train_acc": 0.30544,
        "test_loss": 10.457825009155274,
        "test_acc": 0.0149,
        "lyapunov": 1.5049866004977994,
        "grad_norm": 1.3009395680954525,
        "grad_max_sv": 0.6281382858753204,
        "grad_min_sv": 2.4570545004154454e-08,
        "grad_condition": 36433287.73809738,
        "lr": 0.000981581283398829,
        "time_sec": 41.678059816360474
      },
      {
        "epoch": 14,
        "train_loss": 2.7419771829223634,
        "train_acc": 0.31176,
        "test_loss": 6.96602774734497,
        "test_acc": 0.0273,
        "lyapunov": 1.5126411487989109,
        "grad_norm": 1.2428065154077472,
        "grad_max_sv": 0.6042070008814335,
        "grad_min_sv": 2.367223045363076e-08,
        "grad_condition": 28155768.001448244,
        "lr": 0.0009786597487660333,
        "time_sec": 41.6808295249939
      },
      {
        "epoch": 15,
        "train_loss": 2.6940654248809817,
        "train_acc": 0.32072,
        "test_loss": 8.578126625061035,
        "test_acc": 0.0227,
        "lyapunov": 1.5099453883402794,
        "grad_norm": 1.2169506496641136,
        "grad_max_sv": 0.5779954038560391,
        "grad_min_sv": 2.2935282436783998e-08,
        "grad_condition": 268648302.11607826,
        "lr": 0.0009755282581475766,
        "time_sec": 41.68640756607056
      },
      {
        "epoch": 16,
        "train_loss": 2.6707639625549318,
        "train_acc": 0.32688,
        "test_loss": 8.14136336288452,
        "test_acc": 0.018,
        "lyapunov": 1.5205869574071196,
        "grad_norm": 1.180524231835774,
        "grad_max_sv": 0.5504504255950451,
        "grad_min_sv": 2.2226173457262632e-08,
        "grad_condition": 33744566.308580026,
        "lr": 0.0009721881851187403,
        "time_sec": 41.68173384666443
      },
      {
        "epoch": 17,
        "train_loss": 2.6515627406311033,
        "train_acc": 0.32992,
        "test_loss": 8.464934133911132,
        "test_acc": 0.017,
        "lyapunov": 1.5374923237144489,
        "grad_norm": 1.140051503610018,
        "grad_max_sv": 0.5274666294455528,
        "grad_min_sv": 2.1756941515072015e-08,
        "grad_condition": 34749184.683609106,
        "lr": 0.0009686409947459456,
        "time_sec": 41.707985401153564
      },
      {
        "epoch": 18,
        "train_loss": 2.6277094244384767,
        "train_acc": 0.33546,
        "test_loss": 8.285575199890136,
        "test_acc": 0.0127,
        "lyapunov": 1.5355821253393618,
        "grad_norm": 1.117208726103555,
        "grad_max_sv": 0.5191602148115635,
        "grad_min_sv": 2.1151740331459834e-08,
        "grad_condition": 39519340.90094157,
        "lr": 0.0009648882429441254,
        "time_sec": 41.662739515304565
      },
      {
        "epoch": 19,
        "train_loss": 2.607321646118164,
        "train_acc": 0.34158,
        "test_loss": 8.017330313110351,
        "test_acc": 0.0171,
        "lyapunov": 1.552301183076161,
        "grad_norm": 1.0897405882008309,
        "grad_max_sv": 0.5023482128977775,
        "grad_min_sv": 2.064225344128312e-08,
        "grad_condition": 48287017.10977797,
        "lr": 0.00096093157579425,
        "time_sec": 41.693289041519165
      },
      {
        "epoch": 20,
        "train_loss": 2.5911361766052248,
        "train_acc": 0.34448,
        "test_loss": 6.698405216979981,
        "test_acc": 0.0142,
        "lyapunov": 1.5602374622583999,
        "grad_norm": 1.065027082262344,
        "grad_max_sv": 0.4803482659161091,
        "grad_min_sv": 2.0105638209866328e-08,
        "grad_condition": 53496143.92804453,
        "lr": 0.0009567727288213001,
        "time_sec": 41.69337177276611
      },
      {
        "epoch": 21,
        "train_loss": 2.581589804840088,
        "train_acc": 0.34626,
        "test_loss": 6.832892972564697,
        "test_acc": 0.01,
        "lyapunov": 1.5771442057226626,
        "grad_norm": 1.0439470300070743,
        "grad_max_sv": 0.4716391734778881,
        "grad_min_sv": 1.994593953336121e-08,
        "grad_condition": 29150078.74753332,
        "lr": 0.0009524135262330095,
        "time_sec": 41.680705308914185
      },
      {
        "epoch": 22,
        "train_loss": 2.5651588928222657,
        "train_acc": 0.34914,
        "test_loss": 9.158645959472656,
        "test_acc": 0.01,
        "lyapunov": 1.58292500716646,
        "grad_norm": 1.02635920685996,
        "grad_max_sv": 0.45573277324438094,
        "grad_min_sv": 1.9168616865322673e-08,
        "grad_condition": 70923838.75523397,
        "lr": 0.0009478558801197061,
        "time_sec": 41.669551849365234
      },
      {
        "epoch": 23,
        "train_loss": 2.5523301736450197,
        "train_acc": 0.3523,
        "test_loss": 8.809644000244141,
        "test_acc": 0.01,
        "lyapunov": 1.5998260813295995,
        "grad_norm": 1.0017883748688885,
        "grad_max_sv": 0.44832063987851145,
        "grad_min_sv": 1.9039649867824692e-08,
        "grad_condition": 27413330.740021694,
        "lr": 0.000943101789615607,
        "time_sec": 41.67731857299805
      },
      {
        "epoch": 24,
        "train_loss": 2.540596002731323,
        "train_acc": 0.35496,
        "test_loss": 9.603093579101563,
        "test_acc": 0.01,
        "lyapunov": 1.608014219557233,
        "grad_norm": 0.9892621492137654,
        "grad_max_sv": 0.4301694191992283,
        "grad_min_sv": 1.8367088082393846e-08,
        "grad_condition": 81196052.16569169,
        "lr": 0.0009381533400219313,
        "time_sec": 41.676315784454346
      },
      {
        "epoch": 25,
        "train_loss": 2.5427046757507323,
        "train_acc": 0.35626,
        "test_loss": 6.377327036285401,
        "test_acc": 0.0121,
        "lyapunov": 1.617281358870094,
        "grad_norm": 0.9690834006908926,
        "grad_max_sv": 0.4215060040354729,
        "grad_min_sv": 1.847692875367457e-08,
        "grad_condition": 26969157.744863987,
        "lr": 0.0009330127018922189,
        "time_sec": 41.6710147857666
      },
      {
        "epoch": 26,
        "train_loss": 2.5659257014465333,
        "train_acc": 0.35094,
        "test_loss": 7.642009206390381,
        "test_acc": 0.01,
        "lyapunov": 1.6466610379841016,
        "grad_norm": 0.9589858174241993,
        "grad_max_sv": 0.4141293965280056,
        "grad_min_sv": 1.7795701028403e-08,
        "grad_condition": 100155427.75409335,
        "lr": 0.000927682130080253,
        "time_sec": 41.67351698875427
      },
      {
        "epoch": 27,
        "train_loss": 2.5872419680023193,
        "train_acc": 0.3491,
        "test_loss": 6.126792880249023,
        "test_acc": 0.01,
        "lyapunov": 1.655874063596701,
        "grad_norm": 0.9488520314828451,
        "grad_max_sv": 0.4167667210102081,
        "grad_min_sv": 1.7755209749670265e-08,
        "grad_condition": 36482939.06456544,
        "lr": 0.0009221639627510072,
        "time_sec": 41.6674382686615
      },
      {
        "epoch": 28,
        "train_loss": 2.6444351440429688,
        "train_acc": 0.33624,
        "test_loss": 6.9149939208984375,
        "test_acc": 0.0101,
        "lyapunov": 1.642535175203972,
        "grad_norm": 0.9303399228093118,
        "grad_max_sv": 0.39700465872883794,
        "grad_min_sv": 1.7362861481906577e-08,
        "grad_condition": 35927282.240080185,
        "lr": 0.0009164606203550494,
        "time_sec": 41.694759130477905
      },
      {
        "epoch": 29,
        "train_loss": 2.5599649453735354,
        "train_acc": 0.35268,
        "test_loss": 7.456900106048584,
        "test_acc": 0.0106,
        "lyapunov": 1.640105134690814,
        "grad_norm": 0.9138541555575717,
        "grad_max_sv": 0.40499070957303046,
        "grad_min_sv": 1.741128121124369e-08,
        "grad_condition": 28008235.387952596,
        "lr": 0.0009105746045668516,
        "time_sec": 41.669721841812134
      },
      {
        "epoch": 30,
        "train_loss": 2.587169426727295,
        "train_acc": 0.34752,
        "test_loss": 7.112287390899658,
        "test_acc": 0.0119,
        "lyapunov": 1.679136826254218,
        "grad_norm": 0.9055855274318034,
        "grad_max_sv": 0.38519148603081704,
        "grad_min_sv": 1.6915865576859478e-08,
        "grad_condition": 154040606.17291743,
        "lr": 0.0009045084971874733,
        "time_sec": 41.68705892562866
      },
      {
        "epoch": 31,
        "train_loss": 2.5624461259460447,
        "train_acc": 0.35596,
        "test_loss": 7.3813514785766605,
        "test_acc": 0.0124,
        "lyapunov": 1.6608827205570154,
        "grad_norm": 0.887369695582494,
        "grad_max_sv": 0.37692187577486036,
        "grad_min_sv": 1.6459350740682942e-08,
        "grad_condition": 31475690.866420962,
        "lr": 0.0008982649590120977,
        "time_sec": 41.673012495040894
      },
      {
        "epoch": 32,
        "train_loss": 2.551432417373657,
        "train_acc": 0.35684,
        "test_loss": 6.42604938659668,
        "test_acc": 0.0121,
        "lyapunov": 1.6469347565375325,
        "grad_norm": 0.8746022274317357,
        "grad_max_sv": 0.3701463647186756,
        "grad_min_sv": 1.6476226111922233e-08,
        "grad_condition": 52317458.10447326,
        "lr": 0.0008918467286629196,
        "time_sec": 41.66220784187317
      },
      {
        "epoch": 33,
        "train_loss": 2.5348674264526365,
        "train_acc": 0.35962,
        "test_loss": 5.573617294311523,
        "test_acc": 0.0241,
        "lyapunov": 1.6317134284607284,
        "grad_norm": 0.8557656352746138,
        "grad_max_sv": 0.3519837222993374,
        "grad_min_sv": 1.6144081904645446e-08,
        "grad_condition": 26756099.798511714,
        "lr": 0.0008852566213878943,
        "time_sec": 41.66625261306763
      },
      {
        "epoch": 34,
        "train_loss": 2.5518150065612795,
        "train_acc": 0.3554,
        "test_loss": 7.073295845794678,
        "test_acc": 0.0148,
        "lyapunov": 1.649389718804518,
        "grad_norm": 0.8523798964772112,
        "grad_max_sv": 0.35057583153247834,
        "grad_min_sv": 1.5881563142361442e-08,
        "grad_condition": 28695640.9756914,
        "lr": 0.000878497527825878,
        "time_sec": 41.682754039764404
      },
      {
        "epoch": 35,
        "train_loss": 2.4595030923461914,
        "train_acc": 0.37624,
        "test_loss": 6.594732564544678,
        "test_acc": 0.0135,
        "lyapunov": 1.6497014946949757,
        "grad_norm": 0.8413194934076474,
        "grad_max_sv": 0.3433509707450867,
        "grad_min_sv": 1.5582725373941564e-08,
        "grad_condition": 32812761.595985997,
        "lr": 0.000871572412738697,
        "time_sec": 41.66791009902954
      },
      {
        "epoch": 36,
        "train_loss": 2.4551396466827393,
        "train_acc": 0.37628,
        "test_loss": 8.253561260986329,
        "test_acc": 0.0118,
        "lyapunov": 1.641755030892999,
        "grad_norm": 0.843485970719339,
        "grad_max_sv": 0.35417381674051285,
        "grad_min_sv": 1.5807648856558387e-08,
        "grad_condition": 26531326.086508345,
        "lr": 0.0008644843137107055,
        "time_sec": 41.667187213897705
      },
      {
        "epoch": 37,
        "train_loss": 2.4310810439300536,
        "train_acc": 0.37952,
        "test_loss": 6.83057543182373,
        "test_acc": 0.0102,
        "lyapunov": 1.6440746006758318,
        "grad_norm": 0.835329787885881,
        "grad_max_sv": 0.34257676601409914,
        "grad_min_sv": 1.570942509132589e-08,
        "grad_condition": 39002769.53085541,
        "lr": 0.0008572363398164014,
        "time_sec": 41.83383345603943
      },
      {
        "epoch": 38,
        "train_loss": 2.3961087857055663,
        "train_acc": 0.38468,
        "test_loss": 8.535474667358399,
        "test_acc": 0.0125,
        "lyapunov": 1.6436351958443136,
        "grad_norm": 0.8290693986791846,
        "grad_max_sv": 0.3357673093676567,
        "grad_min_sv": 1.5592837618316757e-08,
        "grad_condition": 29777273.236415513,
        "lr": 0.0008498316702566826,
        "time_sec": 41.67509579658508
      },
      {
        "epoch": 39,
        "train_loss": 2.418079302215576,
        "train_acc": 0.38104,
        "test_loss": 8.728886996459961,
        "test_acc": 0.0138,
        "lyapunov": 1.6392356294500248,
        "grad_norm": 0.8215527161857048,
        "grad_max_sv": 0.33165409713983535,
        "grad_min_sv": 1.5307788804423682e-08,
        "grad_condition": 151642365.19854102,
        "lr": 0.0008422735529643442,
        "time_sec": 41.690041065216064
      },
      {
        "epoch": 40,
        "train_loss": 2.385871609649658,
        "train_acc": 0.38864,
        "test_loss": 7.529428874206543,
        "test_acc": 0.0132,
        "lyapunov": 1.6354777038554706,
        "grad_norm": 0.8200733881789374,
        "grad_max_sv": 0.3330301932990551,
        "grad_min_sv": 1.5384999157985745e-08,
        "grad_condition": 37189354.004172444,
        "lr": 0.0008345653031794289,
        "time_sec": 41.66628098487854
      },
      {
        "epoch": 41,
        "train_loss": 2.3330577777862547,
        "train_acc": 0.40102,
        "test_loss": 7.123234498596191,
        "test_acc": 0.0249,
        "lyapunov": 1.6323570756961012,
        "grad_norm": 0.8204860309316497,
        "grad_max_sv": 0.3341449283063412,
        "grad_min_sv": 1.5524073795208925e-08,
        "grad_condition": 51332515.62539954,
        "lr": 0.0008267103019950526,
        "time_sec": 41.658520460128784
      },
      {
        "epoch": 42,
        "train_loss": 2.3339556999969484,
        "train_acc": 0.39776,
        "test_loss": 7.333181537628174,
        "test_acc": 0.0185,
        "lyapunov": 1.6354230733783655,
        "grad_norm": 0.8120092023544444,
        "grad_max_sv": 0.32391806691884995,
        "grad_min_sv": 1.5330058230483833e-08,
        "grad_condition": 63172058.450652756,
        "lr": 0.0008187119948743447,
        "time_sec": 41.67036032676697
      },
      {
        "epoch": 43,
        "train_loss": 2.3197922330474854,
        "train_acc": 0.40358,
        "test_loss": 6.427054233551026,
        "test_acc": 0.0136,
        "lyapunov": 1.6421251245166943,
        "grad_norm": 0.8092554387074351,
        "grad_max_sv": 0.330906642973423,
        "grad_min_sv": 1.526612713464992e-08,
        "grad_condition": 26225823.13057729,
        "lr": 0.000810573890139155,
        "time_sec": 41.665225982666016
      },
      {
        "epoch": 44,
        "train_loss": 2.3195025100708007,
        "train_acc": 0.4033,
        "test_loss": 7.0808923698425295,
        "test_acc": 0.0118,
        "lyapunov": 1.656124430239353,
        "grad_norm": 0.8044803007377996,
        "grad_max_sv": 0.31877501383423806,
        "grad_min_sv": 1.485775653065069e-08,
        "grad_condition": 62435666.9732676,
        "lr": 0.0008022995574311873,
        "time_sec": 41.6713650226593
      },
      {
        "epoch": 45,
        "train_loss": 2.2802742100524904,
        "train_acc": 0.41386,
        "test_loss": 6.140260126495361,
        "test_acc": 0.0112,
        "lyapunov": 1.640040697649007,
        "grad_norm": 0.8004818224905164,
        "grad_max_sv": 0.31864383071660995,
        "grad_min_sv": 1.4937468863218672e-08,
        "grad_condition": 92954234.04941478,
        "lr": 0.0007938926261462363,
        "time_sec": 41.66809844970703
      },
      {
        "epoch": 46,
        "train_loss": 2.262954523010254,
        "train_acc": 0.414,
        "test_loss": 7.2938560546875,
        "test_acc": 0.0101,
        "lyapunov": 1.637706352316815,
        "grad_norm": 0.793081854121529,
        "grad_max_sv": 0.31840832754969595,
        "grad_min_sv": 1.496939308343048e-08,
        "grad_condition": 25865099.124858934,
        "lr": 0.0007853567838422158,
        "time_sec": 41.66623878479004
      },
      {
        "epoch": 47,
        "train_loss": 2.267263908538818,
        "train_acc": 0.41344,
        "test_loss": 6.906099589538575,
        "test_acc": 0.012,
        "lyapunov": 1.6311360786637992,
        "grad_norm": 0.797780329526112,
        "grad_max_sv": 0.31469214931130407,
        "grad_min_sv": 1.4971078365899616e-08,
        "grad_condition": 25611249.79088702,
        "lr": 0.0007766957746216719,
        "time_sec": 41.708776235580444
      },
      {
        "epoch": 48,
        "train_loss": 2.2475574452209472,
        "train_acc": 0.41852,
        "test_loss": 8.073319694519043,
        "test_acc": 0.0096,
        "lyapunov": 1.6334223103950092,
        "grad_norm": 0.7869763323374519,
        "grad_max_sv": 0.31651476472616197,
        "grad_min_sv": 1.4959556110527573e-08,
        "grad_condition": 24572781.086960234,
        "lr": 0.0007679133974894982,
        "time_sec": 41.682409048080444
      },
      {
        "epoch": 49,
        "train_loss": 2.2258160152435305,
        "train_acc": 0.42326,
        "test_loss": 7.22346753692627,
        "test_acc": 0.01,
        "lyapunov": 1.6582896377119567,
        "grad_norm": 0.7915396840627938,
        "grad_max_sv": 0.31868951208889484,
        "grad_min_sv": 1.4694817633553736e-08,
        "grad_condition": 37064015.276476786,
        "lr": 0.000759013504686565,
        "time_sec": 41.66550970077515
      },
      {
        "epoch": 50,
        "train_loss": 2.191147954711914,
        "train_acc": 0.43136,
        "test_loss": 7.067440712738037,
        "test_acc": 0.0113,
        "lyapunov": 1.6353955543254648,
        "grad_norm": 0.7852910579053439,
        "grad_max_sv": 0.3114649154245853,
        "grad_min_sv": 1.4506057238912461e-08,
        "grad_condition": 117782435.52166636,
        "lr": 0.0007499999999999998,
        "time_sec": 41.676011085510254
      },
      {
        "epoch": 51,
        "train_loss": 2.1769231742095947,
        "train_acc": 0.43202,
        "test_loss": 8.091367781066895,
        "test_acc": 0.0106,
        "lyapunov": 1.6262942616591978,
        "grad_norm": 0.7849301566787954,
        "grad_max_sv": 0.31383112370967864,
        "grad_min_sv": 1.482414189180048e-08,
        "grad_condition": 24814087.204268403,
        "lr": 0.0007408768370508575,
        "time_sec": 41.71332907676697
      },
      {
        "epoch": 52,
        "train_loss": 2.1791525329589843,
        "train_acc": 0.43434,
        "test_loss": 6.640031047058105,
        "test_acc": 0.0101,
        "lyapunov": 1.6475636553581414,
        "grad_norm": 0.7748205713957207,
        "grad_max_sv": 0.3011137217283249,
        "grad_min_sv": 1.4537112300733179e-08,
        "grad_condition": 122190974.86962557,
        "lr": 0.0007316480175599307,
        "time_sec": 41.6874144077301
      },
      {
        "epoch": 53,
        "train_loss": 2.177708456039429,
        "train_acc": 0.43164,
        "test_loss": 6.330417361450196,
        "test_acc": 0.0124,
        "lyapunov": 1.6483547099106146,
        "grad_norm": 0.7832189933674929,
        "grad_max_sv": 0.3086284928023815,
        "grad_min_sv": 1.4681565554952592e-08,
        "grad_condition": 39128451.13660244,
        "lr": 0.0007223175895924635,
        "time_sec": 41.67819046974182
      },
      {
        "epoch": 54,
        "train_loss": 2.155647780075073,
        "train_acc": 0.43836,
        "test_loss": 6.180060083007812,
        "test_acc": 0.0168,
        "lyapunov": 1.6432840284484123,
        "grad_norm": 0.7691412493425369,
        "grad_max_sv": 0.29928392022848127,
        "grad_min_sv": 1.4252177091278462e-08,
        "grad_condition": 33900536.02069519,
        "lr": 0.0007128896457825361,
        "time_sec": 41.750109910964966
      },
      {
        "epoch": 55,
        "train_loss": 2.1353805670928954,
        "train_acc": 0.44186,
        "test_loss": 7.257317136383056,
        "test_acc": 0.0132,
        "lyapunov": 1.6428052202210097,
        "grad_norm": 0.7679438794422704,
        "grad_max_sv": 0.30230089724063874,
        "grad_min_sv": 1.4329349766473153e-08,
        "grad_condition": 34802929.64081846,
        "lr": 0.0007033683215378998,
        "time_sec": 41.669835805892944
      },
      {
        "epoch": 56,
        "train_loss": 2.128101917114258,
        "train_acc": 0.44428,
        "test_loss": 7.373139286804199,
        "test_acc": 0.0137,
        "lyapunov": 1.6414129276714666,
        "grad_norm": 0.7718923152736775,
        "grad_max_sv": 0.2989685770124197,
        "grad_min_sv": 1.451244842631816e-08,
        "grad_condition": 26370279.022705477,
        "lr": 0.0006937577932260512,
        "time_sec": 41.67406344413757
      },
      {
        "epoch": 57,
        "train_loss": 2.137920976486206,
        "train_acc": 0.44384,
        "test_loss": 5.424753893280029,
        "test_acc": 0.0111,
        "lyapunov": 1.6554484230173214,
        "grad_norm": 0.773511600768633,
        "grad_max_sv": 0.294682040810585,
        "grad_min_sv": 1.4318467259077927e-08,
        "grad_condition": 26244116.009311978,
        "lr": 0.0006840622763423388,
        "time_sec": 41.68566060066223
      },
      {
        "epoch": 58,
        "train_loss": 2.1886442722320556,
        "train_acc": 0.43186,
        "test_loss": 6.545238864135742,
        "test_acc": 0.0159,
        "lyapunov": 1.6389995575560938,
        "grad_norm": 0.770667566152431,
        "grad_max_sv": 0.2981013923883438,
        "grad_min_sv": 1.4503179252695065e-08,
        "grad_condition": 46106578.838229105,
        "lr": 0.0006742860236609073,
        "time_sec": 41.69116020202637
      },
      {
        "epoch": 59,
        "train_loss": 2.1066105070495604,
        "train_acc": 0.44986,
        "test_loss": 7.391026984405517,
        "test_acc": 0.0181,
        "lyapunov": 1.6416400030750753,
        "grad_norm": 0.7602483384951753,
        "grad_max_sv": 0.2911146242171526,
        "grad_min_sv": 1.4345006460816933e-08,
        "grad_condition": 63690343.21158177,
        "lr": 0.0006644333233692913,
        "time_sec": 41.654924392700195
      },
      {
        "epoch": 60,
        "train_loss": 2.0506089850234988,
        "train_acc": 0.46106,
        "test_loss": 8.025833796691895,
        "test_acc": 0.0159,
        "lyapunov": 1.621927274157629,
        "grad_norm": 0.7629731967669975,
        "grad_max_sv": 0.2949394479393959,
        "grad_min_sv": 1.4372729567613262e-08,
        "grad_condition": 30309204.558091305,
        "lr": 0.0006545084971874734,
        "time_sec": 41.66482877731323
      },
      {
        "epoch": 61,
        "train_loss": 2.038806278114319,
        "train_acc": 0.46484,
        "test_loss": 9.74862598876953,
        "test_acc": 0.01,
        "lyapunov": 1.6300551010214763,
        "grad_norm": 0.7587096227595913,
        "grad_max_sv": 0.29696495905518533,
        "grad_min_sv": 1.4256705770446243e-08,
        "grad_condition": 99834698.98389995,
        "lr": 0.0006445158984722354,
        "time_sec": 41.67584776878357
      },
      {
        "epoch": 62,
        "train_loss": 2.065830835571289,
        "train_acc": 0.45776,
        "test_loss": 8.374367053222656,
        "test_acc": 0.0106,
        "lyapunov": 1.6421477361713224,
        "grad_norm": 0.7635630118818492,
        "grad_max_sv": 0.29152632839977743,
        "grad_min_sv": 1.4168918681389808e-08,
        "grad_condition": 49794193.0235935,
        "lr": 0.0006344599103076324,
        "time_sec": 41.70599865913391
      },
      {
        "epoch": 63,
        "train_loss": 2.06199690322876,
        "train_acc": 0.45774,
        "test_loss": 9.43989691772461,
        "test_acc": 0.0143,
        "lyapunov": 1.6391434187779341,
        "grad_norm": 0.7626912434978755,
        "grad_max_sv": 0.3007299728691578,
        "grad_min_sv": 1.421240057031259e-08,
        "grad_condition": 29364542.182565797,
        "lr": 0.0006243449435824269,
        "time_sec": 41.69278836250305
      },
      {
        "epoch": 64,
        "train_loss": 2.0462368117523195,
        "train_acc": 0.46278,
        "test_loss": 7.563213960266113,
        "test_acc": 0.01,
        "lyapunov": 1.6542154858484293,
        "grad_norm": 0.7636972310186092,
        "grad_max_sv": 0.2974775414913893,
        "grad_min_sv": 1.4351465202344648e-08,
        "grad_condition": 27137193.96425879,
        "lr": 0.0006141754350553275,
        "time_sec": 41.68390464782715
      },
      {
        "epoch": 65,
        "train_loss": 2.0235327534866334,
        "train_acc": 0.46756,
        "test_loss": 6.978350220489502,
        "test_acc": 0.0098,
        "lyapunov": 1.6490768569204814,
        "grad_norm": 0.7584239144021073,
        "grad_max_sv": 0.29015346951782706,
        "grad_min_sv": 1.4414379233967933e-08,
        "grad_condition": 56409329.68513076,
        "lr": 0.0006039558454088793,
        "time_sec": 41.70132231712341
      },
      {
        "epoch": 66,
        "train_loss": 2.0327218698120118,
        "train_acc": 0.46344,
        "test_loss": 6.808298188781738,
        "test_acc": 0.016,
        "lyapunov": 1.6421981882256316,
        "grad_norm": 0.7632841139098454,
        "grad_max_sv": 0.2945323955267668,
        "grad_min_sv": 1.4372620408403813e-08,
        "grad_condition": 79999394.91706361,
        "lr": 0.000593690657292862,
        "time_sec": 41.77633190155029
      },
      {
        "epoch": 67,
        "train_loss": 1.9898056484222413,
        "train_acc": 0.47598,
        "test_loss": 7.061488777160645,
        "test_acc": 0.0109,
        "lyapunov": 1.647677140467612,
        "grad_norm": 0.7591590906188236,
        "grad_max_sv": 0.296347975358367,
        "grad_min_sv": 1.415571162510787e-08,
        "grad_condition": 25155146.125877418,
        "lr": 0.0005833843733580507,
        "time_sec": 41.705756425857544
      },
      {
        "epoch": 68,
        "train_loss": 2.0102797174835203,
        "train_acc": 0.47046,
        "test_loss": 7.231464897918701,
        "test_acc": 0.01,
        "lyapunov": 1.6583749330257211,
        "grad_norm": 0.754101966257317,
        "grad_max_sv": 0.28500255234539507,
        "grad_min_sv": 1.3903248727298312e-08,
        "grad_condition": 29630876.42759655,
        "lr": 0.0005730415142812054,
        "time_sec": 41.72124171257019
      },
      {
        "epoch": 69,
        "train_loss": 2.04611669380188,
        "train_acc": 0.46162,
        "test_loss": 5.946302236938476,
        "test_acc": 0.0107,
        "lyapunov": 1.6569105533077895,
        "grad_norm": 0.7572448125574305,
        "grad_max_sv": 0.2827830083668232,
        "grad_min_sv": 1.4111277255729471e-08,
        "grad_condition": 53632120.18934096,
        "lr": 0.0005626666167821517,
        "time_sec": 41.66360831260681
      },
      {
        "epoch": 70,
        "train_loss": 1.9799313236999512,
        "train_acc": 0.47786,
        "test_loss": 5.791928797912598,
        "test_acc": 0.0139,
        "lyapunov": 1.659774536976729,
        "grad_norm": 0.743881925858891,
        "grad_max_sv": 0.2895107101649046,
        "grad_min_sv": 1.3961023534458939e-08,
        "grad_condition": 29278721.035794042,
        "lr": 0.0005522642316338265,
        "time_sec": 41.70555853843689
      },
      {
        "epoch": 71,
        "train_loss": 1.9502769188308715,
        "train_acc": 0.48312,
        "test_loss": 5.28058690032959,
        "test_acc": 0.0122,
        "lyapunov": 1.6549167751961047,
        "grad_norm": 0.7494747344108936,
        "grad_max_sv": 0.2851333416998386,
        "grad_min_sv": 1.4076917760575888e-08,
        "grad_condition": 331119741.39895195,
        "lr": 0.0005418389216661573,
        "time_sec": 41.68225932121277
      },
      {
        "epoch": 72,
        "train_loss": 1.9479334468841554,
        "train_acc": 0.48628,
        "test_loss": 7.984691355895996,
        "test_acc": 0.0103,
        "lyapunov": 1.653415890300975,
        "grad_norm": 0.7477937354985393,
        "grad_max_sv": 0.28984881937503815,
        "grad_min_sv": 1.4043280075794196e-08,
        "grad_condition": 119153928.06545302,
        "lr": 0.0005313952597646563,
        "time_sec": 41.65925407409668
      },
      {
        "epoch": 73,
        "train_loss": 1.967646238708496,
        "train_acc": 0.47644,
        "test_loss": 6.1665235633850095,
        "test_acc": 0.0142,
        "lyapunov": 1.65852049915382,
        "grad_norm": 0.7579543653963434,
        "grad_max_sv": 0.2979495331645012,
        "grad_min_sv": 1.4386894665874283e-08,
        "grad_condition": 39194921.11896709,
        "lr": 0.0005209378268645994,
        "time_sec": 41.68930411338806
      },
      {
        "epoch": 74,
        "train_loss": 1.9287460524368285,
        "train_acc": 0.49016,
        "test_loss": 6.917835614776611,
        "test_acc": 0.011,
        "lyapunov": 1.6452750241969858,
        "grad_norm": 0.7457505107152974,
        "grad_max_sv": 0.2847950000315905,
        "grad_min_sv": 1.4118661037509916e-08,
        "grad_condition": 24938980.26155622,
        "lr": 0.0005104712099416781,
        "time_sec": 41.67027688026428
      },
      {
        "epoch": 75,
        "train_loss": 1.9238459339141847,
        "train_acc": 0.48922,
        "test_loss": 7.703335245513916,
        "test_acc": 0.0102,
        "lyapunov": 1.636191079683621,
        "grad_norm": 0.7456866026716246,
        "grad_max_sv": 0.28741468451917174,
        "grad_min_sv": 1.3977797050368501e-08,
        "grad_condition": 33299832.87362317,
        "lr": 0.0004999999999999996,
        "time_sec": 41.668753147125244
      },
      {
        "epoch": 76,
        "train_loss": 1.9011995269012452,
        "train_acc": 0.49452,
        "test_loss": 6.336113402557373,
        "test_acc": 0.0109,
        "lyapunov": 1.6527920217465257,
        "grad_norm": 0.7472940737131395,
        "grad_max_sv": 0.28794192261993884,
        "grad_min_sv": 1.3842809193365114e-08,
        "grad_condition": 26648537.366496623,
        "lr": 0.0004895287900583212,
        "time_sec": 41.664530515670776
      },
      {
        "epoch": 77,
        "train_loss": 1.9055398291778565,
        "train_acc": 0.49198,
        "test_loss": 5.844799766540527,
        "test_acc": 0.011,
        "lyapunov": 1.652166176025215,
        "grad_norm": 0.7477207101099883,
        "grad_max_sv": 0.29006113260984423,
        "grad_min_sv": 1.4085541283348491e-08,
        "grad_condition": 24059920.597129285,
        "lr": 0.0004790621731353997,
        "time_sec": 41.67645764350891
      },
      {
        "epoch": 78,
        "train_loss": 1.8853045474624635,
        "train_acc": 0.49528,
        "test_loss": 5.736059879302979,
        "test_acc": 0.0109,
        "lyapunov": 1.6538786385065454,
        "grad_norm": 0.7430364105793885,
        "grad_max_sv": 0.2820361901074648,
        "grad_min_sv": 1.3740982796224544e-08,
        "grad_condition": 1051094146.3111416,
        "lr": 0.000468604740235343,
        "time_sec": 41.67271661758423
      },
      {
        "epoch": 79,
        "train_loss": 1.8873431278610229,
        "train_acc": 0.49708,
        "test_loss": 7.06695590133667,
        "test_acc": 0.0098,
        "lyapunov": 1.6691140817559285,
        "grad_norm": 0.7474584387052425,
        "grad_max_sv": 0.2899070601910353,
        "grad_min_sv": 1.3942933266980483e-08,
        "grad_condition": 53163427.383831725,
        "lr": 0.00045816107833384175,
        "time_sec": 41.661076068878174
      },
      {
        "epoch": 80,
        "train_loss": 1.8736388172149658,
        "train_acc": 0.49874,
        "test_loss": 5.781377349853516,
        "test_acc": 0.0131,
        "lyapunov": 1.657112023104792,
        "grad_norm": 0.7444710747937686,
        "grad_max_sv": 0.28176243752241137,
        "grad_min_sv": 1.3972709403224648e-08,
        "grad_condition": 135132346.79221177,
        "lr": 0.0004477357683661729,
        "time_sec": 41.64565968513489
      },
      {
        "epoch": 81,
        "train_loss": 1.8635578856658936,
        "train_acc": 0.50138,
        "test_loss": 5.580086952209473,
        "test_acc": 0.0135,
        "lyapunov": 1.653865757195846,
        "grad_norm": 0.7426015737094843,
        "grad_max_sv": 0.2836704090237617,
        "grad_min_sv": 1.4010618162646134e-08,
        "grad_condition": 417585965.539017,
        "lr": 0.00043733338321784746,
        "time_sec": 41.66704249382019
      },
      {
        "epoch": 82,
        "train_loss": 1.9041340649414062,
        "train_acc": 0.49242,
        "test_loss": 6.370015201568603,
        "test_acc": 0.0105,
        "lyapunov": 1.695511110908235,
        "grad_norm": 0.7494004766823937,
        "grad_max_sv": 0.2831845413893461,
        "grad_min_sv": 1.4006210818928722e-08,
        "grad_condition": 24462326.60074065,
        "lr": 0.0004269584857187939,
        "time_sec": 41.662867307662964
      },
      {
        "epoch": 83,
        "train_loss": 1.854377107772827,
        "train_acc": 0.5052,
        "test_loss": 5.641559513854981,
        "test_acc": 0.0107,
        "lyapunov": 1.6620670087502132,
        "grad_norm": 0.7432254276366087,
        "grad_max_sv": 0.2882852029055357,
        "grad_min_sv": 1.3851731775482712e-08,
        "grad_condition": 26065103.969512142,
        "lr": 0.0004166156266419484,
        "time_sec": 41.68649983406067
      },
      {
        "epoch": 84,
        "train_loss": 1.8346456706237793,
        "train_acc": 0.50848,
        "test_loss": 6.769210389709473,
        "test_acc": 0.0098,
        "lyapunov": 1.668327778806467,
        "grad_norm": 0.7445172315386438,
        "grad_max_sv": 0.2814629077911377,
        "grad_min_sv": 1.3836396603461587e-08,
        "grad_condition": 24738537.843654584,
        "lr": 0.0004063093427071373,
        "time_sec": 41.7318229675293
      },
      {
        "epoch": 85,
        "train_loss": 1.8456001781845093,
        "train_acc": 0.50552,
        "test_loss": 5.615997741699219,
        "test_acc": 0.0104,
        "lyapunov": 1.6713733606021424,
        "grad_norm": 0.745556048003164,
        "grad_max_sv": 0.2879165679216385,
        "grad_min_sv": 1.3856432721365275e-08,
        "grad_condition": 45763261.566603445,
        "lr": 0.0003960441545911199,
        "time_sec": 41.671313762664795
      },
      {
        "epoch": 86,
        "train_loss": 1.8304506510925294,
        "train_acc": 0.5126,
        "test_loss": 7.119636929321289,
        "test_acc": 0.0095,
        "lyapunov": 1.6572847131573025,
        "grad_norm": 0.742253787791735,
        "grad_max_sv": 0.2842376373708248,
        "grad_min_sv": 1.3829741059290246e-08,
        "grad_condition": 32092921.731909145,
        "lr": 0.0003858245649446718,
        "time_sec": 41.68160605430603
      },
      {
        "epoch": 87,
        "train_loss": 1.8023982585525513,
        "train_acc": 0.51886,
        "test_loss": 5.729539224243164,
        "test_acc": 0.0113,
        "lyapunov": 1.6674704252911345,
        "grad_norm": 0.7383133748182458,
        "grad_max_sv": 0.2829333432018757,
        "grad_min_sv": 1.3776665358511409e-08,
        "grad_condition": 29369631.195804454,
        "lr": 0.00037565505641757235,
        "time_sec": 41.688772439956665
      },
      {
        "epoch": 88,
        "train_loss": 1.7957932733535766,
        "train_acc": 0.51898,
        "test_loss": 6.201405425262451,
        "test_acc": 0.0112,
        "lyapunov": 1.655544286188872,
        "grad_norm": 0.7434211551258653,
        "grad_max_sv": 0.2823782742023468,
        "grad_min_sv": 1.3752334167282942e-08,
        "grad_condition": 31024474.496423542,
        "lr": 0.00036554008969236695,
        "time_sec": 41.69476914405823
      },
      {
        "epoch": 89,
        "train_loss": 1.8189633627319335,
        "train_acc": 0.51594,
        "test_loss": 5.3315957733154296,
        "test_acc": 0.0128,
        "lyapunov": 1.6864432809907761,
        "grad_norm": 0.7442939461149828,
        "grad_max_sv": 0.2862010933458805,
        "grad_min_sv": 1.3637743116745593e-08,
        "grad_condition": 59934587.44977188,
        "lr": 0.0003554841015277638,
        "time_sec": 41.66425442695618
      },
      {
        "epoch": 90,
        "train_loss": 1.7849925768280028,
        "train_acc": 0.52188,
        "test_loss": 5.472545378112793,
        "test_acc": 0.0127,
        "lyapunov": 1.6630497878164892,
        "grad_norm": 0.7379404154374459,
        "grad_max_sv": 0.27791005559265614,
        "grad_min_sv": 1.3561169532293193e-08,
        "grad_condition": 146436762.42535684,
        "lr": 0.000345491502812526,
        "time_sec": 41.68130135536194
      },
      {
        "epoch": 91,
        "train_loss": 1.7678911954879761,
        "train_acc": 0.52792,
        "test_loss": 5.433208572387695,
        "test_acc": 0.0111,
        "lyapunov": 1.6612660357409426,
        "grad_norm": 0.7436136899756786,
        "grad_max_sv": 0.28643885627388954,
        "grad_min_sv": 1.4077170534636252e-08,
        "grad_condition": 141313299.4033515,
        "lr": 0.0003355666766307081,
        "time_sec": 41.69838857650757
      },
      {
        "epoch": 92,
        "train_loss": 1.7893417644119263,
        "train_acc": 0.52188,
        "test_loss": 5.732446333312988,
        "test_acc": 0.0132,
        "lyapunov": 1.6719880662001003,
        "grad_norm": 0.7430166658849362,
        "grad_max_sv": 0.2796207364648581,
        "grad_min_sv": 1.370609366835307e-08,
        "grad_condition": 61381680.96914546,
        "lr": 0.00032571397633909225,
        "time_sec": 41.662304639816284
      },
      {
        "epoch": 93,
        "train_loss": 1.793455412979126,
        "train_acc": 0.51948,
        "test_loss": 7.157857987976074,
        "test_acc": 0.0156,
        "lyapunov": 1.7097750539365022,
        "grad_norm": 0.7503715678180837,
        "grad_max_sv": 0.2879045564681292,
        "grad_min_sv": 1.3920300624692405e-08,
        "grad_condition": 46032234.96350131,
        "lr": 0.00031593772365766094,
        "time_sec": 41.68742322921753
      },
      {
        "epoch": 94,
        "train_loss": 1.790754737892151,
        "train_acc": 0.51794,
        "test_loss": 5.853521730041504,
        "test_acc": 0.0183,
        "lyapunov": 1.7012710964588253,
        "grad_norm": 0.7508761734251582,
        "grad_max_sv": 0.2927242830395699,
        "grad_min_sv": 1.3959867344037757e-08,
        "grad_condition": 30783098.824512742,
        "lr": 0.0003062422067739483,
        "time_sec": 41.696484327316284
      },
      {
        "epoch": 95,
        "train_loss": 1.7357876617050172,
        "train_acc": 0.53082,
        "test_loss": 5.843491268157959,
        "test_acc": 0.0169,
        "lyapunov": 1.6724172071422763,
        "grad_norm": 0.7362974967473044,
        "grad_max_sv": 0.28096207305788995,
        "grad_min_sv": 1.3731502089206483e-08,
        "grad_condition": 72155189.25605753,
        "lr": 0.00029663167846209965,
        "time_sec": 41.801615715026855
      },
      {
        "epoch": 96,
        "train_loss": 1.7516635646438599,
        "train_acc": 0.529,
        "test_loss": 5.930022283935547,
        "test_acc": 0.0166,
        "lyapunov": 1.6662769326773446,
        "grad_norm": 0.7418130914367154,
        "grad_max_sv": 0.27851024977862837,
        "grad_min_sv": 1.3786014568806238e-08,
        "grad_condition": 27146249.501743816,
        "lr": 0.00028711035421746345,
        "time_sec": 41.690131187438965
      },
      {
        "epoch": 97,
        "train_loss": 1.725118031539917,
        "train_acc": 0.53522,
        "test_loss": 7.037702999877929,
        "test_acc": 0.0131,
        "lyapunov": 1.6579057100178944,
        "grad_norm": 0.7402503506761774,
        "grad_max_sv": 0.2801696177572012,
        "grad_min_sv": 1.3907192450424154e-08,
        "grad_condition": 27217829.233857714,
        "lr": 0.00027768241040753615,
        "time_sec": 41.68803310394287
      },
      {
        "epoch": 98,
        "train_loss": 1.7803752786254883,
        "train_acc": 0.52198,
        "test_loss": 5.421708882141114,
        "test_acc": 0.0156,
        "lyapunov": 1.718612858706423,
        "grad_norm": 0.7413849451100987,
        "grad_max_sv": 0.2769254602491856,
        "grad_min_sv": 1.3933566225636517e-08,
        "grad_condition": 207039935.91921127,
        "lr": 0.00026835198244006903,
        "time_sec": 41.684860706329346
      },
      {
        "epoch": 99,
        "train_loss": 1.7348972189331056,
        "train_acc": 0.53522,
        "test_loss": 5.996163872528077,
        "test_acc": 0.0138,
        "lyapunov": 1.7001579844433328,
        "grad_norm": 0.7422689999529027,
        "grad_max_sv": 0.284788579121232,
        "grad_min_sv": 1.3718373463589284e-08,
        "grad_condition": 32133144.908362694,
        "lr": 0.0002591231629491421,
        "time_sec": 41.687785148620605
      },
      {
        "epoch": 100,
        "train_loss": 1.715971527557373,
        "train_acc": 0.53706,
        "test_loss": 5.193750161743164,
        "test_acc": 0.0145,
        "lyapunov": 1.678100373738867,
        "grad_norm": 0.7359745614466124,
        "grad_max_sv": 0.2779096748679876,
        "grad_min_sv": 1.3629619793897874e-08,
        "grad_condition": 45906662.87529864,
        "lr": 0.0002499999999999997,
        "time_sec": 41.68041801452637
      },
      {
        "epoch": 101,
        "train_loss": 1.7047844717025757,
        "train_acc": 0.54014,
        "test_loss": 5.4800733383178715,
        "test_acc": 0.0147,
        "lyapunov": 1.6837563725078808,
        "grad_norm": 0.9365648414768546,
        "grad_max_sv": 0.27644540667533873,
        "grad_min_sv": 1.338469317047064e-08,
        "grad_condition": 58253933.98672454,
        "lr": 0.00024098649531343477,
        "time_sec": 41.69390559196472
      },
      {
        "epoch": 102,
        "train_loss": 1.7108585023498535,
        "train_acc": 0.53936,
        "test_loss": 5.4571699615478515,
        "test_acc": 0.0158,
        "lyapunov": 1.6604459846720976,
        "grad_norm": 0.7870713313934493,
        "grad_max_sv": 0.2845739547163248,
        "grad_min_sv": 1.3875931419160548e-08,
        "grad_condition": 29653372.68228669,
        "lr": 0.0002320866025105016,
        "time_sec": 41.69141387939453
      },
      {
        "epoch": 103,
        "train_loss": 1.7227560781860352,
        "train_acc": 0.53538,
        "test_loss": 6.349255479431152,
        "test_acc": 0.0136,
        "lyapunov": 1.6870903968811035,
        "grad_norm": 0.7434197839636765,
        "grad_max_sv": 0.2914551913738251,
        "grad_min_sv": 1.3957845548806525e-08,
        "grad_condition": 32995362.81324634,
        "lr": 0.0002233042253783278,
        "time_sec": 41.680914640426636
      },
      {
        "epoch": 104,
        "train_loss": 1.702695262298584,
        "train_acc": 0.53836,
        "test_loss": 5.656436128234863,
        "test_acc": 0.015,
        "lyapunov": 1.6825833451717407,
        "grad_norm": 0.7549456718817885,
        "grad_max_sv": 0.2799145434051752,
        "grad_min_sv": 1.3645678115237203e-08,
        "grad_condition": 28379554.63119031,
        "lr": 0.000214643216157784,
        "time_sec": 41.65440130233765
      },
      {
        "epoch": 105,
        "train_loss": 1.6862115913772584,
        "train_acc": 0.54564,
        "test_loss": 5.472533478546143,
        "test_acc": 0.0126,
        "lyapunov": 1.7024933560120175,
        "grad_norm": 1.26630705617649,
        "grad_max_sv": 0.279131243750453,
        "grad_min_sv": 1.38689274988002e-08,
        "grad_condition": 38224107.421842635,
        "lr": 0.00020610737385376332,
        "time_sec": 41.66117596626282
      },
      {
        "epoch": 106,
        "train_loss": 1.6867632722473145,
        "train_acc": 0.54602,
        "test_loss": 5.890195466613769,
        "test_acc": 0.0123,
        "lyapunov": 1.6856458394423774,
        "grad_norm": 0.8947104093954833,
        "grad_max_sv": 0.28173881731927397,
        "grad_min_sv": 1.3741654582635766e-08,
        "grad_condition": 79792220.50526081,
        "lr": 0.00019770044256881242,
        "time_sec": 41.68054246902466
      },
      {
        "epoch": 107,
        "train_loss": 1.6547852846908568,
        "train_acc": 0.55128,
        "test_loss": 5.426952139282227,
        "test_acc": 0.0138,
        "lyapunov": 1.6635038605736345,
        "grad_norm": 0.9461038074599576,
        "grad_max_sv": 0.28091032803058624,
        "grad_min_sv": 1.3631295835148105e-08,
        "grad_condition": 121284689.6114355,
        "lr": 0.0001894261098608447,
        "time_sec": 41.6701295375824
      },
      {
        "epoch": 108,
        "train_loss": 1.6798790365219116,
        "train_acc": 0.54798,
        "test_loss": 6.159035799407959,
        "test_acc": 0.0164,
        "lyapunov": 1.6929522896056894,
        "grad_norm": 0.743883475009877,
        "grad_max_sv": 0.28309045545756817,
        "grad_min_sv": 1.3724124101055502e-08,
        "grad_condition": 39239015.729782544,
        "lr": 0.000181288005125655,
        "time_sec": 41.696985960006714
      },
      {
        "epoch": 109,
        "train_loss": 1.696175348777771,
        "train_acc": 0.54438,
        "test_loss": 5.6951647491455075,
        "test_acc": 0.016,
        "lyapunov": 1.7148385203402976,
        "grad_norm": 0.8437266984263797,
        "grad_max_sv": 0.27865533195436,
        "grad_min_sv": 1.3687295685738121e-08,
        "grad_condition": 84166239.98915759,
        "lr": 0.0001732896980049473,
        "time_sec": 41.71509552001953
      },
      {
        "epoch": 110,
        "train_loss": 1.6658023331832885,
        "train_acc": 0.55012,
        "test_loss": 5.7984600807189945,
        "test_acc": 0.0143,
        "lyapunov": 1.6841092344440158,
        "grad_norm": 0.9121109366716545,
        "grad_max_sv": 0.29167514853179455,
        "grad_min_sv": 1.3800432944674478e-08,
        "grad_condition": 144511278.99640113,
        "lr": 0.00016543469682057076,
        "time_sec": 41.66339421272278
      },
      {
        "epoch": 111,
        "train_loss": 1.6395328227615356,
        "train_acc": 0.554,
        "test_loss": 5.86650054473877,
        "test_acc": 0.0152,
        "lyapunov": 1.6673833018983417,
        "grad_norm": 0.7699631101372096,
        "grad_max_sv": 0.28348692767322065,
        "grad_min_sv": 1.3636408227601927e-08,
        "grad_condition": 55378180.92666749,
        "lr": 0.00015772644703565552,
        "time_sec": 41.665539026260376
      },
      {
        "epoch": 112,
        "train_loss": 1.6477852906799317,
        "train_acc": 0.55158,
        "test_loss": 5.940995491790772,
        "test_acc": 0.0112,
        "lyapunov": 1.6873568881808034,
        "grad_norm": 0.7479570199711284,
        "grad_max_sv": 0.28565193973481656,
        "grad_min_sv": 1.3545885212663486e-08,
        "grad_condition": 4195243968.2445326,
        "lr": 0.00015016832974331713,
        "time_sec": 41.66239333152771
      },
      {
        "epoch": 113,
        "train_loss": 1.6797285276412963,
        "train_acc": 0.54658,
        "test_loss": 5.699360008239746,
        "test_acc": 0.0169,
        "lyapunov": 1.7014049044655413,
        "grad_norm": 0.870968251009497,
        "grad_max_sv": 0.29082027412950995,
        "grad_min_sv": 1.3837160986462926e-08,
        "grad_condition": 38795421.79244965,
        "lr": 0.00014276366018359834,
        "time_sec": 41.68905782699585
      },
      {
        "epoch": 114,
        "train_loss": 1.6465518449401855,
        "train_acc": 0.55668,
        "test_loss": 6.088453164672852,
        "test_acc": 0.0164,
        "lyapunov": 1.7043657921769124,
        "grad_norm": 0.8946839109968647,
        "grad_max_sv": 0.2849067386239767,
        "grad_min_sv": 1.3802866963286143e-08,
        "grad_condition": 25630247.743903965,
        "lr": 0.00013551568628929425,
        "time_sec": 41.66656756401062
      },
      {
        "epoch": 115,
        "train_loss": 1.6319327460479736,
        "train_acc": 0.55656,
        "test_loss": 6.832156317138672,
        "test_acc": 0.0153,
        "lyapunov": 1.7021731708360754,
        "grad_norm": 0.7410352883319467,
        "grad_max_sv": 0.28490288034081457,
        "grad_min_sv": 1.3852848871828693e-08,
        "grad_condition": 105769705.67995845,
        "lr": 0.00012842758726130276,
        "time_sec": 41.65516543388367
      },
      {
        "epoch": 116,
        "train_loss": 1.6370894707107544,
        "train_acc": 0.55944,
        "test_loss": 6.086082221984864,
        "test_acc": 0.0152,
        "lyapunov": 1.704162275089937,
        "grad_norm": 0.7404525214110508,
        "grad_max_sv": 0.2851620279252529,
        "grad_min_sv": 1.3774486038592437e-08,
        "grad_condition": 64341791.17616973,
        "lr": 0.0001215024721741218,
        "time_sec": 41.70033001899719
      },
      {
        "epoch": 117,
        "train_loss": 1.6296995531082152,
        "train_acc": 0.5565,
        "test_loss": 5.999611178588867,
        "test_acc": 0.0158,
        "lyapunov": 1.6899978895016643,
        "grad_norm": 0.7413749466972203,
        "grad_max_sv": 0.28470359593629835,
        "grad_min_sv": 1.3795419027962108e-08,
        "grad_condition": 46293176.84023976,
        "lr": 0.00011474337861210538,
        "time_sec": 41.66957759857178
      },
      {
        "epoch": 118,
        "train_loss": 1.6183696263122558,
        "train_acc": 0.56042,
        "test_loss": 5.902465699768066,
        "test_acc": 0.0155,
        "lyapunov": 1.6653556753607357,
        "grad_norm": 0.752028873574231,
        "grad_max_sv": 0.2849472999572754,
        "grad_min_sv": 1.3723038618310146e-08,
        "grad_condition": 108717082.80762736,
        "lr": 0.00010815327133708009,
        "time_sec": 41.65808391571045
      },
      {
        "epoch": 119,
        "train_loss": 1.6181411283111573,
        "train_acc": 0.56246,
        "test_loss": 5.821061138153076,
        "test_acc": 0.0127,
        "lyapunov": 1.6990043498061198,
        "grad_norm": 0.9212306864426181,
        "grad_max_sv": 0.2813797727227211,
        "grad_min_sv": 1.3685392258322438e-08,
        "grad_condition": 36721469.46741449,
        "lr": 0.00010173504098790182,
        "time_sec": 41.65668511390686
      },
      {
        "epoch": 120,
        "train_loss": 1.6332576264572143,
        "train_acc": 0.55946,
        "test_loss": 5.637864579772949,
        "test_acc": 0.0158,
        "lyapunov": 1.7040051304165968,
        "grad_norm": 0.8758295019344725,
        "grad_max_sv": 0.2898151889443398,
        "grad_min_sv": 1.4175130585991625e-08,
        "grad_condition": 40539456.12140705,
        "lr": 9.549150281252629e-05,
        "time_sec": 41.7333300113678
      },
      {
        "epoch": 121,
        "train_loss": 1.6032706314468383,
        "train_acc": 0.56424,
        "test_loss": 6.044293823242188,
        "test_acc": 0.0161,
        "lyapunov": 1.687883598420321,
        "grad_norm": 0.8855358425086,
        "grad_max_sv": 0.28492439053952695,
        "grad_min_sv": 1.3791471256685561e-08,
        "grad_condition": 26792072.142948806,
        "lr": 8.942539543314794e-05,
        "time_sec": 41.69478678703308
      },
      {
        "epoch": 122,
        "train_loss": 1.6067510599517822,
        "train_acc": 0.56546,
        "test_loss": 6.217616750335694,
        "test_acc": 0.0169,
        "lyapunov": 1.6955407583500113,
        "grad_norm": 1.007631118576203,
        "grad_max_sv": 0.2878258924931288,
        "grad_min_sv": 1.3879796437188396e-08,
        "grad_condition": 33084555.795453023,
        "lr": 8.353937964495024e-05,
        "time_sec": 41.67023324966431
      },
      {
        "epoch": 123,
        "train_loss": 1.6053743167114258,
        "train_acc": 0.56268,
        "test_loss": 6.328966861724854,
        "test_acc": 0.0153,
        "lyapunov": 1.6795075369612944,
        "grad_norm": 0.8699000468731735,
        "grad_max_sv": 0.2898880571126938,
        "grad_min_sv": 1.3709727229513358e-08,
        "grad_condition": 124246234.40071194,
        "lr": 7.783603724899243e-05,
        "time_sec": 41.660712242126465
      },
      {
        "epoch": 124,
        "train_loss": 1.6071837269973754,
        "train_acc": 0.56286,
        "test_loss": 6.1388191246032715,
        "test_acc": 0.0167,
        "lyapunov": 1.7264370232286965,
        "grad_norm": 0.8940529497792777,
        "grad_max_sv": 0.28389453068375586,
        "grad_min_sv": 1.3959469480351316e-08,
        "grad_condition": 24432394.03377783,
        "lr": 7.231786991974666e-05,
        "time_sec": 41.68312621116638
      },
      {
        "epoch": 125,
        "train_loss": 1.6100223978042603,
        "train_acc": 0.56692,
        "test_loss": 5.9885783233642575,
        "test_acc": 0.0166,
        "lyapunov": 1.7270872559388886,
        "grad_norm": 1.0226142905420907,
        "grad_max_sv": 0.28528097458183765,
        "grad_min_sv": 1.3753909883229553e-08,
        "grad_condition": 59401243.51928474,
        "lr": 6.698729810778072e-05,
        "time_sec": 41.70276618003845
      },
      {
        "epoch": 126,
        "train_loss": 1.6035814072036743,
        "train_acc": 0.56344,
        "test_loss": 6.076493969726562,
        "test_acc": 0.011,
        "lyapunov": 1.6876506253581522,
        "grad_norm": 0.9642119889310449,
        "grad_max_sv": 0.2870322696864605,
        "grad_min_sv": 1.3708104407150756e-08,
        "grad_condition": 28048573.443991415,
        "lr": 6.184665997806817e-05,
        "time_sec": 41.8551926612854
      },
      {
        "epoch": 127,
        "train_loss": 1.6120177191162108,
        "train_acc": 0.56444,
        "test_loss": 6.843795123291016,
        "test_acc": 0.0159,
        "lyapunov": 1.7337111725526697,
        "grad_norm": 0.8368578920332793,
        "grad_max_sv": 0.28001562878489494,
        "grad_min_sv": 1.3889535929734187e-08,
        "grad_condition": 62985977.61673013,
        "lr": 5.6898210384392595e-05,
        "time_sec": 41.68673539161682
      },
      {
        "epoch": 128,
        "train_loss": 1.6090134407424928,
        "train_acc": 0.56466,
        "test_loss": 6.320640184783936,
        "test_acc": 0.0146,
        "lyapunov": 1.7266684904732668,
        "grad_norm": 0.7858511448483877,
        "grad_max_sv": 0.2850359447300434,
        "grad_min_sv": 1.3702059388498444e-08,
        "grad_condition": 42801480.40100025,
        "lr": 5.214411988029363e-05,
        "time_sec": 41.68818187713623
      },
      {
        "epoch": 129,
        "train_loss": 1.6249183625030517,
        "train_acc": 0.56476,
        "test_loss": 6.549667198181153,
        "test_acc": 0.0162,
        "lyapunov": 1.8164921944098704,
        "grad_norm": 1.5114520241024798,
        "grad_max_sv": 0.2812469657510519,
        "grad_min_sv": 1.3925696595862291e-08,
        "grad_condition": 57029114.93811275,
        "lr": 4.7586473766990294e-05,
        "time_sec": 41.79629635810852
      },
      {
        "epoch": 130,
        "train_loss": 1.5824087297058105,
        "train_acc": 0.57044,
        "test_loss": 6.021063035583496,
        "test_acc": 0.0176,
        "lyapunov": 1.70903730880269,
        "grad_norm": 0.7379608621319285,
        "grad_max_sv": 0.279190668836236,
        "grad_min_sv": 1.3621928689200313e-08,
        "grad_condition": 32815172.113138717,
        "lr": 4.32272711786996e-05,
        "time_sec": 41.70122241973877
      },
      {
        "epoch": 131,
        "train_loss": 1.595119048576355,
        "train_acc": 0.56984,
        "test_loss": 6.4952160888671875,
        "test_acc": 0.0155,
        "lyapunov": 1.754641688083444,
        "grad_norm": 1.0023213514600722,
        "grad_max_sv": 0.2834797468036413,
        "grad_min_sv": 1.3511996389131698e-08,
        "grad_condition": 68519633.56325917,
        "lr": 3.906842420574966e-05,
        "time_sec": 41.72273635864258
      },
      {
        "epoch": 132,
        "train_loss": 1.5923931760787964,
        "train_acc": 0.57014,
        "test_loss": 6.346144076538086,
        "test_acc": 0.0148,
        "lyapunov": 1.73292323177123,
        "grad_norm": 0.7501780068501551,
        "grad_max_sv": 0.28294241838157175,
        "grad_min_sv": 1.389686744160748e-08,
        "grad_condition": 365347440.4407994,
        "lr": 3.5111757055874305e-05,
        "time_sec": 41.898685693740845
      },
      {
        "epoch": 133,
        "train_loss": 1.6026707472991943,
        "train_acc": 0.57266,
        "test_loss": 6.185466950988769,
        "test_acc": 0.0179,
        "lyapunov": 1.8438011843834996,
        "grad_norm": 0.9394783942730687,
        "grad_max_sv": 0.2847215086221695,
        "grad_min_sv": 1.390161358527653e-08,
        "grad_condition": 34103085.04162355,
        "lr": 3.1359005254054254e-05,
        "time_sec": 41.84562015533447
      },
      {
        "epoch": 134,
        "train_loss": 1.6043600881576539,
        "train_acc": 0.56972,
        "test_loss": 6.54779362411499,
        "test_acc": 0.0168,
        "lyapunov": 1.8157421551701967,
        "grad_norm": 0.9578717543319566,
        "grad_max_sv": 0.2788985829800367,
        "grad_min_sv": 1.373801071791192e-08,
        "grad_condition": 33295442.566805385,
        "lr": 2.7811814881259484e-05,
        "time_sec": 41.748968839645386
      },
      {
        "epoch": 135,
        "train_loss": 1.6008320109558105,
        "train_acc": 0.56734,
        "test_loss": 6.480984884643554,
        "test_acc": 0.0164,
        "lyapunov": 1.824832089111933,
        "grad_norm": 0.7833960844227048,
        "grad_max_sv": 0.2834679901599884,
        "grad_min_sv": 1.3707274611196584e-08,
        "grad_condition": 34742063.3411188,
        "lr": 2.4471741852423218e-05,
        "time_sec": 41.679542541503906
      },
      {
        "epoch": 136,
        "train_loss": 1.6033842488479615,
        "train_acc": 0.57426,
        "test_loss": 6.3071887496948245,
        "test_acc": 0.0161,
        "lyapunov": 1.8717652309276258,
        "grad_norm": 1.1623205937404684,
        "grad_max_sv": 0.28173171132802965,
        "grad_min_sv": 1.3602863799255793e-08,
        "grad_condition": 47504661.60977468,
        "lr": 2.1340251233966362e-05,
        "time_sec": 41.70148062705994
      },
      {
        "epoch": 137,
        "train_loss": 1.585039638633728,
        "train_acc": 0.57336,
        "test_loss": 6.212019223022461,
        "test_acc": 0.0167,
        "lyapunov": 1.8105511723272025,
        "grad_norm": 0.76774524189785,
        "grad_max_sv": 0.2841952469199896,
        "grad_min_sv": 1.3692064346898514e-08,
        "grad_condition": 45911317.56625296,
        "lr": 1.8418716601170932e-05,
        "time_sec": 41.718605279922485
      },
      {
        "epoch": 138,
        "train_loss": 1.584446519355774,
        "train_acc": 0.57526,
        "test_loss": 6.243849922943115,
        "test_acc": 0.0165,
        "lyapunov": 1.828900443928321,
        "grad_norm": 0.7339440588405652,
        "grad_max_sv": 0.2821473300457001,
        "grad_min_sv": 1.3492376377960413e-08,
        "grad_condition": 46486868.242411375,
        "lr": 1.570841943568445e-05,
        "time_sec": 41.803757667541504
      },
      {
        "epoch": 139,
        "train_loss": 1.591472290611267,
        "train_acc": 0.57168,
        "test_loss": 6.332618227386474,
        "test_acc": 0.0164,
        "lyapunov": 1.8522861116682476,
        "grad_norm": 0.7344821119501195,
        "grad_max_sv": 0.2718358475714922,
        "grad_min_sv": 1.3269187557063412e-08,
        "grad_condition": 28030061.559468903,
        "lr": 1.3210548563419845e-05,
        "time_sec": 41.6920862197876
      },
      {
        "epoch": 140,
        "train_loss": 1.614663985748291,
        "train_acc": 0.57106,
        "test_loss": 6.035421504974365,
        "test_acc": 0.0166,
        "lyapunov": 1.865170035825666,
        "grad_norm": 0.7488812688556887,
        "grad_max_sv": 0.28298918418586255,
        "grad_min_sv": 1.3682502991718692e-08,
        "grad_condition": 24201290.710221395,
        "lr": 1.0926199633097203e-05,
        "time_sec": 41.67938685417175
      },
      {
        "epoch": 141,
        "train_loss": 1.602144892578125,
        "train_acc": 0.57176,
        "test_loss": 6.090472431182861,
        "test_acc": 0.0168,
        "lyapunov": 1.8573481064013508,
        "grad_norm": 0.9964350746023342,
        "grad_max_sv": 0.28083013482391833,
        "grad_min_sv": 1.342545436419651e-08,
        "grad_condition": 71076432.31589943,
        "lr": 8.856374635655688e-06,
        "time_sec": 41.67989158630371
      },
      {
        "epoch": 142,
        "train_loss": 1.5910524003982545,
        "train_acc": 0.574,
        "test_loss": 6.0493482467651365,
        "test_acc": 0.0167,
        "lyapunov": 1.8519471301447095,
        "grad_norm": 0.7327372969700953,
        "grad_max_sv": 0.28154470436275003,
        "grad_min_sv": 1.3814112725940574e-08,
        "grad_condition": 40685021.10874365,
        "lr": 7.001981464747503e-06,
        "time_sec": 41.87545084953308
      },
      {
        "epoch": 143,
        "train_loss": 1.5878816836166383,
        "train_acc": 0.5754,
        "test_loss": 6.0228049758911135,
        "test_acc": 0.0173,
        "lyapunov": 1.835201174096988,
        "grad_norm": 0.7329380251080414,
        "grad_max_sv": 0.2804208301007748,
        "grad_min_sv": 1.3855345770696913e-08,
        "grad_condition": 24866442.419618618,
        "lr": 5.3638335185058295e-06,
        "time_sec": 41.670424938201904
      },
      {
        "epoch": 144,
        "train_loss": 1.5844879238891603,
        "train_acc": 0.57532,
        "test_loss": 6.013319036102295,
        "test_acc": 0.0167,
        "lyapunov": 1.797589682557089,
        "grad_norm": 0.7332915407418003,
        "grad_max_sv": 0.2873740203678608,
        "grad_min_sv": 1.3867528024166797e-08,
        "grad_condition": 66782743.82880296,
        "lr": 3.942649342761114e-06,
        "time_sec": 41.666340827941895
      },
      {
        "epoch": 145,
        "train_loss": 1.5729130697250366,
        "train_acc": 0.57884,
        "test_loss": 5.962558745574952,
        "test_acc": 0.0174,
        "lyapunov": 1.8133810779932515,
        "grad_norm": 0.7304773544167381,
        "grad_max_sv": 0.2831062778830528,
        "grad_min_sv": 1.3597974729551154e-08,
        "grad_condition": 27885577.58840422,
        "lr": 2.7390523158633524e-06,
        "time_sec": 41.66122889518738
      },
      {
        "epoch": 146,
        "train_loss": 1.5774464596939086,
        "train_acc": 0.57336,
        "test_loss": 6.056200170898437,
        "test_acc": 0.0176,
        "lyapunov": 1.8052761911431237,
        "grad_norm": 0.7323581109158898,
        "grad_max_sv": 0.27999263890087606,
        "grad_min_sv": 1.3672255842755998e-08,
        "grad_condition": 30955091.121420026,
        "lr": 1.7535703752478133e-06,
        "time_sec": 41.6817889213562
      },
      {
        "epoch": 147,
        "train_loss": 1.5797025276184082,
        "train_acc": 0.57294,
        "test_loss": 6.142494761657715,
        "test_acc": 0.0163,
        "lyapunov": 1.8119597739880653,
        "grad_norm": 0.7326729565983514,
        "grad_max_sv": 0.2801577255129814,
        "grad_min_sv": 1.3520314751103158e-08,
        "grad_condition": 24177790.25879824,
        "lr": 9.866357858642196e-07,
        "time_sec": 41.667490005493164
      },
      {
        "epoch": 148,
        "train_loss": 1.5737435025787354,
        "train_acc": 0.57896,
        "test_loss": 6.0964897369384765,
        "test_acc": 0.016,
        "lyapunov": 1.8165211808651,
        "grad_norm": 0.7295448230456424,
        "grad_max_sv": 0.2751427095383406,
        "grad_min_sv": 1.348928903022184e-08,
        "grad_condition": 24265473.368122566,
        "lr": 4.38584950570808e-07,
        "time_sec": 41.68909525871277
      },
      {
        "epoch": 149,
        "train_loss": 1.5774297478485106,
        "train_acc": 0.5743,
        "test_loss": 6.148982523345947,
        "test_acc": 0.0159,
        "lyapunov": 1.8202249927593923,
        "grad_norm": 0.7313561355684882,
        "grad_max_sv": 0.2817809645086527,
        "grad_min_sv": 1.3657219487261951e-08,
        "grad_condition": 38822037.86584419,
        "lr": 1.096582625772501e-07,
        "time_sec": 41.70693755149841
      },
      {
        "epoch": 150,
        "train_loss": 1.5808244900512696,
        "train_acc": 0.57584,
        "test_loss": 5.973857634735108,
        "test_acc": 0.0172,
        "lyapunov": 1.8156279499268593,
        "grad_norm": 0.7308465286184226,
        "grad_max_sv": 0.28174142725765705,
        "grad_min_sv": 1.372764353510525e-08,
        "grad_condition": 43888249.75048177,
        "lr": 0.0,
        "time_sec": 41.68298602104187
      }
    ],
    "8": [
      {
        "epoch": 1,
        "train_loss": 5.021671794891358,
        "train_acc": 0.02426,
        "test_loss": 4.758953214263916,
        "test_acc": 0.0194,
        "lyapunov": 2.365524544740272,
        "grad_norm": 5.666214881321602,
        "grad_max_sv": 4.635834372043609,
        "grad_min_sv": 9.740842493444202e-08,
        "grad_condition": 345906665.41414034,
        "lr": 0.0009998903417374227,
        "time_sec": 86.94375228881836
      },
      {
        "epoch": 2,
        "train_loss": 4.6419046446228025,
        "train_acc": 0.03036,
        "test_loss": 4.812141468811035,
        "test_acc": 0.0141,
        "lyapunov": 1.8034114608984164,
        "grad_norm": 3.7942354948877397,
        "grad_max_sv": 2.932516324520111,
        "grad_min_sv": 6.569729187888563e-08,
        "grad_condition": 162956558.25651228,
        "lr": 0.0009995614150494292,
        "time_sec": 86.91073846817017
      },
      {
        "epoch": 3,
        "train_loss": 4.522548667297364,
        "train_acc": 0.03148,
        "test_loss": 4.54623723449707,
        "test_acc": 0.0238,
        "lyapunov": 1.6952560444926972,
        "grad_norm": 2.3455501053352146,
        "grad_max_sv": 1.7244864150881767,
        "grad_min_sv": 4.1950142698997384e-08,
        "grad_condition": 6680092616.82326,
        "lr": 0.0009990133642141358,
        "time_sec": 86.88951110839844
      },
      {
        "epoch": 4,
        "train_loss": 4.4614645977783205,
        "train_acc": 0.0325,
        "test_loss": 5.176557122039795,
        "test_acc": 0.0101,
        "lyapunov": 1.6139005059781282,
        "grad_norm": 1.5168077426412896,
        "grad_max_sv": 0.9842755444347858,
        "grad_min_sv": 2.4031745480719025e-08,
        "grad_condition": 11261049173.025684,
        "lr": 0.0009982464296247522,
        "time_sec": 86.94786024093628
      },
      {
        "epoch": 5,
        "train_loss": 4.4149443920898435,
        "train_acc": 0.03626,
        "test_loss": 5.137158406066894,
        "test_acc": 0.01,
        "lyapunov": 1.6045118917894485,
        "grad_norm": 1.2582953215287522,
        "grad_max_sv": 0.7553236961364747,
        "grad_min_sv": 2.073135719031505e-08,
        "grad_condition": 222472203.43764964,
        "lr": 0.0009972609476841367,
        "time_sec": 86.93599653244019
      },
      {
        "epoch": 6,
        "train_loss": 4.404399389801025,
        "train_acc": 0.03718,
        "test_loss": 5.152426997375488,
        "test_acc": 0.0145,
        "lyapunov": 1.5948826068502557,
        "grad_norm": 1.0525562897343101,
        "grad_max_sv": 0.5827781304717063,
        "grad_min_sv": 1.6368500771208466e-08,
        "grad_condition": 975204505.0574242,
        "lr": 0.000996057350657239,
        "time_sec": 86.89734673500061
      },
      {
        "epoch": 7,
        "train_loss": 4.373200228271484,
        "train_acc": 0.0427,
        "test_loss": 5.138384069824219,
        "test_acc": 0.01,
        "lyapunov": 1.5917642296427656,
        "grad_norm": 0.979719698336329,
        "grad_max_sv": 0.5500100567936897,
        "grad_min_sv": 1.578485221420678e-08,
        "grad_condition": 40146995.15588243,
        "lr": 0.000994636166481494,
        "time_sec": 86.9030191898346
      },
      {
        "epoch": 8,
        "train_loss": 4.3614981033325195,
        "train_acc": 0.04452,
        "test_loss": 5.208292040252686,
        "test_acc": 0.0158,
        "lyapunov": 1.5925918241291095,
        "grad_norm": 0.8254065825253598,
        "grad_max_sv": 0.43389859050512314,
        "grad_min_sv": 1.2995100632032242e-08,
        "grad_condition": 93911652.28137563,
        "lr": 0.0009929980185352525,
        "time_sec": 86.902259349823
      },
      {
        "epoch": 9,
        "train_loss": 4.359973902893066,
        "train_acc": 0.04506,
        "test_loss": 4.722157088470459,
        "test_acc": 0.018,
        "lyapunov": 1.5934884682335817,
        "grad_norm": 0.7465758222368373,
        "grad_max_sv": 0.3876167729496956,
        "grad_min_sv": 1.1805707171921865e-08,
        "grad_condition": 96983113.34478703,
        "lr": 0.0009911436253643444,
        "time_sec": 86.9238531589508
      },
      {
        "epoch": 10,
        "train_loss": 4.4141249188232425,
        "train_acc": 0.03536,
        "test_loss": 5.436407916259766,
        "test_acc": 0.01,
        "lyapunov": 1.5828703861407307,
        "grad_norm": 0.6206738544013151,
        "grad_max_sv": 0.3251112919300795,
        "grad_min_sv": 9.17487998804145e-09,
        "grad_condition": 105514243.19237423,
        "lr": 0.0009890738003669028,
        "time_sec": 86.9449622631073
      },
      {
        "epoch": 11,
        "train_loss": 4.426171367950439,
        "train_acc": 0.0344,
        "test_loss": 4.693856712341309,
        "test_acc": 0.0236,
        "lyapunov": 1.5946678465894422,
        "grad_norm": 0.5860438322533541,
        "grad_max_sv": 0.2918587654829025,
        "grad_min_sv": 6.5412758706696685e-09,
        "grad_condition": 5280467761.157875,
        "lr": 0.00098678945143658,
        "time_sec": 86.91325283050537
      },
      {
        "epoch": 12,
        "train_loss": 4.3411827925109865,
        "train_acc": 0.04538,
        "test_loss": 5.247728338623046,
        "test_acc": 0.0136,
        "lyapunov": 1.5863848153282614,
        "grad_norm": 0.5956948826941676,
        "grad_max_sv": 0.2928905326873064,
        "grad_min_sv": 8.411352403828177e-09,
        "grad_condition": 128968920.19480267,
        "lr": 0.0009842915805643154,
        "time_sec": 86.90281319618225
      },
      {
        "epoch": 13,
        "train_loss": 4.339786265563965,
        "train_acc": 0.04572,
        "test_loss": 5.686103868103027,
        "test_acc": 0.0125,
        "lyapunov": 1.5810096681575336,
        "grad_norm": 0.5604669884006932,
        "grad_max_sv": 0.2611371923238039,
        "grad_min_sv": 8.195694697898936e-09,
        "grad_condition": 39688248.11524393,
        "lr": 0.000981581283398829,
        "time_sec": 86.90422630310059
      },
      {
        "epoch": 14,
        "train_loss": 4.35356285232544,
        "train_acc": 0.04532,
        "test_loss": 4.883278243255615,
        "test_acc": 0.015,
        "lyapunov": 1.579099393866556,
        "grad_norm": 0.528427576292652,
        "grad_max_sv": 0.2469606887549162,
        "grad_min_sv": 7.61194059832604e-09,
        "grad_condition": 168282434.76948723,
        "lr": 0.0009786597487660333,
        "time_sec": 86.88846230506897
      },
      {
        "epoch": 15,
        "train_loss": 4.3755184262084965,
        "train_acc": 0.04264,
        "test_loss": 6.138819856262207,
        "test_acc": 0.0126,
        "lyapunov": 1.6284648536721154,
        "grad_norm": 0.5259167846709967,
        "grad_max_sv": 0.25808656550943854,
        "grad_min_sv": 7.094433302975989e-09,
        "grad_condition": 78394577.54559764,
        "lr": 0.0009755282581475766,
        "time_sec": 86.88808155059814
      },
      {
        "epoch": 16,
        "train_loss": 4.3449753375244144,
        "train_acc": 0.04422,
        "test_loss": 4.874321587371826,
        "test_acc": 0.0139,
        "lyapunov": 1.592136370861317,
        "grad_norm": 0.5849477114279426,
        "grad_max_sv": 0.2871789067983627,
        "grad_min_sv": 7.143974147904957e-09,
        "grad_condition": 825777754.2283806,
        "lr": 0.0009721881851187403,
        "time_sec": 86.88666772842407
      },
      {
        "epoch": 17,
        "train_loss": 4.326568845520019,
        "train_acc": 0.04702,
        "test_loss": 4.870712732696533,
        "test_acc": 0.0106,
        "lyapunov": 1.579986076830598,
        "grad_norm": 0.587479722542324,
        "grad_max_sv": 0.2732066046446562,
        "grad_min_sv": 6.707479306713086e-09,
        "grad_condition": 933588154.4592457,
        "lr": 0.0009686409947459456,
        "time_sec": 86.94699215888977
      },
      {
        "epoch": 18,
        "train_loss": 4.290269263916016,
        "train_acc": 0.04908,
        "test_loss": 4.543920527648925,
        "test_acc": 0.0184,
        "lyapunov": 1.5655539648612138,
        "grad_norm": 0.5190972278925252,
        "grad_max_sv": 0.27400444857776163,
        "grad_min_sv": 7.268163138354766e-09,
        "grad_condition": 103768651.90634331,
        "lr": 0.0009648882429441254,
        "time_sec": 86.91610383987427
      },
      {
        "epoch": 19,
        "train_loss": 4.277731272888183,
        "train_acc": 0.0529,
        "test_loss": 4.523501123046875,
        "test_acc": 0.0234,
        "lyapunov": 1.5601860742129938,
        "grad_norm": 0.5064673349074232,
        "grad_max_sv": 0.26197145469486716,
        "grad_min_sv": 7.129040378514584e-09,
        "grad_condition": 89369620.75339693,
        "lr": 0.00096093157579425,
        "time_sec": 86.9239010810852
      },
      {
        "epoch": 20,
        "train_loss": 4.283599534912109,
        "train_acc": 0.04918,
        "test_loss": 4.699870119476318,
        "test_acc": 0.01,
        "lyapunov": 1.573568820343603,
        "grad_norm": 0.4940062913988571,
        "grad_max_sv": 0.24619702994823456,
        "grad_min_sv": 6.7696058640709375e-09,
        "grad_condition": 72620577.46255757,
        "lr": 0.0009567727288213001,
        "time_sec": 86.96331477165222
      },
      {
        "epoch": 21,
        "train_loss": 4.293489807434082,
        "train_acc": 0.05038,
        "test_loss": 4.714311406707764,
        "test_acc": 0.0108,
        "lyapunov": 1.5708344915638799,
        "grad_norm": 0.545017777953754,
        "grad_max_sv": 0.2541573029011488,
        "grad_min_sv": 6.718018621953981e-09,
        "grad_condition": 42979908.88210177,
        "lr": 0.0009524135262330095,
        "time_sec": 86.91739249229431
      },
      {
        "epoch": 22,
        "train_loss": 4.2768078778076175,
        "train_acc": 0.0541,
        "test_loss": 4.779728842163086,
        "test_acc": 0.01,
        "lyapunov": 1.5667131340412228,
        "grad_norm": 0.5092105231068674,
        "grad_max_sv": 0.27126444056630133,
        "grad_min_sv": 7.1301694416769925e-09,
        "grad_condition": 57355277.993238926,
        "lr": 0.0009478558801197061,
        "time_sec": 86.9019386768341
      },
      {
        "epoch": 23,
        "train_loss": 4.27697469543457,
        "train_acc": 0.05122,
        "test_loss": 4.672700902557373,
        "test_acc": 0.01,
        "lyapunov": 1.5615102702089587,
        "grad_norm": 0.4784115114004879,
        "grad_max_sv": 0.24027332551777364,
        "grad_min_sv": 6.443715307516418e-09,
        "grad_condition": 95371819.86060278,
        "lr": 0.000943101789615607,
        "time_sec": 86.91923117637634
      },
      {
        "epoch": 24,
        "train_loss": 4.278717909088135,
        "train_acc": 0.05186,
        "test_loss": 4.900936952209473,
        "test_acc": 0.01,
        "lyapunov": 1.5694453353467195,
        "grad_norm": 0.4949771017584012,
        "grad_max_sv": 0.24392427019774915,
        "grad_min_sv": 6.253112343201916e-09,
        "grad_condition": 49683498.32382451,
        "lr": 0.0009381533400219313,
        "time_sec": 86.95798850059509
      },
      {
        "epoch": 25,
        "train_loss": 4.284033089141846,
        "train_acc": 0.0516,
        "test_loss": 4.647933837890625,
        "test_acc": 0.01,
        "lyapunov": 1.610082578781011,
        "grad_norm": 0.4618580067316832,
        "grad_max_sv": 0.21940371356904506,
        "grad_min_sv": 5.9646471067820174e-09,
        "grad_condition": 44077507.34171269,
        "lr": 0.0009330127018922189,
        "time_sec": 86.92604160308838
      },
      {
        "epoch": 26,
        "train_loss": 4.27171460357666,
        "train_acc": 0.0513,
        "test_loss": 4.689661137390137,
        "test_acc": 0.01,
        "lyapunov": 1.5887331782704424,
        "grad_norm": 0.45567402361835824,
        "grad_max_sv": 0.20672011002898216,
        "grad_min_sv": 5.767535921075151e-09,
        "grad_condition": 44437336.12601619,
        "lr": 0.000927682130080253,
        "time_sec": 86.91289949417114
      },
      {
        "epoch": 27,
        "train_loss": 4.287545222320556,
        "train_acc": 0.0503,
        "test_loss": 4.6759644165039065,
        "test_acc": 0.0105,
        "lyapunov": 1.6080376479936682,
        "grad_norm": 0.4608750254003879,
        "grad_max_sv": 0.21028368686675095,
        "grad_min_sv": 5.734315782138567e-09,
        "grad_condition": 303277586.5403552,
        "lr": 0.0009221639627510072,
        "time_sec": 86.92653059959412
      },
      {
        "epoch": 28,
        "train_loss": 4.26929240020752,
        "train_acc": 0.05308,
        "test_loss": 4.89806633605957,
        "test_acc": 0.011,
        "lyapunov": 1.6118984780348171,
        "grad_norm": 0.43418302492765676,
        "grad_max_sv": 0.20326684638857842,
        "grad_min_sv": 5.713833948692293e-09,
        "grad_condition": 85779552.11325228,
        "lr": 0.0009164606203550494,
        "time_sec": 86.91330051422119
      },
      {
        "epoch": 29,
        "train_loss": 4.253239243469238,
        "train_acc": 0.05616,
        "test_loss": 4.924478411865234,
        "test_acc": 0.01,
        "lyapunov": 1.6098854767392055,
        "grad_norm": 0.4850634248026458,
        "grad_max_sv": 0.20474721789360045,
        "grad_min_sv": 5.8581581326979866e-09,
        "grad_condition": 912075238.28812,
        "lr": 0.0009105746045668516,
        "time_sec": 86.93636131286621
      },
      {
        "epoch": 30,
        "train_loss": 4.235443085327148,
        "train_acc": 0.0606,
        "test_loss": 5.510071346282959,
        "test_acc": 0.01,
        "lyapunov": 1.571061046532048,
        "grad_norm": 0.45361919630223685,
        "grad_max_sv": 0.2025857836008072,
        "grad_min_sv": 5.868267084763179e-09,
        "grad_condition": 42096450.95484826,
        "lr": 0.0009045084971874733,
        "time_sec": 86.9319851398468
      },
      {
        "epoch": 31,
        "train_loss": 4.231041951293945,
        "train_acc": 0.05988,
        "test_loss": 5.147942330932617,
        "test_acc": 0.01,
        "lyapunov": 1.5691828867968391,
        "grad_norm": 0.432720376091447,
        "grad_max_sv": 0.19395264871418477,
        "grad_min_sv": 6.259870760638719e-09,
        "grad_condition": 34343773.40740795,
        "lr": 0.0008982649590120977,
        "time_sec": 86.94789290428162
      },
      {
        "epoch": 32,
        "train_loss": 4.2413297773742675,
        "train_acc": 0.0587,
        "test_loss": 5.009992076873779,
        "test_acc": 0.01,
        "lyapunov": 1.5915203551807062,
        "grad_norm": 0.4122171639918169,
        "grad_max_sv": 0.182863287627697,
        "grad_min_sv": 5.790357663650308e-09,
        "grad_condition": 714325029.1851714,
        "lr": 0.0008918467286629196,
        "time_sec": 86.911212682724
      },
      {
        "epoch": 33,
        "train_loss": 4.2658996716308595,
        "train_acc": 0.0542,
        "test_loss": 5.127438952636719,
        "test_acc": 0.0101,
        "lyapunov": 1.579336861210406,
        "grad_norm": 0.44521811591156923,
        "grad_max_sv": 0.19066935162991286,
        "grad_min_sv": 5.523765223003352e-09,
        "grad_condition": 53898858.78718817,
        "lr": 0.0008852566213878943,
        "time_sec": 86.91553449630737
      },
      {
        "epoch": 34,
        "train_loss": 4.242719013824463,
        "train_acc": 0.05736,
        "test_loss": 5.307705741882324,
        "test_acc": 0.01,
        "lyapunov": 1.554588299273225,
        "grad_norm": 0.40056388572882007,
        "grad_max_sv": 0.19328901916742325,
        "grad_min_sv": 5.563922629570062e-09,
        "grad_condition": 45803958.546867594,
        "lr": 0.000878497527825878,
        "time_sec": 86.91433024406433
      },
      {
        "epoch": 35,
        "train_loss": 4.213116936340332,
        "train_acc": 0.06228,
        "test_loss": 5.048512329101563,
        "test_acc": 0.01,
        "lyapunov": 1.548424531126876,
        "grad_norm": 0.40286521350806986,
        "grad_max_sv": 0.18639697767794133,
        "grad_min_sv": 5.634928314929288e-09,
        "grad_condition": 47861656.46465705,
        "lr": 0.000871572412738697,
        "time_sec": 86.94499635696411
      },
      {
        "epoch": 36,
        "train_loss": 4.46321242477417,
        "train_acc": 0.02644,
        "test_loss": 7.976507986450195,
        "test_acc": 0.01,
        "lyapunov": 1.5736174876122828,
        "grad_norm": 0.3688662413553731,
        "grad_max_sv": 0.1843747731298208,
        "grad_min_sv": 1.027042620136494e-09,
        "grad_condition": 23392046595.39054,
        "lr": 0.0008644843137107055,
        "time_sec": 86.94508624076843
      },
      {
        "epoch": 37,
        "train_loss": 4.448079302368164,
        "train_acc": 0.02678,
        "test_loss": 5.779720497131348,
        "test_acc": 0.01,
        "lyapunov": 1.5641913728031052,
        "grad_norm": 0.3319698693631811,
        "grad_max_sv": 0.17876109518110753,
        "grad_min_sv": 2.4601973283386735e-10,
        "grad_condition": 23401419871.768867,
        "lr": 0.0008572363398164014,
        "time_sec": 86.95254611968994
      },
      {
        "epoch": 38,
        "train_loss": 4.4511954998779295,
        "train_acc": 0.02752,
        "test_loss": 9.1264736038208,
        "test_acc": 0.01,
        "lyapunov": 1.5642469356127102,
        "grad_norm": 0.2986469281617768,
        "grad_max_sv": 0.1681674152612686,
        "grad_min_sv": 2.3341577206836764e-10,
        "grad_condition": 26143404878.86806,
        "lr": 0.0008498316702566826,
        "time_sec": 87.00612330436707
      },
      {
        "epoch": 39,
        "train_loss": 4.4328032247924805,
        "train_acc": 0.03036,
        "test_loss": 10.002013760375977,
        "test_acc": 0.01,
        "lyapunov": 1.545380079532828,
        "grad_norm": 0.31612252817270037,
        "grad_max_sv": 0.17967074736952782,
        "grad_min_sv": 1.3078811700331324e-09,
        "grad_condition": 7630262604.515658,
        "lr": 0.0008422735529643442,
        "time_sec": 86.96651196479797
      },
      {
        "epoch": 40,
        "train_loss": 4.410691116485595,
        "train_acc": 0.03262,
        "test_loss": 10.329160571289062,
        "test_acc": 0.01,
        "lyapunov": 1.544363977963967,
        "grad_norm": 0.3305250196532406,
        "grad_max_sv": 0.18044610992074012,
        "grad_min_sv": 2.8862289467267156e-09,
        "grad_condition": 208503955.3202583,
        "lr": 0.0008345653031794289,
        "time_sec": 86.93889307975769
      },
      {
        "epoch": 41,
        "train_loss": 4.40241349319458,
        "train_acc": 0.03342,
        "test_loss": 7.508806234741211,
        "test_acc": 0.01,
        "lyapunov": 1.5479626981803523,
        "grad_norm": 0.37593581599125797,
        "grad_max_sv": 0.17868120335042476,
        "grad_min_sv": 2.733827051543125e-09,
        "grad_condition": 137280184.1727237,
        "lr": 0.0008267103019950526,
        "time_sec": 86.95495200157166
      },
      {
        "epoch": 42,
        "train_loss": 4.370949498138428,
        "train_acc": 0.03828,
        "test_loss": 6.459606773376465,
        "test_acc": 0.01,
        "lyapunov": 1.5444700297187357,
        "grad_norm": 0.3619230318860018,
        "grad_max_sv": 0.16240518875420093,
        "grad_min_sv": 3.560387096604445e-09,
        "grad_condition": 86248484.21915439,
        "lr": 0.0008187119948743447,
        "time_sec": 86.94808578491211
      },
      {
        "epoch": 43,
        "train_loss": 4.395889522705078,
        "train_acc": 0.03416,
        "test_loss": 7.4897293304443355,
        "test_acc": 0.01,
        "lyapunov": 1.5568798454216375,
        "grad_norm": 0.3066578397068162,
        "grad_max_sv": 0.15977313853800296,
        "grad_min_sv": 2.1426118134706616e-09,
        "grad_condition": 694043179.0150942,
        "lr": 0.000810573890139155,
        "time_sec": 86.97652959823608
      },
      {
        "epoch": 44,
        "train_loss": 4.395970639190674,
        "train_acc": 0.0331,
        "test_loss": 6.251794491577148,
        "test_acc": 0.01,
        "lyapunov": 1.5505369288842086,
        "grad_norm": 0.3558862909608559,
        "grad_max_sv": 0.15992271900177002,
        "grad_min_sv": 2.2060850382588092e-09,
        "grad_condition": 314610426.30490005,
        "lr": 0.0008022995574311873,
        "time_sec": 86.97155785560608
      },
      {
        "epoch": 45,
        "train_loss": 4.3631904621887205,
        "train_acc": 0.03756,
        "test_loss": 5.525508670043945,
        "test_acc": 0.01,
        "lyapunov": 1.5545306144772892,
        "grad_norm": 0.3150905966342124,
        "grad_max_sv": 0.15917456932365895,
        "grad_min_sv": 2.917880549419688e-09,
        "grad_condition": 172334946.43984643,
        "lr": 0.0007938926261462363,
        "time_sec": 86.95413851737976
      },
      {
        "epoch": 46,
        "train_loss": 4.385730860290527,
        "train_acc": 0.03456,
        "test_loss": 5.2734522521972655,
        "test_acc": 0.01,
        "lyapunov": 1.5768346917598755,
        "grad_norm": 0.30280594802628175,
        "grad_max_sv": 0.15774821415543555,
        "grad_min_sv": 3.0362800302642657e-09,
        "grad_condition": 276419213.49352396,
        "lr": 0.0007853567838422158,
        "time_sec": 86.9428277015686
      },
      {
        "epoch": 47,
        "train_loss": 4.421937339019776,
        "train_acc": 0.03154,
        "test_loss": 5.600688215637207,
        "test_acc": 0.01,
        "lyapunov": 1.5790051977957607,
        "grad_norm": 0.33072277785528675,
        "grad_max_sv": 0.16996506713330745,
        "grad_min_sv": 2.771691926927583e-09,
        "grad_condition": 320580453.11077607,
        "lr": 0.0007766957746216719,
        "time_sec": 86.92568945884705
      },
      {
        "epoch": 48,
        "train_loss": 4.417486723175049,
        "train_acc": 0.0318,
        "test_loss": 5.850329084014892,
        "test_acc": 0.01,
        "lyapunov": 1.5709409283859956,
        "grad_norm": 0.3015658481608736,
        "grad_max_sv": 0.16958414614200593,
        "grad_min_sv": 2.117095306404743e-09,
        "grad_condition": 1465805966.8142715,
        "lr": 0.0007679133974894982,
        "time_sec": 86.98221182823181
      },
      {
        "epoch": 49,
        "train_loss": 4.413777235107422,
        "train_acc": 0.03204,
        "test_loss": 5.770690809631348,
        "test_acc": 0.01,
        "lyapunov": 1.5579876326539022,
        "grad_norm": 0.3480252425503119,
        "grad_max_sv": 0.16178445334080607,
        "grad_min_sv": 2.0201714462289255e-09,
        "grad_condition": 2834174702.248597,
        "lr": 0.000759013504686565,
        "time_sec": 87.00604128837585
      },
      {
        "epoch": 50,
        "train_loss": 4.4205519735717775,
        "train_acc": 0.0298,
        "test_loss": 5.984611973571777,
        "test_acc": 0.01,
        "lyapunov": 1.5497863826239506,
        "grad_norm": 0.2905045703519568,
        "grad_max_sv": 0.15919520035386087,
        "grad_min_sv": 9.888408669417747e-10,
        "grad_condition": 5631365913.291557,
        "lr": 0.0007499999999999998,
        "time_sec": 86.96013498306274
      },
      {
        "epoch": 51,
        "train_loss": 4.41098743927002,
        "train_acc": 0.0325,
        "test_loss": 6.533537203979492,
        "test_acc": 0.01,
        "lyapunov": 1.555987215407974,
        "grad_norm": 0.30379457449464103,
        "grad_max_sv": 0.16679704934358597,
        "grad_min_sv": 2.413719297654146e-09,
        "grad_condition": 341047841.4947473,
        "lr": 0.0007408768370508575,
        "time_sec": 86.97173476219177
      },
      {
        "epoch": 52,
        "train_loss": 4.390000881347656,
        "train_acc": 0.03462,
        "test_loss": 5.217885815429687,
        "test_acc": 0.01,
        "lyapunov": 1.5600232867633594,
        "grad_norm": 0.32784156163445544,
        "grad_max_sv": 0.15694030448794366,
        "grad_min_sv": 2.8198880390462035e-09,
        "grad_condition": 111339990.40279654,
        "lr": 0.0007316480175599307,
        "time_sec": 86.9988853931427
      },
      {
        "epoch": 53,
        "train_loss": 4.288632299194336,
        "train_acc": 0.04882,
        "test_loss": 8.274944879150391,
        "test_acc": 0.01,
        "lyapunov": 1.565576893899142,
        "grad_norm": 0.3486314610649234,
        "grad_max_sv": 0.1506714668124914,
        "grad_min_sv": 3.930395829632172e-09,
        "grad_condition": 78544413.37347092,
        "lr": 0.0007223175895924635,
        "time_sec": 86.96367621421814
      },
      {
        "epoch": 54,
        "train_loss": 4.362063083496094,
        "train_acc": 0.03894,
        "test_loss": 5.243001276397705,
        "test_acc": 0.01,
        "lyapunov": 1.5714266458740624,
        "grad_norm": 0.33670855500975183,
        "grad_max_sv": 0.1638818845152855,
        "grad_min_sv": 3.341216674862535e-09,
        "grad_condition": 143330583.52604035,
        "lr": 0.0007128896457825361,
        "time_sec": 86.96970129013062
      },
      {
        "epoch": 55,
        "train_loss": 4.3985242970275875,
        "train_acc": 0.0349,
        "test_loss": 5.079080085754395,
        "test_acc": 0.01,
        "lyapunov": 1.557041028881317,
        "grad_norm": 0.3110407590384958,
        "grad_max_sv": 0.13654662668704987,
        "grad_min_sv": 3.0798576551929748e-09,
        "grad_condition": 90826613.18081078,
        "lr": 0.0007033683215378998,
        "time_sec": 86.96664762496948
      },
      {
        "epoch": 56,
        "train_loss": 4.3555380534362795,
        "train_acc": 0.03972,
        "test_loss": 5.452935369873047,
        "test_acc": 0.01,
        "lyapunov": 1.560518858987657,
        "grad_norm": 0.31258330150396313,
        "grad_max_sv": 0.15348581783473492,
        "grad_min_sv": 3.6443401876112836e-09,
        "grad_condition": 63305882.37131055,
        "lr": 0.0006937577932260512,
        "time_sec": 87.06724190711975
      },
      {
        "epoch": 57,
        "train_loss": 4.381474671783447,
        "train_acc": 0.03686,
        "test_loss": 7.36265283203125,
        "test_acc": 0.01,
        "lyapunov": 1.5697053960522118,
        "grad_norm": 0.3865664941898656,
        "grad_max_sv": 0.15512134719174356,
        "grad_min_sv": 3.3817354081872146e-09,
        "grad_condition": 457011679.7340926,
        "lr": 0.0006840622763423388,
        "time_sec": 87.06652784347534
      },
      {
        "epoch": 58,
        "train_loss": 4.403821620025635,
        "train_acc": 0.03228,
        "test_loss": 8.040378480529785,
        "test_acc": 0.01,
        "lyapunov": 1.5559333075038002,
        "grad_norm": 0.29135723667857816,
        "grad_max_sv": 0.16249749660491944,
        "grad_min_sv": 2.647806284818144e-09,
        "grad_condition": 607788328.9678621,
        "lr": 0.0006742860236609073,
        "time_sec": 87.00199866294861
      },
      {
        "epoch": 59,
        "train_loss": 4.402755667114258,
        "train_acc": 0.0333,
        "test_loss": 8.325734463500977,
        "test_acc": 0.01,
        "lyapunov": 1.5946810336978845,
        "grad_norm": 0.31029489050735465,
        "grad_max_sv": 0.15088103022426366,
        "grad_min_sv": 2.4962215631335606e-09,
        "grad_condition": 846951781.3818216,
        "lr": 0.0006644333233692913,
        "time_sec": 86.94004797935486
      },
      {
        "epoch": 60,
        "train_loss": 4.4194785871887206,
        "train_acc": 0.02986,
        "test_loss": 9.861287240600586,
        "test_acc": 0.01,
        "lyapunov": 1.5665948046442797,
        "grad_norm": 0.2681308492085899,
        "grad_max_sv": 0.13850090205669402,
        "grad_min_sv": 5.255404293767318e-10,
        "grad_condition": 4977286898.088277,
        "lr": 0.0006545084971874734,
        "time_sec": 86.9956967830658
      },
      {
        "epoch": 61,
        "train_loss": 4.416754204711914,
        "train_acc": 0.03102,
        "test_loss": 6.132235699462891,
        "test_acc": 0.01,
        "lyapunov": 1.5757032172454288,
        "grad_norm": 0.30003715480279103,
        "grad_max_sv": 0.13602122720330953,
        "grad_min_sv": 8.228586455857377e-10,
        "grad_condition": 13175326162.721104,
        "lr": 0.0006445158984722354,
        "time_sec": 86.99738907814026
      },
      {
        "epoch": 62,
        "train_loss": 4.400070931243897,
        "train_acc": 0.03248,
        "test_loss": 6.946181610870362,
        "test_acc": 0.01,
        "lyapunov": 1.5760818457664432,
        "grad_norm": 0.2705000538096509,
        "grad_max_sv": 0.1345938090234995,
        "grad_min_sv": 6.920980580521832e-10,
        "grad_condition": 1943244549.4253707,
        "lr": 0.0006344599103076324,
        "time_sec": 87.10566878318787
      },
      {
        "epoch": 63,
        "train_loss": 4.397411993865966,
        "train_acc": 0.03356,
        "test_loss": 6.4025613311767575,
        "test_acc": 0.01,
        "lyapunov": 1.5691703021373895,
        "grad_norm": 0.295770706108135,
        "grad_max_sv": 0.13735821805894374,
        "grad_min_sv": 6.700764958362821e-10,
        "grad_condition": 4282192212.8114214,
        "lr": 0.0006243449435824269,
        "time_sec": 87.11572027206421
      },
      {
        "epoch": 64,
        "train_loss": 4.411172714538575,
        "train_acc": 0.03268,
        "test_loss": 6.260893269348145,
        "test_acc": 0.01,
        "lyapunov": 1.5818147948940697,
        "grad_norm": 0.3079314625857066,
        "grad_max_sv": 0.12949498016387223,
        "grad_min_sv": 1.4190367893734219e-10,
        "grad_condition": 12329273937.565323,
        "lr": 0.0006141754350553275,
        "time_sec": 86.98852014541626
      },
      {
        "epoch": 65,
        "train_loss": 4.395129007568359,
        "train_acc": 0.03392,
        "test_loss": 6.5868188064575195,
        "test_acc": 0.01,
        "lyapunov": 1.5632798476597232,
        "grad_norm": 0.25782867400033804,
        "grad_max_sv": 0.12777244430035353,
        "grad_min_sv": 2.976579219378644e-10,
        "grad_condition": 5942895423.124485,
        "lr": 0.0006039558454088793,
        "time_sec": 87.11568331718445
      },
      {
        "epoch": 66,
        "train_loss": 4.406106295013427,
        "train_acc": 0.0315,
        "test_loss": 6.073413898468018,
        "test_acc": 0.01,
        "lyapunov": 1.576541522884613,
        "grad_norm": 0.30947554951534784,
        "grad_max_sv": 0.1285885890945792,
        "grad_min_sv": 5.432121253815892e-10,
        "grad_condition": 6217167701.43366,
        "lr": 0.000593690657292862,
        "time_sec": 87.17264008522034
      },
      {
        "epoch": 67,
        "train_loss": 4.393605449829102,
        "train_acc": 0.03414,
        "test_loss": 6.305842741394043,
        "test_acc": 0.01,
        "lyapunov": 1.5533494059082187,
        "grad_norm": 0.25961319227506663,
        "grad_max_sv": 0.12907455265522003,
        "grad_min_sv": 1.6513973369542203e-09,
        "grad_condition": 1871563855.9625301,
        "lr": 0.0005833843733580507,
        "time_sec": 87.04546856880188
      },
      {
        "epoch": 68,
        "train_loss": 4.397481441650391,
        "train_acc": 0.03526,
        "test_loss": 9.038330000305177,
        "test_acc": 0.01,
        "lyapunov": 1.5915909249459386,
        "grad_norm": 0.3105737189018771,
        "grad_max_sv": 0.1272705690935254,
        "grad_min_sv": 1.1124955923331755e-09,
        "grad_condition": 6291710890.600344,
        "lr": 0.0005730415142812054,
        "time_sec": 87.03171014785767
      },
      {
        "epoch": 69,
        "train_loss": 4.432055924072266,
        "train_acc": 0.02954,
        "test_loss": 6.220795520019531,
        "test_acc": 0.01,
        "lyapunov": 1.606788797756595,
        "grad_norm": 0.2965672457851634,
        "grad_max_sv": 0.11880129799246789,
        "grad_min_sv": 5.90287951778381e-11,
        "grad_condition": 15582797170.964344,
        "lr": 0.0005626666167821517,
        "time_sec": 87.01269674301147
      },
      {
        "epoch": 70,
        "train_loss": 4.433936797943115,
        "train_acc": 0.02888,
        "test_loss": 6.659252740478515,
        "test_acc": 0.01,
        "lyapunov": 1.5713767874271363,
        "grad_norm": 0.23364690554453782,
        "grad_max_sv": 0.11591648273169994,
        "grad_min_sv": 1.5320265177461676e-10,
        "grad_condition": 17166771390.34465,
        "lr": 0.0005522642316338265,
        "time_sec": 87.01791882514954
      },
      {
        "epoch": 71,
        "train_loss": 4.438748676300049,
        "train_acc": 0.02874,
        "test_loss": 6.609808558654785,
        "test_acc": 0.01,
        "lyapunov": 1.584676984021121,
        "grad_norm": 0.2633441624923964,
        "grad_max_sv": 0.11810853406786918,
        "grad_min_sv": 1.1007920121830777e-10,
        "grad_condition": 12701526680.721195,
        "lr": 0.0005418389216661573,
        "time_sec": 86.99067282676697
      },
      {
        "epoch": 72,
        "train_loss": 4.428876764984131,
        "train_acc": 0.029,
        "test_loss": 7.024348274230957,
        "test_acc": 0.01,
        "lyapunov": 1.5694371559430875,
        "grad_norm": 0.2586705276163511,
        "grad_max_sv": 0.11742300663609058,
        "grad_min_sv": 4.3393096759821404e-11,
        "grad_condition": 17654480120.057854,
        "lr": 0.0005313952597646563,
        "time_sec": 86.99662733078003
      },
      {
        "epoch": 73,
        "train_loss": 4.406545689849853,
        "train_acc": 0.033,
        "test_loss": 5.295959346008301,
        "test_acc": 0.01,
        "lyapunov": 1.598822437283938,
        "grad_norm": 0.48160257702896175,
        "grad_max_sv": 0.12682502008974553,
        "grad_min_sv": 1.6137241577078923e-09,
        "grad_condition": 1098514733.1527858,
        "lr": 0.0005209378268645994,
        "time_sec": 86.98713731765747
      },
      {
        "epoch": 74,
        "train_loss": 4.371206529998779,
        "train_acc": 0.03752,
        "test_loss": 6.3423968727111815,
        "test_acc": 0.01,
        "lyapunov": 1.5900212995841374,
        "grad_norm": 0.2599656462367281,
        "grad_max_sv": 0.11894330121576786,
        "grad_min_sv": 2.0068056321743966e-09,
        "grad_condition": 322985873.66543674,
        "lr": 0.0005104712099416781,
        "time_sec": 87.01381850242615
      },
      {
        "epoch": 75,
        "train_loss": 4.4355110260009765,
        "train_acc": 0.03008,
        "test_loss": 6.5740388412475586,
        "test_acc": 0.01,
        "lyapunov": 1.5995566000414017,
        "grad_norm": 0.46971014639594094,
        "grad_max_sv": 0.11837511248886586,
        "grad_min_sv": 9.224606550920768e-10,
        "grad_condition": 5756377475.535638,
        "lr": 0.0004999999999999996,
        "time_sec": 86.98455214500427
      },
      {
        "epoch": 76,
        "train_loss": 4.386026970672607,
        "train_acc": 0.03692,
        "test_loss": 7.027304895019531,
        "test_acc": 0.01,
        "lyapunov": 1.5754540259271022,
        "grad_norm": 0.26903612071874217,
        "grad_max_sv": 0.11812076661735774,
        "grad_min_sv": 2.299920467269123e-09,
        "grad_condition": 91850509.00722608,
        "lr": 0.0004895287900583212,
        "time_sec": 86.98026323318481
      },
      {
        "epoch": 77,
        "train_loss": 4.393477527923584,
        "train_acc": 0.03412,
        "test_loss": 6.660316326904297,
        "test_acc": 0.01,
        "lyapunov": 1.5862211976819636,
        "grad_norm": 0.3013890397473114,
        "grad_max_sv": 0.1351075556129217,
        "grad_min_sv": 2.3924681109713588e-09,
        "grad_condition": 445706368.4192219,
        "lr": 0.0004790621731353997,
        "time_sec": 86.97005081176758
      },
      {
        "epoch": 78,
        "train_loss": 4.546225792083741,
        "train_acc": 0.0251,
        "test_loss": 5.343878612518311,
        "test_acc": 0.01,
        "lyapunov": 1.5964782609963966,
        "grad_norm": 0.90282337732271,
        "grad_max_sv": 0.20608680080622435,
        "grad_min_sv": 2.659187132906355e-09,
        "grad_condition": 7860910669.836441,
        "lr": 0.000468604740235343,
        "time_sec": 86.96122479438782
      },
      {
        "epoch": 79,
        "train_loss": 4.357597355346679,
        "train_acc": 0.04282,
        "test_loss": 8.47580428466797,
        "test_acc": 0.01,
        "lyapunov": 1.6247231682853016,
        "grad_norm": 0.3014093640980023,
        "grad_max_sv": 0.13778700064867735,
        "grad_min_sv": 3.3349062959070475e-09,
        "grad_condition": 113414547.08337688,
        "lr": 0.00045816107833384175,
        "time_sec": 86.99122476577759
      },
      {
        "epoch": 80,
        "train_loss": 4.353704885253906,
        "train_acc": 0.04112,
        "test_loss": 7.1475914855957035,
        "test_acc": 0.01,
        "lyapunov": 1.646431783581024,
        "grad_norm": 0.2930066807721922,
        "grad_max_sv": 0.14062532242387532,
        "grad_min_sv": 3.158852413670532e-09,
        "grad_condition": 56459529.26701255,
        "lr": 0.0004477357683661729,
        "time_sec": 86.95756244659424
      },
      {
        "epoch": 81,
        "train_loss": 4.300996598510742,
        "train_acc": 0.0489,
        "test_loss": 5.905246903991699,
        "test_acc": 0.01,
        "lyapunov": 1.5976380972606141,
        "grad_norm": 0.3041834155807877,
        "grad_max_sv": 0.14135726243257524,
        "grad_min_sv": 3.5767058866736924e-09,
        "grad_condition": 57327864.423104,
        "lr": 0.00043733338321784746,
        "time_sec": 86.97077941894531
      },
      {
        "epoch": 82,
        "train_loss": 4.3091406649780275,
        "train_acc": 0.04946,
        "test_loss": 7.282952543640136,
        "test_acc": 0.01,
        "lyapunov": 1.6646705594514033,
        "grad_norm": 0.32878525949020004,
        "grad_max_sv": 0.1341265318915248,
        "grad_min_sv": 3.612622626048001e-09,
        "grad_condition": 55658705.11435084,
        "lr": 0.0004269584857187939,
        "time_sec": 86.95407176017761
      },
      {
        "epoch": 83,
        "train_loss": 4.3103489337158205,
        "train_acc": 0.0477,
        "test_loss": 6.477012939453125,
        "test_acc": 0.01,
        "lyapunov": 1.6391792172361213,
        "grad_norm": 0.2962764376330481,
        "grad_max_sv": 0.13159138858318328,
        "grad_min_sv": 3.4047045499975907e-09,
        "grad_condition": 518340281.28618824,
        "lr": 0.0004166156266419484,
        "time_sec": 86.94712162017822
      },
      {
        "epoch": 84,
        "train_loss": 4.36897839553833,
        "train_acc": 0.03928,
        "test_loss": 7.850455484008789,
        "test_acc": 0.01,
        "lyapunov": 1.6661204986864953,
        "grad_norm": 0.28424512363766397,
        "grad_max_sv": 0.13404478561133146,
        "grad_min_sv": 3.010059496851036e-09,
        "grad_condition": 3110503073.168424,
        "lr": 0.0004063093427071373,
        "time_sec": 86.97210931777954
      },
      {
        "epoch": 85,
        "train_loss": 4.437010177459717,
        "train_acc": 0.03262,
        "test_loss": 9.851054901123048,
        "test_acc": 0.01,
        "lyapunov": 1.8142987602507061,
        "grad_norm": 0.2956023765215779,
        "grad_max_sv": 0.1340159485116601,
        "grad_min_sv": 1.7363556922736066e-09,
        "grad_condition": 1531015855.923596,
        "lr": 0.0003960441545911199,
        "time_sec": 86.96314144134521
      },
      {
        "epoch": 86,
        "train_loss": 4.416305867919922,
        "train_acc": 0.03328,
        "test_loss": 8.345118670654298,
        "test_acc": 0.01,
        "lyapunov": 1.6857655969117304,
        "grad_norm": 0.36818360732987215,
        "grad_max_sv": 0.1309028506744653,
        "grad_min_sv": 1.6532958094842372e-09,
        "grad_condition": 3316626722.3164024,
        "lr": 0.0003858245649446718,
        "time_sec": 86.98166847229004
      },
      {
        "epoch": 87,
        "train_loss": 4.4015829487609865,
        "train_acc": 0.03524,
        "test_loss": 12.013820776367188,
        "test_acc": 0.01,
        "lyapunov": 1.7373071418089026,
        "grad_norm": 0.2760253519467448,
        "grad_max_sv": 0.1359336195513606,
        "grad_min_sv": 2.3007044532528943e-09,
        "grad_condition": 346456514.74827063,
        "lr": 0.00037565505641757235,
        "time_sec": 86.93886590003967
      },
      {
        "epoch": 88,
        "train_loss": 4.4740436238098145,
        "train_acc": 0.0295,
        "test_loss": 6.990837461853027,
        "test_acc": 0.01,
        "lyapunov": 1.6694230228433828,
        "grad_norm": 0.43177687387451896,
        "grad_max_sv": 0.18005888294428588,
        "grad_min_sv": 2.4754363480046505e-09,
        "grad_condition": 195635928.7701267,
        "lr": 0.00036554008969236695,
        "time_sec": 86.95178961753845
      },
      {
        "epoch": 89,
        "train_loss": 4.411496069488526,
        "train_acc": 0.03514,
        "test_loss": 11.70218861694336,
        "test_acc": 0.01,
        "lyapunov": 1.7507646498472795,
        "grad_norm": 0.31033816746007103,
        "grad_max_sv": 0.14542356096208095,
        "grad_min_sv": 2.638068418488876e-09,
        "grad_condition": 139957124.11622453,
        "lr": 0.0003554841015277638,
        "time_sec": 86.93717288970947
      },
      {
        "epoch": 90,
        "train_loss": 4.404713847961426,
        "train_acc": 0.03648,
        "test_loss": 9.9756316696167,
        "test_acc": 0.01,
        "lyapunov": 1.807755483995618,
        "grad_norm": 0.35906280668802704,
        "grad_max_sv": 0.1372342212125659,
        "grad_min_sv": 2.7565777874737076e-09,
        "grad_condition": 675780697.8457712,
        "lr": 0.000345491502812526,
        "time_sec": 86.93306636810303
      },
      {
        "epoch": 91,
        "train_loss": 4.408483022918701,
        "train_acc": 0.0368,
        "test_loss": 7.146534729003906,
        "test_acc": 0.01,
        "lyapunov": 1.801394305570656,
        "grad_norm": 0.3109524713855987,
        "grad_max_sv": 0.13791952189058065,
        "grad_min_sv": 2.771594766713681e-09,
        "grad_condition": 92088285.24973363,
        "lr": 0.0003355666766307081,
        "time_sec": 87.15299654006958
      },
      {
        "epoch": 92,
        "train_loss": 4.409290451202392,
        "train_acc": 0.03586,
        "test_loss": 14.403669937133788,
        "test_acc": 0.01,
        "lyapunov": 1.7155236371642792,
        "grad_norm": 0.4463202756830642,
        "grad_max_sv": 0.1406608471646905,
        "grad_min_sv": 2.481988065313384e-09,
        "grad_condition": 2274242135.598548,
        "lr": 0.00032571397633909225,
        "time_sec": 86.9645299911499
      },
      {
        "epoch": 93,
        "train_loss": 4.38183258102417,
        "train_acc": 0.03594,
        "test_loss": 14.732258331298828,
        "test_acc": 0.01,
        "lyapunov": 1.642303287525616,
        "grad_norm": 0.28509807189744846,
        "grad_max_sv": 0.14340070001780986,
        "grad_min_sv": 2.788214630510509e-09,
        "grad_condition": 661394156.996754,
        "lr": 0.00031593772365766094,
        "time_sec": 86.95910167694092
      },
      {
        "epoch": 94,
        "train_loss": 4.385672190704346,
        "train_acc": 0.03708,
        "test_loss": 14.926625048828125,
        "test_acc": 0.01,
        "lyapunov": 1.6731561519910612,
        "grad_norm": 0.3134461909653867,
        "grad_max_sv": 0.13709199130535127,
        "grad_min_sv": 2.8174823593109245e-09,
        "grad_condition": 118734750.50598077,
        "lr": 0.0003062422067739483,
        "time_sec": 86.92044115066528
      },
      {
        "epoch": 95,
        "train_loss": 4.3819806816101075,
        "train_acc": 0.03738,
        "test_loss": 11.074764614868164,
        "test_acc": 0.01,
        "lyapunov": 1.7133415379487644,
        "grad_norm": 0.33153421078042083,
        "grad_max_sv": 0.1331325426697731,
        "grad_min_sv": 2.8642708720452715e-09,
        "grad_condition": 165102808.59407786,
        "lr": 0.00029663167846209965,
        "time_sec": 86.93906211853027
      },
      {
        "epoch": 96,
        "train_loss": 4.404074432220459,
        "train_acc": 0.03724,
        "test_loss": 10.12900542602539,
        "test_acc": 0.01,
        "lyapunov": 1.7632283039410095,
        "grad_norm": 0.3911637522793098,
        "grad_max_sv": 0.12627853509038686,
        "grad_min_sv": 2.4115265688864905e-09,
        "grad_condition": 541677422.6672779,
        "lr": 0.00028711035421746345,
        "time_sec": 86.93936419487
      },
      {
        "epoch": 97,
        "train_loss": 4.451261331481934,
        "train_acc": 0.0326,
        "test_loss": 5.3055485847473145,
        "test_acc": 0.01,
        "lyapunov": 1.8559754114321736,
        "grad_norm": 0.5079628716235006,
        "grad_max_sv": 0.12650683380197733,
        "grad_min_sv": 1.8654332285903626e-09,
        "grad_condition": 10465021306.197956,
        "lr": 0.00027768241040753615,
        "time_sec": 86.9362096786499
      },
      {
        "epoch": 98,
        "train_loss": 4.457196118621826,
        "train_acc": 0.03388,
        "test_loss": 5.874557138061523,
        "test_acc": 0.01,
        "lyapunov": 1.8899869574305346,
        "grad_norm": 0.40869012587460146,
        "grad_max_sv": 0.136830860003829,
        "grad_min_sv": 2.1947758774298626e-09,
        "grad_condition": 2135302003.3466086,
        "lr": 0.00026835198244006903,
        "time_sec": 86.93851733207703
      },
      {
        "epoch": 99,
        "train_loss": 4.461137276153565,
        "train_acc": 0.03376,
        "test_loss": 7.712980445861817,
        "test_acc": 0.01,
        "lyapunov": 1.9207234422264197,
        "grad_norm": 0.44593651641010523,
        "grad_max_sv": 0.154570347443223,
        "grad_min_sv": 2.743885928125303e-09,
        "grad_condition": 11426608589.300367,
        "lr": 0.0002591231629491421,
        "time_sec": 86.93646287918091
      },
      {
        "epoch": 100,
        "train_loss": 4.4880205709838865,
        "train_acc": 0.0309,
        "test_loss": 4.7405736495971675,
        "test_acc": 0.01,
        "lyapunov": 1.9402269292670442,
        "grad_norm": 0.5314169008984867,
        "grad_max_sv": 0.17140868678689003,
        "grad_min_sv": 2.9702306628132115e-09,
        "grad_condition": 68768483.18390863,
        "lr": 0.0002499999999999997,
        "time_sec": 86.96372699737549
      },
      {
        "epoch": 101,
        "train_loss": 4.516919324493408,
        "train_acc": 0.02856,
        "test_loss": 4.631107287597656,
        "test_acc": 0.01,
        "lyapunov": 1.8684387063736196,
        "grad_norm": 0.40457693704891007,
        "grad_max_sv": 0.17230616863816978,
        "grad_min_sv": 3.0731200580808025e-09,
        "grad_condition": 123538009.91902074,
        "lr": 0.00024098649531343477,
        "time_sec": 86.94155859947205
      },
      {
        "epoch": 102,
        "train_loss": 4.4609598399353025,
        "train_acc": 0.03628,
        "test_loss": 4.7487232215881345,
        "test_acc": 0.01,
        "lyapunov": 1.9666810218635422,
        "grad_norm": 1.4354338025926532,
        "grad_max_sv": 0.1278171473182738,
        "grad_min_sv": 2.1240830764037368e-09,
        "grad_condition": 9763663835.33721,
        "lr": 0.0002320866025105016,
        "time_sec": 86.95742726325989
      },
      {
        "epoch": 103,
        "train_loss": 4.386784707641602,
        "train_acc": 0.04782,
        "test_loss": 4.745209142303467,
        "test_acc": 0.01,
        "lyapunov": 2.016990929918216,
        "grad_norm": 0.7337516988127725,
        "grad_max_sv": 0.13401773255318403,
        "grad_min_sv": 3.1091931931848117e-09,
        "grad_condition": 60104344.68401686,
        "lr": 0.0002233042253783278,
        "time_sec": 86.95129346847534
      },
      {
        "epoch": 104,
        "train_loss": 4.375011655273438,
        "train_acc": 0.04672,
        "test_loss": 4.693084164428711,
        "test_acc": 0.01,
        "lyapunov": 1.9775711432137453,
        "grad_norm": 1.0479430580386422,
        "grad_max_sv": 0.12959324829280378,
        "grad_min_sv": 3.1502246932574305e-09,
        "grad_condition": 77237986.61774956,
        "lr": 0.000214643216157784,
        "time_sec": 86.95826411247253
      },
      {
        "epoch": 105,
        "train_loss": 4.405172659912109,
        "train_acc": 0.04668,
        "test_loss": 4.741758982849121,
        "test_acc": 0.01,
        "lyapunov": 2.0328768131982944,
        "grad_norm": 0.4687797625820131,
        "grad_max_sv": 0.12328344490379095,
        "grad_min_sv": 3.1737769629405777e-09,
        "grad_condition": 85772134.99380484,
        "lr": 0.00020610737385376332,
        "time_sec": 86.93880844116211
      },
      {
        "epoch": 106,
        "train_loss": 4.356244638671875,
        "train_acc": 0.04978,
        "test_loss": 4.669058666992187,
        "test_acc": 0.01,
        "lyapunov": 1.8990197315850221,
        "grad_norm": 0.4676609605386515,
        "grad_max_sv": 0.13252175226807594,
        "grad_min_sv": 3.525467490855805e-09,
        "grad_condition": 52596210.13089059,
        "lr": 0.00019770044256881242,
        "time_sec": 86.96025395393372
      },
      {
        "epoch": 107,
        "train_loss": 4.388246943969727,
        "train_acc": 0.04924,
        "test_loss": 4.68506374206543,
        "test_acc": 0.01,
        "lyapunov": 1.9624325927261197,
        "grad_norm": 0.4545225835797128,
        "grad_max_sv": 0.13236304577440022,
        "grad_min_sv": 3.35203632160358e-09,
        "grad_condition": 105742345.63281551,
        "lr": 0.0001894261098608447,
        "time_sec": 86.91460108757019
      },
      {
        "epoch": 108,
        "train_loss": 4.3695238963317875,
        "train_acc": 0.0483,
        "test_loss": 4.651059510803223,
        "test_acc": 0.01,
        "lyapunov": 1.9490872517876003,
        "grad_norm": 0.3584506383494584,
        "grad_max_sv": 0.13239602297544478,
        "grad_min_sv": 3.544706423871946e-09,
        "grad_condition": 66536799.35327874,
        "lr": 0.000181288005125655,
        "time_sec": 86.93394088745117
      },
      {
        "epoch": 109,
        "train_loss": 4.394715529022217,
        "train_acc": 0.04782,
        "test_loss": 4.621646475219727,
        "test_acc": 0.01,
        "lyapunov": 2.0419393695528854,
        "grad_norm": 0.4760680798020925,
        "grad_max_sv": 0.12705831751227378,
        "grad_min_sv": 3.4668329873532855e-09,
        "grad_condition": 42335589.552427046,
        "lr": 0.0001732896980049473,
        "time_sec": 86.94732666015625
      },
      {
        "epoch": 110,
        "train_loss": 4.396159273681641,
        "train_acc": 0.04692,
        "test_loss": 4.635798811340332,
        "test_acc": 0.01,
        "lyapunov": 1.9756651958236304,
        "grad_norm": 0.5216765889891325,
        "grad_max_sv": 0.1416484847664833,
        "grad_min_sv": 3.2233721108509276e-09,
        "grad_condition": 671403726.1537082,
        "lr": 0.00016543469682057076,
        "time_sec": 86.9427604675293
      },
      {
        "epoch": 111,
        "train_loss": 4.381094040985108,
        "train_acc": 0.04852,
        "test_loss": 4.627859112548828,
        "test_acc": 0.01,
        "lyapunov": 1.9908651262902848,
        "grad_norm": 0.45725032205485455,
        "grad_max_sv": 0.1261982116382569,
        "grad_min_sv": 3.3899231258877062e-09,
        "grad_condition": 95101801.02691573,
        "lr": 0.00015772644703565552,
        "time_sec": 86.96308636665344
      },
      {
        "epoch": 112,
        "train_loss": 4.365775197753906,
        "train_acc": 0.04556,
        "test_loss": 4.630611195373535,
        "test_acc": 0.01,
        "lyapunov": 1.7899589819066666,
        "grad_norm": 0.327253288333232,
        "grad_max_sv": 0.12595976889133453,
        "grad_min_sv": 3.5455886261692714e-09,
        "grad_condition": 83078444.71479167,
        "lr": 0.00015016832974331713,
        "time_sec": 86.92891812324524
      },
      {
        "epoch": 113,
        "train_loss": 4.326185424499512,
        "train_acc": 0.04906,
        "test_loss": 4.624507279968261,
        "test_acc": 0.01,
        "lyapunov": 1.743294736308515,
        "grad_norm": 0.30709867178590255,
        "grad_max_sv": 0.12423296440392732,
        "grad_min_sv": 3.5773004710814434e-09,
        "grad_condition": 294726116.3341021,
        "lr": 0.00014276366018359834,
        "time_sec": 86.93962240219116
      },
      {
        "epoch": 114,
        "train_loss": 4.36080623336792,
        "train_acc": 0.04476,
        "test_loss": 4.638040520477295,
        "test_acc": 0.01,
        "lyapunov": 1.7487388175466787,
        "grad_norm": 0.2896504251843997,
        "grad_max_sv": 0.12205407582223415,
        "grad_min_sv": 3.2766004282210047e-09,
        "grad_condition": 256392136.90108904,
        "lr": 0.00013551568628929425,
        "time_sec": 86.93535208702087
      },
      {
        "epoch": 115,
        "train_loss": 4.368169149475098,
        "train_acc": 0.0457,
        "test_loss": 4.695854078674317,
        "test_acc": 0.01,
        "lyapunov": 1.7834696016653115,
        "grad_norm": 0.292592900967331,
        "grad_max_sv": 0.11619443818926811,
        "grad_min_sv": 3.1756336950887087e-09,
        "grad_condition": 1621784198.0725887,
        "lr": 0.00012842758726130276,
        "time_sec": 86.98673295974731
      },
      {
        "epoch": 116,
        "train_loss": 4.387150159606934,
        "train_acc": 0.04296,
        "test_loss": 4.669398309326172,
        "test_acc": 0.01,
        "lyapunov": 1.90544245035752,
        "grad_norm": 0.3736850472793119,
        "grad_max_sv": 0.11484571509063243,
        "grad_min_sv": 3.1586906028280294e-09,
        "grad_condition": 96176772.93288267,
        "lr": 0.0001215024721741218,
        "time_sec": 86.95901346206665
      },
      {
        "epoch": 117,
        "train_loss": 4.474187949371338,
        "train_acc": 0.04052,
        "test_loss": 4.7027623680114745,
        "test_acc": 0.01,
        "lyapunov": 2.13019656860615,
        "grad_norm": 0.4706454049323369,
        "grad_max_sv": 0.15399074126034976,
        "grad_min_sv": 3.3639367810409104e-09,
        "grad_condition": 148375942.6842225,
        "lr": 0.00011474337861210538,
        "time_sec": 86.95926237106323
      },
      {
        "epoch": 118,
        "train_loss": 4.414019877319336,
        "train_acc": 0.04538,
        "test_loss": 4.650316640472412,
        "test_acc": 0.01,
        "lyapunov": 2.0560264450204953,
        "grad_norm": 0.42333097819604315,
        "grad_max_sv": 0.11436628978699445,
        "grad_min_sv": 3.070071629500382e-09,
        "grad_condition": 1871812696.3982494,
        "lr": 0.00010815327133708009,
        "time_sec": 86.95543646812439
      },
      {
        "epoch": 119,
        "train_loss": 4.386474652862549,
        "train_acc": 0.04654,
        "test_loss": 4.6715775375366215,
        "test_acc": 0.01,
        "lyapunov": 1.969224628889957,
        "grad_norm": 0.47947570620147545,
        "grad_max_sv": 0.1272017750889063,
        "grad_min_sv": 3.3292521794958674e-09,
        "grad_condition": 61497599.9453614,
        "lr": 0.00010173504098790182,
        "time_sec": 86.94949531555176
      },
      {
        "epoch": 120,
        "train_loss": 4.384591791992188,
        "train_acc": 0.04658,
        "test_loss": 4.632473320007324,
        "test_acc": 0.0077,
        "lyapunov": 1.9927328724385527,
        "grad_norm": 0.5289661566724388,
        "grad_max_sv": 0.1261268701404333,
        "grad_min_sv": 3.4284845490395456e-09,
        "grad_condition": 48538207.83291945,
        "lr": 9.549150281252629e-05,
        "time_sec": 86.94581913948059
      },
      {
        "epoch": 121,
        "train_loss": 4.385587129669189,
        "train_acc": 0.04774,
        "test_loss": 4.632090152740479,
        "test_acc": 0.01,
        "lyapunov": 2.0432661521770155,
        "grad_norm": 0.4859111606482192,
        "grad_max_sv": 0.11864052936434746,
        "grad_min_sv": 3.4766741936753665e-09,
        "grad_condition": 60808462.870111085,
        "lr": 8.942539543314794e-05,
        "time_sec": 86.94836401939392
      },
      {
        "epoch": 122,
        "train_loss": 4.37459453338623,
        "train_acc": 0.05042,
        "test_loss": 4.624907290649414,
        "test_acc": 0.01,
        "lyapunov": 2.0131407037110587,
        "grad_norm": 0.4855933253122246,
        "grad_max_sv": 0.11917878109961748,
        "grad_min_sv": 3.5260590100505416e-09,
        "grad_condition": 40236226.2868594,
        "lr": 8.353937964495024e-05,
        "time_sec": 86.96557188034058
      },
      {
        "epoch": 123,
        "train_loss": 4.384435540771484,
        "train_acc": 0.04966,
        "test_loss": 4.6222803535461425,
        "test_acc": 0.01,
        "lyapunov": 2.056239744891291,
        "grad_norm": 0.4869249888343625,
        "grad_max_sv": 0.13170703500509262,
        "grad_min_sv": 3.4749707009465447e-09,
        "grad_condition": 81569926.69224386,
        "lr": 7.783603724899243e-05,
        "time_sec": 86.94557666778564
      },
      {
        "epoch": 124,
        "train_loss": 4.411828415222168,
        "train_acc": 0.04734,
        "test_loss": 4.617088554382324,
        "test_acc": 0.01,
        "lyapunov": 2.088481501850021,
        "grad_norm": 0.6074321406428054,
        "grad_max_sv": 0.13408620320260525,
        "grad_min_sv": 3.669820186798234e-09,
        "grad_condition": 89563715.17480934,
        "lr": 7.231786991974666e-05,
        "time_sec": 86.94801068305969
      },
      {
        "epoch": 125,
        "train_loss": 4.379881989440918,
        "train_acc": 0.04928,
        "test_loss": 4.626477690124512,
        "test_acc": 0.01,
        "lyapunov": 2.0224476098404516,
        "grad_norm": 0.5566340932563276,
        "grad_max_sv": 0.11598262693732977,
        "grad_min_sv": 3.3913336450717977e-09,
        "grad_condition": 154440174.8024956,
        "lr": 6.698729810778072e-05,
        "time_sec": 86.95501017570496
      },
      {
        "epoch": 126,
        "train_loss": 4.406389302368164,
        "train_acc": 0.04668,
        "test_loss": 4.62824654006958,
        "test_acc": 0.01,
        "lyapunov": 2.0166642894525357,
        "grad_norm": 0.5564968205221957,
        "grad_max_sv": 0.12961208932101725,
        "grad_min_sv": 3.404863768707855e-09,
        "grad_condition": 46850126.917104796,
        "lr": 6.184665997806817e-05,
        "time_sec": 86.89860510826111
      },
      {
        "epoch": 127,
        "train_loss": 4.421845231018066,
        "train_acc": 0.04476,
        "test_loss": 4.664912997436524,
        "test_acc": 0.01,
        "lyapunov": 2.0588970028835796,
        "grad_norm": 0.54518049391847,
        "grad_max_sv": 0.13061115611344576,
        "grad_min_sv": 3.511758283128441e-09,
        "grad_condition": 220500422.1836423,
        "lr": 5.6898210384392595e-05,
        "time_sec": 86.902822971344
      },
      {
        "epoch": 128,
        "train_loss": 4.466351209259034,
        "train_acc": 0.04156,
        "test_loss": 4.625092854309082,
        "test_acc": 0.01,
        "lyapunov": 2.054337273168442,
        "grad_norm": 0.8009056003184672,
        "grad_max_sv": 0.15183761473745108,
        "grad_min_sv": 3.3345070037309657e-09,
        "grad_condition": 1708739228.5454607,
        "lr": 5.214411988029363e-05,
        "time_sec": 86.9044144153595
      },
      {
        "epoch": 129,
        "train_loss": 4.410576982879639,
        "train_acc": 0.0476,
        "test_loss": 4.881959016418457,
        "test_acc": 0.01,
        "lyapunov": 2.066727384277012,
        "grad_norm": 0.5318034857860106,
        "grad_max_sv": 0.13615109845995904,
        "grad_min_sv": 3.475596455342761e-09,
        "grad_condition": 319815003.9823411,
        "lr": 4.7586473766990294e-05,
        "time_sec": 86.9201877117157
      },
      {
        "epoch": 130,
        "train_loss": 4.433161810302734,
        "train_acc": 0.04566,
        "test_loss": 4.664642805480957,
        "test_acc": 0.01,
        "lyapunov": 2.0571704889502365,
        "grad_norm": 0.6233163181376318,
        "grad_max_sv": 0.1495013041421771,
        "grad_min_sv": 3.495363523273176e-09,
        "grad_condition": 164232362.84179428,
        "lr": 4.32272711786996e-05,
        "time_sec": 86.9145233631134
      },
      {
        "epoch": 131,
        "train_loss": 4.559218102874756,
        "train_acc": 0.03048,
        "test_loss": 6.326250002288818,
        "test_acc": 0.01,
        "lyapunov": 1.9217658497183525,
        "grad_norm": 0.7564931295651885,
        "grad_max_sv": 0.2271105471998453,
        "grad_min_sv": 3.6081980313296123e-09,
        "grad_condition": 117749026.05203581,
        "lr": 3.906842420574966e-05,
        "time_sec": 86.89276170730591
      },
      {
        "epoch": 132,
        "train_loss": 4.559870092773438,
        "train_acc": 0.03412,
        "test_loss": 5.827829841613769,
        "test_acc": 0.01,
        "lyapunov": 2.123707967950865,
        "grad_norm": 0.6846614047113081,
        "grad_max_sv": 0.20084010064601898,
        "grad_min_sv": 3.3751881069101626e-09,
        "grad_condition": 872873152.1371578,
        "lr": 3.5111757055874305e-05,
        "time_sec": 86.91409301757812
      },
      {
        "epoch": 133,
        "train_loss": 4.433041811676025,
        "train_acc": 0.04474,
        "test_loss": 5.367306958007813,
        "test_acc": 0.01,
        "lyapunov": 2.0676878599254676,
        "grad_norm": 0.5862986449277,
        "grad_max_sv": 0.14338587652891874,
        "grad_min_sv": 3.311574372187598e-09,
        "grad_condition": 132479663.36386319,
        "lr": 3.1359005254054254e-05,
        "time_sec": 86.91529488563538
      },
      {
        "epoch": 134,
        "train_loss": 4.398417986602783,
        "train_acc": 0.04772,
        "test_loss": 4.720828105163574,
        "test_acc": 0.01,
        "lyapunov": 2.0894959808310585,
        "grad_norm": 0.5265195386524826,
        "grad_max_sv": 0.12358421217650176,
        "grad_min_sv": 3.3169084333317666e-09,
        "grad_condition": 75397884.58751842,
        "lr": 2.7811814881259484e-05,
        "time_sec": 86.98745679855347
      },
      {
        "epoch": 135,
        "train_loss": 4.413595640716553,
        "train_acc": 0.04784,
        "test_loss": 4.712530905151367,
        "test_acc": 0.01,
        "lyapunov": 2.1319035063009433,
        "grad_norm": 0.5366514710399874,
        "grad_max_sv": 0.12893760427832604,
        "grad_min_sv": 3.733237558065788e-09,
        "grad_condition": 129039558.48728514,
        "lr": 2.4471741852423218e-05,
        "time_sec": 86.93967342376709
      },
      {
        "epoch": 136,
        "train_loss": 4.405735962677002,
        "train_acc": 0.04902,
        "test_loss": 4.652213160705567,
        "test_acc": 0.01,
        "lyapunov": 2.1043942465501675,
        "grad_norm": 0.5842194415437647,
        "grad_max_sv": 0.13640696089714766,
        "grad_min_sv": 3.6649167473382093e-09,
        "grad_condition": 67841494.7867911,
        "lr": 2.1340251233966362e-05,
        "time_sec": 86.92829084396362
      },
      {
        "epoch": 137,
        "train_loss": 4.409075500030518,
        "train_acc": 0.04824,
        "test_loss": 4.6458401512146,
        "test_acc": 0.01,
        "lyapunov": 2.1048210426364715,
        "grad_norm": 0.6189485837537402,
        "grad_max_sv": 0.12394427489489317,
        "grad_min_sv": 3.56216997565717e-09,
        "grad_condition": 43191541.57949173,
        "lr": 1.8418716601170932e-05,
        "time_sec": 86.98851037025452
      },
      {
        "epoch": 138,
        "train_loss": 4.394878734741211,
        "train_acc": 0.05004,
        "test_loss": 4.742844686889648,
        "test_acc": 0.01,
        "lyapunov": 2.098401205009207,
        "grad_norm": 0.5053435905574138,
        "grad_max_sv": 0.11973771546036005,
        "grad_min_sv": 3.5540812636652985e-09,
        "grad_condition": 48597244.2583981,
        "lr": 1.570841943568445e-05,
        "time_sec": 86.94594693183899
      },
      {
        "epoch": 139,
        "train_loss": 4.454589398956299,
        "train_acc": 0.04486,
        "test_loss": 10.641064196777343,
        "test_acc": 0.01,
        "lyapunov": 2.0825157180771496,
        "grad_norm": 0.7130369910143651,
        "grad_max_sv": 0.14804725386202336,
        "grad_min_sv": 3.4161704021151706e-09,
        "grad_condition": 236395663.3257776,
        "lr": 1.3210548563419845e-05,
        "time_sec": 87.00129246711731
      },
      {
        "epoch": 140,
        "train_loss": 4.612700431671143,
        "train_acc": 0.02562,
        "test_loss": 5.085433462524414,
        "test_acc": 0.01,
        "lyapunov": 2.0142276125490817,
        "grad_norm": 0.8209647733278711,
        "grad_max_sv": 0.24317651763558387,
        "grad_min_sv": 3.4037354469662608e-09,
        "grad_condition": 190430418.85185307,
        "lr": 1.0926199633097203e-05,
        "time_sec": 86.9971239566803
      },
      {
        "epoch": 141,
        "train_loss": 4.487321048126221,
        "train_acc": 0.0448,
        "test_loss": 4.666201837921142,
        "test_acc": 0.01,
        "lyapunov": 2.2915835459823803,
        "grad_norm": 0.6559251797263009,
        "grad_max_sv": 0.13485133294016122,
        "grad_min_sv": 3.4415409784147033e-09,
        "grad_condition": 93528260.3989991,
        "lr": 8.856374635655688e-06,
        "time_sec": 87.03978943824768
      },
      {
        "epoch": 142,
        "train_loss": 4.471693329467773,
        "train_acc": 0.04518,
        "test_loss": 10.255754643249512,
        "test_acc": 0.01,
        "lyapunov": 2.178483701118118,
        "grad_norm": 0.8381236929202858,
        "grad_max_sv": 0.14980254359543324,
        "grad_min_sv": 3.358237557309074e-09,
        "grad_condition": 83488767.17166467,
        "lr": 7.001981464747503e-06,
        "time_sec": 87.01720571517944
      },
      {
        "epoch": 143,
        "train_loss": 4.446647290802002,
        "train_acc": 0.04566,
        "test_loss": 4.652296996307373,
        "test_acc": 0.01,
        "lyapunov": 2.1722125500974143,
        "grad_norm": 0.5045885772353321,
        "grad_max_sv": 0.11461257673799992,
        "grad_min_sv": 3.376102331031916e-09,
        "grad_condition": 69534096.19918647,
        "lr": 5.3638335185058295e-06,
        "time_sec": 86.93180632591248
      },
      {
        "epoch": 144,
        "train_loss": 4.493613358459473,
        "train_acc": 0.04666,
        "test_loss": 4.656233798217773,
        "test_acc": 0.01,
        "lyapunov": 2.1921363026284806,
        "grad_norm": 0.5273945169505434,
        "grad_max_sv": 0.11423748508095741,
        "grad_min_sv": 3.4756384994128094e-09,
        "grad_condition": 646405488.9879736,
        "lr": 3.942649342761114e-06,
        "time_sec": 86.91520476341248
      },
      {
        "epoch": 145,
        "train_loss": 4.597374949035644,
        "train_acc": 0.0423,
        "test_loss": 4.678201083374024,
        "test_acc": 0.01,
        "lyapunov": 2.2713517182318452,
        "grad_norm": 0.47075033695967056,
        "grad_max_sv": 0.12002073060721159,
        "grad_min_sv": 3.703222454382038e-09,
        "grad_condition": 39345602.26548739,
        "lr": 2.7390523158633524e-06,
        "time_sec": 86.92837643623352
      },
      {
        "epoch": 146,
        "train_loss": 4.794219552612304,
        "train_acc": 0.02986,
        "test_loss": 4.920618478393554,
        "test_acc": 0.01,
        "lyapunov": 2.394326541429895,
        "grad_norm": 0.5246817663077135,
        "grad_max_sv": 0.1241353990510106,
        "grad_min_sv": 3.777793512477895e-09,
        "grad_condition": 151497093.53789455,
        "lr": 1.7535703752478133e-06,
        "time_sec": 86.90443754196167
      },
      {
        "epoch": 147,
        "train_loss": 4.823008825378418,
        "train_acc": 0.02802,
        "test_loss": 4.705312028503418,
        "test_acc": 0.01,
        "lyapunov": 2.351406611749888,
        "grad_norm": 0.5821396042735293,
        "grad_max_sv": 0.13014851678162814,
        "grad_min_sv": 4.0446829205776495e-09,
        "grad_condition": 251708764.25831342,
        "lr": 9.866357858642196e-07,
        "time_sec": 86.91423988342285
      },
      {
        "epoch": 148,
        "train_loss": 4.7621851733398435,
        "train_acc": 0.03064,
        "test_loss": 4.91432806854248,
        "test_acc": 0.01,
        "lyapunov": 2.320931021209873,
        "grad_norm": 0.3655369703619559,
        "grad_max_sv": 0.13613226637244225,
        "grad_min_sv": 4.233843499401591e-09,
        "grad_condition": 37577954.13970064,
        "lr": 4.38584950570808e-07,
        "time_sec": 86.91514897346497
      },
      {
        "epoch": 149,
        "train_loss": 4.751388474884033,
        "train_acc": 0.0314,
        "test_loss": 4.928393530273437,
        "test_acc": 0.01,
        "lyapunov": 2.314872954507618,
        "grad_norm": 0.34582385046790637,
        "grad_max_sv": 0.13010288886725901,
        "grad_min_sv": 4.070593409566392e-09,
        "grad_condition": 116727132.6636453,
        "lr": 1.096582625772501e-07,
        "time_sec": 86.9192042350769
      },
      {
        "epoch": 150,
        "train_loss": 4.749187584838867,
        "train_acc": 0.03084,
        "test_loss": 4.9377007514953615,
        "test_acc": 0.01,
        "lyapunov": 2.3339363833522553,
        "grad_norm": 0.3438957720875417,
        "grad_max_sv": 0.13015102557837963,
        "grad_min_sv": 4.109157251269702e-09,
        "grad_condition": 44500021.17512281,
        "lr": 0.0,
        "time_sec": 86.93520998954773
      }
    ],
    "12": [
      {
        "epoch": 1,
        "train_loss": 5.079536279754639,
        "train_acc": 0.01882,
        "test_loss": 4.8872514236450195,
        "test_acc": 0.01,
        "lyapunov": 2.433271625157817,
        "grad_norm": 5.340808628002946,
        "grad_max_sv": 4.541763198375702,
        "grad_min_sv": 9.132611378248612e-08,
        "grad_condition": 60829743.69210352,
        "lr": 0.0009998903417374227,
        "time_sec": 132.14811611175537
      },
      {
        "epoch": 2,
        "train_loss": 4.774603317108154,
        "train_acc": 0.01862,
        "test_loss": 4.825307096862793,
        "test_acc": 0.0099,
        "lyapunov": 1.98436847062367,
        "grad_norm": 3.9424334574306945,
        "grad_max_sv": 2.8938568502198905,
        "grad_min_sv": 5.677021384237202e-08,
        "grad_condition": 58708438.134107456,
        "lr": 0.0009995614150494292,
        "time_sec": 132.15339040756226
      },
      {
        "epoch": 3,
        "train_loss": 4.663901504821777,
        "train_acc": 0.0181,
        "test_loss": 4.741232266235351,
        "test_acc": 0.0145,
        "lyapunov": 1.810482630949191,
        "grad_norm": 2.7675521449461615,
        "grad_max_sv": 1.8919199114665388,
        "grad_min_sv": 3.818708835257034e-08,
        "grad_condition": 54723570.14412842,
        "lr": 0.0009990133642141358,
        "time_sec": 132.11823868751526
      },
      {
        "epoch": 4,
        "train_loss": 4.583503988037109,
        "train_acc": 0.0196,
        "test_loss": 4.733808113098145,
        "test_acc": 0.0127,
        "lyapunov": 1.7725569412226567,
        "grad_norm": 1.5853399774616823,
        "grad_max_sv": 1.1614753112196923,
        "grad_min_sv": 2.5252084090432447e-08,
        "grad_condition": 49535418.60263091,
        "lr": 0.0009982464296247522,
        "time_sec": 132.14728569984436
      },
      {
        "epoch": 5,
        "train_loss": 4.5524190596008305,
        "train_acc": 0.0185,
        "test_loss": 4.749317463684082,
        "test_acc": 0.0192,
        "lyapunov": 1.7379879927086404,
        "grad_norm": 0.9357664119583106,
        "grad_max_sv": 0.623048696666956,
        "grad_min_sv": 9.444938395329703e-09,
        "grad_condition": 17454448603.577705,
        "lr": 0.0009972609476841367,
        "time_sec": 132.12196040153503
      },
      {
        "epoch": 6,
        "train_loss": 4.5547177754211425,
        "train_acc": 0.0182,
        "test_loss": 4.739207301330566,
        "test_acc": 0.01,
        "lyapunov": 1.7158090205448668,
        "grad_norm": 0.6464921766494518,
        "grad_max_sv": 0.4727002829313278,
        "grad_min_sv": 1.4752434742032504e-09,
        "grad_condition": 79239316890.38657,
        "lr": 0.000996057350657239,
        "time_sec": 132.20789337158203
      },
      {
        "epoch": 7,
        "train_loss": 4.567618137207031,
        "train_acc": 0.01618,
        "test_loss": 4.935951011657715,
        "test_acc": 0.01,
        "lyapunov": 1.6808951733362338,
        "grad_norm": 0.708796945528179,
        "grad_max_sv": 0.49447881430387497,
        "grad_min_sv": 6.565144610538648e-12,
        "grad_condition": 125853841385.85806,
        "lr": 0.000994636166481494,
        "time_sec": 132.16308617591858
      },
      {
        "epoch": 8,
        "train_loss": 4.5752451333618165,
        "train_acc": 0.01508,
        "test_loss": 4.654486715698242,
        "test_acc": 0.01,
        "lyapunov": 1.6649316146855464,
        "grad_norm": 0.516840314330209,
        "grad_max_sv": 0.3999390289187431,
        "grad_min_sv": 3.239160638355361e-12,
        "grad_condition": 132523175102.69946,
        "lr": 0.0009929980185352525,
        "time_sec": 132.1433699131012
      },
      {
        "epoch": 9,
        "train_loss": 4.584617326049805,
        "train_acc": 0.01304,
        "test_loss": 5.1370941864013675,
        "test_acc": 0.01,
        "lyapunov": 1.6745121082686403,
        "grad_norm": 0.4662376866434158,
        "grad_max_sv": 0.40068961679935455,
        "grad_min_sv": 1.600815539628815e-12,
        "grad_condition": 195211792607.34824,
        "lr": 0.0009911436253643444,
        "time_sec": 132.11373782157898
      },
      {
        "epoch": 10,
        "train_loss": 4.584750150451661,
        "train_acc": 0.01344,
        "test_loss": 5.014252323913574,
        "test_acc": 0.01,
        "lyapunov": 1.6392524599114342,
        "grad_norm": 0.44066573339421267,
        "grad_max_sv": 0.36354004368186,
        "grad_min_sv": 1.0598376590459934e-12,
        "grad_condition": 227681718826.60748,
        "lr": 0.0009890738003669028,
        "time_sec": 132.10810494422913
      },
      {
        "epoch": 11,
        "train_loss": 4.5782438153076175,
        "train_acc": 0.01444,
        "test_loss": 5.320826235198974,
        "test_acc": 0.01,
        "lyapunov": 1.6105381171111866,
        "grad_norm": 0.46476522396770953,
        "grad_max_sv": 0.384793009608984,
        "grad_min_sv": 2.2384307405079876e-12,
        "grad_condition": 181440627603.39355,
        "lr": 0.00098678945143658,
        "time_sec": 132.21521854400635
      },
      {
        "epoch": 12,
        "train_loss": 4.58615560546875,
        "train_acc": 0.0146,
        "test_loss": 6.162300729370117,
        "test_acc": 0.01,
        "lyapunov": 1.6162703143971047,
        "grad_norm": 0.4583379516120641,
        "grad_max_sv": 0.35209991298615934,
        "grad_min_sv": 2.3950308634256474e-10,
        "grad_condition": 199277790232.2622,
        "lr": 0.0009842915805643154,
        "time_sec": 132.06736636161804
      },
      {
        "epoch": 13,
        "train_loss": 4.58813276260376,
        "train_acc": 0.01408,
        "test_loss": 5.858095126342773,
        "test_acc": 0.01,
        "lyapunov": 1.6260488749769948,
        "grad_norm": 0.39204254749475886,
        "grad_max_sv": 0.3283296298235655,
        "grad_min_sv": 5.234225415161807e-13,
        "grad_condition": 249094970429.50763,
        "lr": 0.000981581283398829,
        "time_sec": 132.05243945121765
      },
      {
        "epoch": 14,
        "train_loss": 4.583052165374756,
        "train_acc": 0.01376,
        "test_loss": 5.763050801086425,
        "test_acc": 0.0129,
        "lyapunov": 1.6144071317389799,
        "grad_norm": 0.5077264967403567,
        "grad_max_sv": 0.4109547406435013,
        "grad_min_sv": 1.3599295635453275e-12,
        "grad_condition": 228187641587.3903,
        "lr": 0.0009786597487660333,
        "time_sec": 132.10575103759766
      },
      {
        "epoch": 15,
        "train_loss": 4.5714335003662105,
        "train_acc": 0.0158,
        "test_loss": 5.952970848083496,
        "test_acc": 0.0108,
        "lyapunov": 1.6084746881519132,
        "grad_norm": 0.4822199745251536,
        "grad_max_sv": 0.4148616835474968,
        "grad_min_sv": 1.325723769366507e-12,
        "grad_condition": 228332485622.18976,
        "lr": 0.0009755282581475766,
        "time_sec": 132.07877397537231
      },
      {
        "epoch": 16,
        "train_loss": 4.565800028839111,
        "train_acc": 0.0173,
        "test_loss": 6.017549203491211,
        "test_acc": 0.0137,
        "lyapunov": 1.6085086640189676,
        "grad_norm": 0.47773503355798047,
        "grad_max_sv": 0.37624144479632377,
        "grad_min_sv": 1.8790570016513782e-12,
        "grad_condition": 187345627300.82098,
        "lr": 0.0009721881851187403,
        "time_sec": 132.12643265724182
      },
      {
        "epoch": 17,
        "train_loss": 4.561137200317383,
        "train_acc": 0.01712,
        "test_loss": 5.580053092956543,
        "test_acc": 0.0107,
        "lyapunov": 1.6103480209779861,
        "grad_norm": 0.42330979896069637,
        "grad_max_sv": 0.3250656593590975,
        "grad_min_sv": 2.3677161192719408e-12,
        "grad_condition": 147724357967.11288,
        "lr": 0.0009686409947459456,
        "time_sec": 132.14898109436035
      },
      {
        "epoch": 18,
        "train_loss": 4.563034916381836,
        "train_acc": 0.0177,
        "test_loss": 6.472257780456543,
        "test_acc": 0.012,
        "lyapunov": 1.60859798714328,
        "grad_norm": 0.39753763021030414,
        "grad_max_sv": 0.3068309862166643,
        "grad_min_sv": 1.984737901050091e-12,
        "grad_condition": 141601417281.96045,
        "lr": 0.0009648882429441254,
        "time_sec": 132.13856673240662
      },
      {
        "epoch": 19,
        "train_loss": 4.573127483978271,
        "train_acc": 0.01616,
        "test_loss": 6.564729704284668,
        "test_acc": 0.01,
        "lyapunov": 1.6016948787147736,
        "grad_norm": 0.37413654436559074,
        "grad_max_sv": 0.25983951464295385,
        "grad_min_sv": 8.805135414126768e-13,
        "grad_condition": 167002019939.4643,
        "lr": 0.00096093157579425,
        "time_sec": 132.11500477790833
      },
      {
        "epoch": 20,
        "train_loss": 4.56939130859375,
        "train_acc": 0.01528,
        "test_loss": 5.16709538116455,
        "test_acc": 0.01,
        "lyapunov": 1.597558982841804,
        "grad_norm": 0.39362856256863293,
        "grad_max_sv": 0.2981186196208,
        "grad_min_sv": 1.14360007788262e-12,
        "grad_condition": 172580154761.56354,
        "lr": 0.0009567727288213001,
        "time_sec": 132.1002917289734
      },
      {
        "epoch": 21,
        "train_loss": 4.562076300048828,
        "train_acc": 0.01692,
        "test_loss": 7.266219122314453,
        "test_acc": 0.01,
        "lyapunov": 1.583339158531345,
        "grad_norm": 0.3838804885339558,
        "grad_max_sv": 0.2798105400055647,
        "grad_min_sv": 7.450625884139858e-13,
        "grad_condition": 177009367673.91373,
        "lr": 0.0009524135262330095,
        "time_sec": 132.13163590431213
      },
      {
        "epoch": 22,
        "train_loss": 4.559008093414307,
        "train_acc": 0.01742,
        "test_loss": 8.447665538024902,
        "test_acc": 0.01,
        "lyapunov": 1.603207119285603,
        "grad_norm": 0.34832863438111206,
        "grad_max_sv": 0.26395418867468834,
        "grad_min_sv": 1.4773422168547318e-12,
        "grad_condition": 143366348092.1024,
        "lr": 0.0009478558801197061,
        "time_sec": 132.09874486923218
      },
      {
        "epoch": 23,
        "train_loss": 4.567956644134521,
        "train_acc": 0.01592,
        "test_loss": 6.940740246582031,
        "test_acc": 0.01,
        "lyapunov": 1.585778128460545,
        "grad_norm": 0.3751847661218295,
        "grad_max_sv": 0.2457405323628336,
        "grad_min_sv": 6.231746074838346e-13,
        "grad_condition": 170137728056.1702,
        "lr": 0.000943101789615607,
        "time_sec": 132.0928874015808
      },
      {
        "epoch": 24,
        "train_loss": 4.56678815246582,
        "train_acc": 0.01628,
        "test_loss": 7.364704632568359,
        "test_acc": 0.01,
        "lyapunov": 1.5802125275287482,
        "grad_norm": 0.3399018458628351,
        "grad_max_sv": 0.2711117286235094,
        "grad_min_sv": 9.27439371401471e-13,
        "grad_condition": 170001968568.01523,
        "lr": 0.0009381533400219313,
        "time_sec": 132.12326908111572
      },
      {
        "epoch": 25,
        "train_loss": 4.551226531219482,
        "train_acc": 0.01722,
        "test_loss": 7.127618463134765,
        "test_acc": 0.01,
        "lyapunov": 1.5777013463437404,
        "grad_norm": 0.3789618085380604,
        "grad_max_sv": 0.2764745395630598,
        "grad_min_sv": 1.510240189536528e-12,
        "grad_condition": 150249480387.73657,
        "lr": 0.0009330127018922189,
        "time_sec": 132.14744663238525
      },
      {
        "epoch": 26,
        "train_loss": 4.533589083099365,
        "train_acc": 0.01782,
        "test_loss": 7.280224295043945,
        "test_acc": 0.01,
        "lyapunov": 1.5766756863850158,
        "grad_norm": 0.4098165679041348,
        "grad_max_sv": 0.32836851589381694,
        "grad_min_sv": 1.6846995700798532e-12,
        "grad_condition": 162596172663.19934,
        "lr": 0.000927682130080253,
        "time_sec": 132.10132360458374
      },
      {
        "epoch": 27,
        "train_loss": 4.5178348692321775,
        "train_acc": 0.01944,
        "test_loss": 4.609143519592285,
        "test_acc": 0.01,
        "lyapunov": 1.5718533059825068,
        "grad_norm": 0.4317006812537803,
        "grad_max_sv": 0.299236249551177,
        "grad_min_sv": 2.0935759289783253e-12,
        "grad_condition": 152648919866.78998,
        "lr": 0.0009221639627510072,
        "time_sec": 132.11033844947815
      },
      {
        "epoch": 28,
        "train_loss": 4.538441289978027,
        "train_acc": 0.01874,
        "test_loss": 5.727067053222656,
        "test_acc": 0.01,
        "lyapunov": 1.5787607407021096,
        "grad_norm": 0.4781702015089973,
        "grad_max_sv": 0.31850807219743726,
        "grad_min_sv": 3.363601657944103e-12,
        "grad_condition": 113571776097.28023,
        "lr": 0.0009164606203550494,
        "time_sec": 132.13339686393738
      },
      {
        "epoch": 29,
        "train_loss": 4.55489263671875,
        "train_acc": 0.01978,
        "test_loss": 6.314897917175293,
        "test_acc": 0.01,
        "lyapunov": 1.6226641564722866,
        "grad_norm": 0.39702511856584055,
        "grad_max_sv": 0.3101757925003767,
        "grad_min_sv": 1.643950862890769e-12,
        "grad_condition": 162529843580.92197,
        "lr": 0.0009105746045668516,
        "time_sec": 132.10528302192688
      },
      {
        "epoch": 30,
        "train_loss": 4.5577034072875975,
        "train_acc": 0.01934,
        "test_loss": 5.7611766616821285,
        "test_acc": 0.01,
        "lyapunov": 1.629781426371211,
        "grad_norm": 0.4775298671802556,
        "grad_max_sv": 0.3297189258038998,
        "grad_min_sv": 3.2226531698260168e-12,
        "grad_condition": 123880857814.76614,
        "lr": 0.0009045084971874733,
        "time_sec": 132.16758227348328
      },
      {
        "epoch": 31,
        "train_loss": 4.549954524230957,
        "train_acc": 0.01922,
        "test_loss": 6.9685128242492675,
        "test_acc": 0.01,
        "lyapunov": 1.6153524620148836,
        "grad_norm": 0.39506087923244415,
        "grad_max_sv": 0.305246427282691,
        "grad_min_sv": 2.963371775308759e-12,
        "grad_condition": 116809738976.30655,
        "lr": 0.0008982649590120977,
        "time_sec": 132.1613085269928
      },
      {
        "epoch": 32,
        "train_loss": 4.541183842926025,
        "train_acc": 0.02124,
        "test_loss": 6.829874574279785,
        "test_acc": 0.01,
        "lyapunov": 1.6133781327006151,
        "grad_norm": 0.38947657187455065,
        "grad_max_sv": 0.2715518455952406,
        "grad_min_sv": 2.244930278252747e-12,
        "grad_condition": 123331380509.9804,
        "lr": 0.0008918467286629196,
        "time_sec": 132.16536712646484
      },
      {
        "epoch": 33,
        "train_loss": 4.53525604888916,
        "train_acc": 0.02098,
        "test_loss": 6.518293627166748,
        "test_acc": 0.01,
        "lyapunov": 1.6150689750071376,
        "grad_norm": 0.42014951113026694,
        "grad_max_sv": 0.2435957606881857,
        "grad_min_sv": 2.048687606811065e-12,
        "grad_condition": 116665598250.77344,
        "lr": 0.0008852566213878943,
        "time_sec": 132.09782457351685
      },
      {
        "epoch": 34,
        "train_loss": 4.5325355252075195,
        "train_acc": 0.01958,
        "test_loss": 6.317331722259522,
        "test_acc": 0.01,
        "lyapunov": 1.5877615957308913,
        "grad_norm": 0.3361598121090629,
        "grad_max_sv": 0.2522958844900131,
        "grad_min_sv": 3.651040784603148e-12,
        "grad_condition": 86623505850.41478,
        "lr": 0.000878497527825878,
        "time_sec": 132.10610961914062
      },
      {
        "epoch": 35,
        "train_loss": 4.536015074005127,
        "train_acc": 0.01868,
        "test_loss": 6.3701594413757325,
        "test_acc": 0.01,
        "lyapunov": 1.5917383560439204,
        "grad_norm": 0.34920551391182975,
        "grad_max_sv": 0.23412882573902608,
        "grad_min_sv": 2.182336791137283e-12,
        "grad_condition": 102971407638.13591,
        "lr": 0.000871572412738697,
        "time_sec": 132.09818148612976
      },
      {
        "epoch": 36,
        "train_loss": 4.530319141998291,
        "train_acc": 0.0189,
        "test_loss": 6.076102793121338,
        "test_acc": 0.01,
        "lyapunov": 1.6073461313686712,
        "grad_norm": 0.3121785959415577,
        "grad_max_sv": 0.2200178649276495,
        "grad_min_sv": 3.2766681152194533e-12,
        "grad_condition": 85204262775.15216,
        "lr": 0.0008644843137107055,
        "time_sec": 132.1121485233307
      },
      {
        "epoch": 37,
        "train_loss": 4.530366974945069,
        "train_acc": 0.02034,
        "test_loss": 5.606327301025391,
        "test_acc": 0.01,
        "lyapunov": 1.6122757229963531,
        "grad_norm": 0.3191242103818429,
        "grad_max_sv": 0.20528502985835076,
        "grad_min_sv": 1.8868968590479396e-12,
        "grad_condition": 90563087741.60693,
        "lr": 0.0008572363398164014,
        "time_sec": 132.1431803703308
      },
      {
        "epoch": 38,
        "train_loss": 4.531652006530762,
        "train_acc": 0.0181,
        "test_loss": 6.281176449584961,
        "test_acc": 0.01,
        "lyapunov": 1.5978836668726732,
        "grad_norm": 0.3226311590239451,
        "grad_max_sv": 0.18021098636090754,
        "grad_min_sv": 1.3471604261713563e-12,
        "grad_condition": 97967821962.4504,
        "lr": 0.0008498316702566826,
        "time_sec": 132.1808111667633
      },
      {
        "epoch": 39,
        "train_loss": 4.515576623077393,
        "train_acc": 0.02002,
        "test_loss": 7.3591477447509765,
        "test_acc": 0.01,
        "lyapunov": 1.595075506688384,
        "grad_norm": 0.29392491905513246,
        "grad_max_sv": 0.175280692987144,
        "grad_min_sv": 1.3060439555812542e-12,
        "grad_condition": 99096247746.24886,
        "lr": 0.0008422735529643442,
        "time_sec": 132.13058257102966
      },
      {
        "epoch": 40,
        "train_loss": 4.508498954620362,
        "train_acc": 0.02058,
        "test_loss": 5.166109811401367,
        "test_acc": 0.01,
        "lyapunov": 1.592364840190429,
        "grad_norm": 0.31050287296978984,
        "grad_max_sv": 0.18211948983371257,
        "grad_min_sv": 2.1916040644331514e-12,
        "grad_condition": 89426467797.39761,
        "lr": 0.0008345653031794289,
        "time_sec": 132.1956102848053
      },
      {
        "epoch": 41,
        "train_loss": 4.594321117401123,
        "train_acc": 0.01546,
        "test_loss": 7.777395164489746,
        "test_acc": 0.01,
        "lyapunov": 1.6293273725168174,
        "grad_norm": 1.0042516112855135,
        "grad_max_sv": 0.14036097445059567,
        "grad_min_sv": 2.5427231651336982e-11,
        "grad_condition": 81054501201.00836,
        "lr": 0.0008267103019950526,
        "time_sec": 132.13326239585876
      },
      {
        "epoch": 42,
        "train_loss": 4.569071527404785,
        "train_acc": 0.01844,
        "test_loss": 7.213038313293457,
        "test_acc": 0.01,
        "lyapunov": 1.6979200718043101,
        "grad_norm": 0.26172862173554357,
        "grad_max_sv": 0.16976843364536762,
        "grad_min_sv": 1.3973847074078634e-12,
        "grad_condition": 86625374599.54195,
        "lr": 0.0008187119948743447,
        "time_sec": 132.11792135238647
      },
      {
        "epoch": 43,
        "train_loss": 4.558605685272217,
        "train_acc": 0.01936,
        "test_loss": 7.291248056030273,
        "test_acc": 0.01,
        "lyapunov": 1.6884295074531184,
        "grad_norm": 0.28281726127535384,
        "grad_max_sv": 0.16570937782526016,
        "grad_min_sv": 1.422441962513273e-12,
        "grad_condition": 88001604691.41785,
        "lr": 0.000810573890139155,
        "time_sec": 132.1009702682495
      },
      {
        "epoch": 44,
        "train_loss": 4.560630667114258,
        "train_acc": 0.01868,
        "test_loss": 7.16728485031128,
        "test_acc": 0.01,
        "lyapunov": 1.686604334875141,
        "grad_norm": 0.28505793697030324,
        "grad_max_sv": 0.15897216144949197,
        "grad_min_sv": 1.4942365308149637e-12,
        "grad_condition": 86276532282.80447,
        "lr": 0.0008022995574311873,
        "time_sec": 132.1154272556305
      },
      {
        "epoch": 45,
        "train_loss": 4.5725548426818845,
        "train_acc": 0.0188,
        "test_loss": 7.126261402893066,
        "test_acc": 0.01,
        "lyapunov": 1.686247174087388,
        "grad_norm": 0.235009326711948,
        "grad_max_sv": 0.15716111175715924,
        "grad_min_sv": 7.169276878089038e-13,
        "grad_condition": 108521610164.79031,
        "lr": 0.0007938926261462363,
        "time_sec": 132.11932492256165
      },
      {
        "epoch": 46,
        "train_loss": 4.583313959960938,
        "train_acc": 0.0172,
        "test_loss": 5.289773531341552,
        "test_acc": 0.01,
        "lyapunov": 1.698270396198458,
        "grad_norm": 0.313539150382163,
        "grad_max_sv": 0.16240414716303347,
        "grad_min_sv": 6.375463347288685e-13,
        "grad_condition": 111380569067.90488,
        "lr": 0.0007853567838422158,
        "time_sec": 132.14860010147095
      },
      {
        "epoch": 47,
        "train_loss": 4.578197394866943,
        "train_acc": 0.01782,
        "test_loss": 6.591432273864746,
        "test_acc": 0.01,
        "lyapunov": 1.6831631639119609,
        "grad_norm": 0.2604809257680144,
        "grad_max_sv": 0.15823213588446378,
        "grad_min_sv": 1.3005127228431431e-12,
        "grad_condition": 88272206869.29628,
        "lr": 0.0007766957746216719,
        "time_sec": 132.12520599365234
      },
      {
        "epoch": 48,
        "train_loss": 4.578674370269775,
        "train_acc": 0.01816,
        "test_loss": 5.157715400695801,
        "test_acc": 0.01,
        "lyapunov": 1.6778625536452778,
        "grad_norm": 0.36451993025813884,
        "grad_max_sv": 0.16272996473126114,
        "grad_min_sv": 2.5139523132342427e-12,
        "grad_condition": 93980395518.9741,
        "lr": 0.0007679133974894982,
        "time_sec": 132.10149908065796
      },
      {
        "epoch": 49,
        "train_loss": 4.558167927093506,
        "train_acc": 0.0207,
        "test_loss": 5.5524071670532225,
        "test_acc": 0.01,
        "lyapunov": 1.654131231710429,
        "grad_norm": 0.26398153340032604,
        "grad_max_sv": 0.15602914486080408,
        "grad_min_sv": 8.142784605144219e-11,
        "grad_condition": 49953288517.76509,
        "lr": 0.000759013504686565,
        "time_sec": 132.14293909072876
      },
      {
        "epoch": 50,
        "train_loss": 4.556328114318847,
        "train_acc": 0.02032,
        "test_loss": 5.053372247314453,
        "test_acc": 0.01,
        "lyapunov": 1.658374283319849,
        "grad_norm": 0.24338078400550828,
        "grad_max_sv": 0.1512946780771017,
        "grad_min_sv": 2.964903017923289e-12,
        "grad_condition": 67110635284.64429,
        "lr": 0.0007499999999999998,
        "time_sec": 132.1664924621582
      },
      {
        "epoch": 51,
        "train_loss": 4.570141744995118,
        "train_acc": 0.01988,
        "test_loss": 5.131472052001953,
        "test_acc": 0.01,
        "lyapunov": 1.6845884472512833,
        "grad_norm": 0.2817728093100986,
        "grad_max_sv": 0.13915783632546663,
        "grad_min_sv": 1.7209330912965342e-12,
        "grad_condition": 70074791169.44548,
        "lr": 0.0007408768370508575,
        "time_sec": 132.25617241859436
      },
      {
        "epoch": 52,
        "train_loss": 4.574759218902588,
        "train_acc": 0.01936,
        "test_loss": 5.048821273803711,
        "test_acc": 0.01,
        "lyapunov": 1.6568556862414037,
        "grad_norm": 0.2134662683751272,
        "grad_max_sv": 0.13759722150862216,
        "grad_min_sv": 1.421003107907492e-12,
        "grad_condition": 75951660314.10495,
        "lr": 0.0007316480175599307,
        "time_sec": 132.24415564537048
      },
      {
        "epoch": 53,
        "train_loss": 4.578046445617676,
        "train_acc": 0.01878,
        "test_loss": 5.305573741149902,
        "test_acc": 0.01,
        "lyapunov": 1.6395436802788463,
        "grad_norm": 0.20939237447265202,
        "grad_max_sv": 0.13288239240646363,
        "grad_min_sv": 8.329158668790625e-13,
        "grad_condition": 89438685434.2227,
        "lr": 0.0007223175895924635,
        "time_sec": 132.20375537872314
      },
      {
        "epoch": 54,
        "train_loss": 4.581330629272461,
        "train_acc": 0.0165,
        "test_loss": 5.532207501983643,
        "test_acc": 0.01,
        "lyapunov": 1.6444858135774618,
        "grad_norm": 0.2762560677540659,
        "grad_max_sv": 0.12445617569610476,
        "grad_min_sv": 3.912145951191304e-12,
        "grad_condition": 83557962455.66768,
        "lr": 0.0007128896457825361,
        "time_sec": 132.15107369422913
      },
      {
        "epoch": 55,
        "train_loss": 4.581049518737793,
        "train_acc": 0.01652,
        "test_loss": 5.197387743377686,
        "test_acc": 0.01,
        "lyapunov": 1.6384336021550172,
        "grad_norm": 0.23390564725407778,
        "grad_max_sv": 0.1323490994051099,
        "grad_min_sv": 6.793781517885129e-13,
        "grad_condition": 88731637332.26297,
        "lr": 0.0007033683215378998,
        "time_sec": 132.17300724983215
      },
      {
        "epoch": 56,
        "train_loss": 4.584884506378174,
        "train_acc": 0.01634,
        "test_loss": 6.454191752624512,
        "test_acc": 0.01,
        "lyapunov": 1.6743981499806084,
        "grad_norm": 0.25387218343472684,
        "grad_max_sv": 0.13131952080875636,
        "grad_min_sv": 5.318952729656952e-13,
        "grad_condition": 95324952785.9041,
        "lr": 0.0006937577932260512,
        "time_sec": 132.16189765930176
      },
      {
        "epoch": 57,
        "train_loss": 4.586065352630615,
        "train_acc": 0.01452,
        "test_loss": 6.120808155822754,
        "test_acc": 0.01,
        "lyapunov": 1.635638156815258,
        "grad_norm": 0.19075779973568727,
        "grad_max_sv": 0.10836047828197479,
        "grad_min_sv": 3.0117655839699465e-13,
        "grad_condition": 89022659140.15048,
        "lr": 0.0006840622763423388,
        "time_sec": 132.1572346687317
      },
      {
        "epoch": 58,
        "train_loss": 4.587811795196533,
        "train_acc": 0.01474,
        "test_loss": 5.800351502990723,
        "test_acc": 0.01,
        "lyapunov": 1.6200943285851832,
        "grad_norm": 0.23045480693280587,
        "grad_max_sv": 0.10783510617911815,
        "grad_min_sv": 1.62684212425452e-13,
        "grad_condition": 94564165099.07333,
        "lr": 0.0006742860236609073,
        "time_sec": 132.15808749198914
      },
      {
        "epoch": 59,
        "train_loss": 4.591301085662842,
        "train_acc": 0.01376,
        "test_loss": 5.996090186309814,
        "test_acc": 0.01,
        "lyapunov": 1.6170085330143609,
        "grad_norm": 0.1857451149070646,
        "grad_max_sv": 0.10361974723637105,
        "grad_min_sv": 1.6122890156067053e-13,
        "grad_condition": 91694547176.55017,
        "lr": 0.0006644333233692913,
        "time_sec": 132.1711368560791
      },
      {
        "epoch": 60,
        "train_loss": 4.585452033386231,
        "train_acc": 0.01522,
        "test_loss": 5.83253670501709,
        "test_acc": 0.01,
        "lyapunov": 1.6162819191622917,
        "grad_norm": 0.27013125926112547,
        "grad_max_sv": 0.10345460344105958,
        "grad_min_sv": 2.5520667445480586e-13,
        "grad_condition": 86471116288.19133,
        "lr": 0.0006545084971874734,
        "time_sec": 132.12959480285645
      },
      {
        "epoch": 61,
        "train_loss": 4.575745923614502,
        "train_acc": 0.01574,
        "test_loss": 5.912968054962159,
        "test_acc": 0.01,
        "lyapunov": 1.6168097483227626,
        "grad_norm": 0.19203323317006551,
        "grad_max_sv": 0.1045845141634345,
        "grad_min_sv": 2.8391874312669906e-13,
        "grad_condition": 84748109291.00053,
        "lr": 0.0006445158984722354,
        "time_sec": 132.1811854839325
      },
      {
        "epoch": 62,
        "train_loss": 4.581840614318848,
        "train_acc": 0.01504,
        "test_loss": 5.784942044067383,
        "test_acc": 0.01,
        "lyapunov": 1.6041824201793622,
        "grad_norm": 0.18322487540118004,
        "grad_max_sv": 0.11089323591440917,
        "grad_min_sv": 2.605932741312656e-13,
        "grad_condition": 91338998422.90005,
        "lr": 0.0006344599103076324,
        "time_sec": 132.1614978313446
      },
      {
        "epoch": 63,
        "train_loss": 4.60023887878418,
        "train_acc": 0.01528,
        "test_loss": 5.64439457244873,
        "test_acc": 0.01,
        "lyapunov": 1.6233063558178484,
        "grad_norm": 0.2113660918385516,
        "grad_max_sv": 0.10892452355474233,
        "grad_min_sv": 2.537344721436935e-13,
        "grad_condition": 90408295734.5693,
        "lr": 0.0006243449435824269,
        "time_sec": 132.14256119728088
      },
      {
        "epoch": 64,
        "train_loss": 4.589049236907959,
        "train_acc": 0.01542,
        "test_loss": 5.874572355651855,
        "test_acc": 0.01,
        "lyapunov": 1.6047841283061621,
        "grad_norm": 0.18184052006950477,
        "grad_max_sv": 0.10828140377998352,
        "grad_min_sv": 2.791036279353835e-13,
        "grad_condition": 88102791154.87807,
        "lr": 0.0006141754350553275,
        "time_sec": 132.15559458732605
      },
      {
        "epoch": 65,
        "train_loss": 4.5660726802062985,
        "train_acc": 0.01638,
        "test_loss": 5.8140344772338866,
        "test_acc": 0.01,
        "lyapunov": 1.5915922386871884,
        "grad_norm": 0.19423334716784915,
        "grad_max_sv": 0.10693365205079317,
        "grad_min_sv": 3.330885965231205e-13,
        "grad_condition": 83112992316.30193,
        "lr": 0.0006039558454088793,
        "time_sec": 132.18004989624023
      },
      {
        "epoch": 66,
        "train_loss": 4.580396204833985,
        "train_acc": 0.01542,
        "test_loss": 5.797694694519043,
        "test_acc": 0.01,
        "lyapunov": 1.5965009342374095,
        "grad_norm": 0.2125232867000169,
        "grad_max_sv": 0.10570351034402847,
        "grad_min_sv": 2.978146282169481e-13,
        "grad_condition": 85693424811.33855,
        "lr": 0.000593690657292862,
        "time_sec": 132.2843222618103
      },
      {
        "epoch": 67,
        "train_loss": 4.573282337646484,
        "train_acc": 0.01564,
        "test_loss": 5.954542552185059,
        "test_acc": 0.01,
        "lyapunov": 1.601048025938556,
        "grad_norm": 0.18603658324598782,
        "grad_max_sv": 0.10089892633259297,
        "grad_min_sv": 3.469332375289147e-13,
        "grad_condition": 80778127108.38254,
        "lr": 0.0005833843733580507,
        "time_sec": 132.31548929214478
      },
      {
        "epoch": 68,
        "train_loss": 4.571360148773193,
        "train_acc": 0.0161,
        "test_loss": 5.669797957611084,
        "test_acc": 0.01,
        "lyapunov": 1.5947835719798837,
        "grad_norm": 0.20014910112057685,
        "grad_max_sv": 0.105499835498631,
        "grad_min_sv": 9.770913933804e-13,
        "grad_condition": 66387740803.896385,
        "lr": 0.0005730415142812054,
        "time_sec": 132.14850521087646
      },
      {
        "epoch": 69,
        "train_loss": 4.578122979125976,
        "train_acc": 0.01662,
        "test_loss": 6.221010691070557,
        "test_acc": 0.01,
        "lyapunov": 1.6033955156955573,
        "grad_norm": 0.30693039018142426,
        "grad_max_sv": 0.11157863736152648,
        "grad_min_sv": 8.756002305516403e-13,
        "grad_condition": 80609250127.91284,
        "lr": 0.0005626666167821517,
        "time_sec": 132.37923741340637
      },
      {
        "epoch": 70,
        "train_loss": 4.565648191833496,
        "train_acc": 0.01792,
        "test_loss": 5.099743925476075,
        "test_acc": 0.01,
        "lyapunov": 1.6167474094864047,
        "grad_norm": 0.22355495861014546,
        "grad_max_sv": 0.1181858729571104,
        "grad_min_sv": 4.5336824184788683e-13,
        "grad_condition": 88479511676.05211,
        "lr": 0.0005522642316338265,
        "time_sec": 132.16482520103455
      },
      {
        "epoch": 71,
        "train_loss": 4.5823839192199705,
        "train_acc": 0.01686,
        "test_loss": 5.610829375457763,
        "test_acc": 0.01,
        "lyapunov": 1.640915547795308,
        "grad_norm": 0.21533848262037789,
        "grad_max_sv": 0.10482716094702482,
        "grad_min_sv": 2.352225111137488e-13,
        "grad_condition": 88706026678.10991,
        "lr": 0.0005418389216661573,
        "time_sec": 132.1553201675415
      },
      {
        "epoch": 72,
        "train_loss": 4.586939775238037,
        "train_acc": 0.01644,
        "test_loss": 5.6766823959350585,
        "test_acc": 0.01,
        "lyapunov": 1.6386277257938824,
        "grad_norm": 0.21193209754597628,
        "grad_max_sv": 0.09875305313616992,
        "grad_min_sv": 3.8445128177488697e-13,
        "grad_condition": 80890057907.66025,
        "lr": 0.0005313952597646563,
        "time_sec": 132.1702263355255
      },
      {
        "epoch": 73,
        "train_loss": 4.565450923156738,
        "train_acc": 0.01786,
        "test_loss": 5.090951374053955,
        "test_acc": 0.01,
        "lyapunov": 1.5904299654924046,
        "grad_norm": 0.19354037031175023,
        "grad_max_sv": 0.10569104105234146,
        "grad_min_sv": 4.874789243593624e-13,
        "grad_condition": 80729120343.229,
        "lr": 0.0005209378268645994,
        "time_sec": 132.16868782043457
      },
      {
        "epoch": 74,
        "train_loss": 4.5504186448669435,
        "train_acc": 0.0181,
        "test_loss": 5.612113465881348,
        "test_acc": 0.01,
        "lyapunov": 1.5932684325806015,
        "grad_norm": 0.2020325382395806,
        "grad_max_sv": 0.1039424953982234,
        "grad_min_sv": 1.1594278629870026e-12,
        "grad_condition": 62545889757.239746,
        "lr": 0.0005104712099416781,
        "time_sec": 132.14726519584656
      },
      {
        "epoch": 75,
        "train_loss": 4.5482193190002445,
        "train_acc": 0.01858,
        "test_loss": 6.069068190002441,
        "test_acc": 0.01,
        "lyapunov": 1.604267351767596,
        "grad_norm": 0.2266064763923867,
        "grad_max_sv": 0.11460568010807037,
        "grad_min_sv": 1.7911878418656585e-12,
        "grad_condition": 63236708994.86294,
        "lr": 0.0004999999999999996,
        "time_sec": 132.14808058738708
      },
      {
        "epoch": 76,
        "train_loss": 4.547421706695556,
        "train_acc": 0.01796,
        "test_loss": 5.810434713745117,
        "test_acc": 0.01,
        "lyapunov": 1.6127760651166483,
        "grad_norm": 0.21661099340887846,
        "grad_max_sv": 0.11015285402536393,
        "grad_min_sv": 1.6610576221168998e-12,
        "grad_condition": 56473316901.58356,
        "lr": 0.0004895287900583212,
        "time_sec": 132.38169169425964
      },
      {
        "epoch": 77,
        "train_loss": 4.5509974664306645,
        "train_acc": 0.02,
        "test_loss": 5.662685046386719,
        "test_acc": 0.01,
        "lyapunov": 1.6085883635084341,
        "grad_norm": 0.22829542556288998,
        "grad_max_sv": 0.11323911305516958,
        "grad_min_sv": 1.2826856675589158e-12,
        "grad_condition": 59045967769.00034,
        "lr": 0.0004790621731353997,
        "time_sec": 132.19757294654846
      },
      {
        "epoch": 78,
        "train_loss": 4.551352957153321,
        "train_acc": 0.01882,
        "test_loss": 5.566857955932617,
        "test_acc": 0.01,
        "lyapunov": 1.6337723820410726,
        "grad_norm": 0.25602140985448185,
        "grad_max_sv": 0.11203370597213506,
        "grad_min_sv": 1.3258904637988123e-12,
        "grad_condition": 62071250445.38745,
        "lr": 0.000468604740235343,
        "time_sec": 132.21045851707458
      },
      {
        "epoch": 79,
        "train_loss": 4.545634266510009,
        "train_acc": 0.01956,
        "test_loss": 5.292388404846191,
        "test_acc": 0.01,
        "lyapunov": 1.633863453365043,
        "grad_norm": 0.261991339098316,
        "grad_max_sv": 0.11294185262013343,
        "grad_min_sv": 2.2926638646691538e-12,
        "grad_condition": 57437613489.9528,
        "lr": 0.00045816107833384175,
        "time_sec": 132.16106390953064
      },
      {
        "epoch": 80,
        "train_loss": 4.544438370513916,
        "train_acc": 0.02008,
        "test_loss": 5.594520863342285,
        "test_acc": 0.01,
        "lyapunov": 1.6360818525714338,
        "grad_norm": 0.27680249132769946,
        "grad_max_sv": 0.12154058534651994,
        "grad_min_sv": 4.6932727855827e-12,
        "grad_condition": 38848618049.80592,
        "lr": 0.0004477357683661729,
        "time_sec": 132.17013382911682
      },
      {
        "epoch": 81,
        "train_loss": 4.539229464416504,
        "train_acc": 0.02094,
        "test_loss": 5.203748289489746,
        "test_acc": 0.01,
        "lyapunov": 1.6401681241476933,
        "grad_norm": 0.2346300301923333,
        "grad_max_sv": 0.11762278378009797,
        "grad_min_sv": 4.245260345659918e-12,
        "grad_condition": 45140986862.910706,
        "lr": 0.00043733338321784746,
        "time_sec": 132.1922423839569
      },
      {
        "epoch": 82,
        "train_loss": 4.511806388244629,
        "train_acc": 0.02256,
        "test_loss": 5.1750801635742185,
        "test_acc": 0.01,
        "lyapunov": 1.6131305651896446,
        "grad_norm": 0.21894630317091804,
        "grad_max_sv": 0.11400092151015997,
        "grad_min_sv": 1.204121461777062e-11,
        "grad_condition": 37883001192.43938,
        "lr": 0.0004269584857187939,
        "time_sec": 132.2294306755066
      },
      {
        "epoch": 83,
        "train_loss": 4.560598617706299,
        "train_acc": 0.01922,
        "test_loss": 5.039254272460938,
        "test_acc": 0.01,
        "lyapunov": 1.6179730105583014,
        "grad_norm": 0.6818929560069714,
        "grad_max_sv": 0.10932031758129597,
        "grad_min_sv": 3.5758800721917905e-11,
        "grad_condition": 41961243110.78183,
        "lr": 0.0004166156266419484,
        "time_sec": 132.16398668289185
      },
      {
        "epoch": 84,
        "train_loss": 4.538027311553955,
        "train_acc": 0.02012,
        "test_loss": 5.358105621337891,
        "test_acc": 0.01,
        "lyapunov": 1.630713469841901,
        "grad_norm": 0.23515180969917246,
        "grad_max_sv": 0.11126796789467334,
        "grad_min_sv": 3.733440409242942e-12,
        "grad_condition": 42021389131.16902,
        "lr": 0.0004063093427071373,
        "time_sec": 132.17217254638672
      },
      {
        "epoch": 85,
        "train_loss": 4.533066810150147,
        "train_acc": 0.02142,
        "test_loss": 5.210582428741455,
        "test_acc": 0.01,
        "lyapunov": 1.6099314771954665,
        "grad_norm": 0.23743119261123188,
        "grad_max_sv": 0.11509178727865219,
        "grad_min_sv": 9.24621530124588e-12,
        "grad_condition": 33409415784.932446,
        "lr": 0.0003960441545911199,
        "time_sec": 132.18297863006592
      },
      {
        "epoch": 86,
        "train_loss": 4.514812325439453,
        "train_acc": 0.02338,
        "test_loss": 5.010178847503662,
        "test_acc": 0.01,
        "lyapunov": 1.5926586319418514,
        "grad_norm": 0.2162543490750504,
        "grad_max_sv": 0.1109484301880002,
        "grad_min_sv": 4.5705949216622454e-10,
        "grad_condition": 11504727044.022625,
        "lr": 0.0003858245649446718,
        "time_sec": 132.147221326828
      },
      {
        "epoch": 87,
        "train_loss": 4.511024246826172,
        "train_acc": 0.022,
        "test_loss": 5.345004454040527,
        "test_acc": 0.01,
        "lyapunov": 1.5887958646735267,
        "grad_norm": 0.25657197110027863,
        "grad_max_sv": 0.1051843574270606,
        "grad_min_sv": 1.705161448824656e-10,
        "grad_condition": 25039598073.63558,
        "lr": 0.00037565505641757235,
        "time_sec": 132.14885830879211
      },
      {
        "epoch": 88,
        "train_loss": 4.505899262237548,
        "train_acc": 0.02334,
        "test_loss": 4.936904384613037,
        "test_acc": 0.01,
        "lyapunov": 1.6046001039197684,
        "grad_norm": 0.24194115234056338,
        "grad_max_sv": 0.11062774620950222,
        "grad_min_sv": 8.66749245303117e-11,
        "grad_condition": 18998356971.070953,
        "lr": 0.00036554008969236695,
        "time_sec": 132.13108325004578
      },
      {
        "epoch": 89,
        "train_loss": 4.509913777923584,
        "train_acc": 0.02288,
        "test_loss": 4.863644284057617,
        "test_acc": 0.01,
        "lyapunov": 1.6005188049867636,
        "grad_norm": 0.2399799817677917,
        "grad_max_sv": 0.10860499612490457,
        "grad_min_sv": 6.798252102655834e-11,
        "grad_condition": 18908436070.961212,
        "lr": 0.0003554841015277638,
        "time_sec": 132.194641828537
      },
      {
        "epoch": 90,
        "train_loss": 4.537508490905762,
        "train_acc": 0.02064,
        "test_loss": 5.445182901763916,
        "test_acc": 0.01,
        "lyapunov": 1.5926521418954405,
        "grad_norm": 0.1984924919711564,
        "grad_max_sv": 0.1050485922023654,
        "grad_min_sv": 7.577653377773176e-12,
        "grad_condition": 30774293544.0844,
        "lr": 0.000345491502812526,
        "time_sec": 132.17840719223022
      },
      {
        "epoch": 91,
        "train_loss": 4.521757569274902,
        "train_acc": 0.02238,
        "test_loss": 5.262060061645508,
        "test_acc": 0.01,
        "lyapunov": 1.5892650910350672,
        "grad_norm": 0.2847263318092328,
        "grad_max_sv": 0.10287641081959009,
        "grad_min_sv": 1.91736922530795e-10,
        "grad_condition": 18967974102.564293,
        "lr": 0.0003355666766307081,
        "time_sec": 132.18149828910828
      },
      {
        "epoch": 92,
        "train_loss": 4.519360184631347,
        "train_acc": 0.02082,
        "test_loss": 5.320795262908936,
        "test_acc": 0.01,
        "lyapunov": 1.5871959750914513,
        "grad_norm": 0.2370639034610865,
        "grad_max_sv": 0.10874731410294772,
        "grad_min_sv": 7.319739596956258e-12,
        "grad_condition": 27639015872.358166,
        "lr": 0.00032571397633909225,
        "time_sec": 132.22724723815918
      },
      {
        "epoch": 93,
        "train_loss": 4.512343827972412,
        "train_acc": 0.022,
        "test_loss": 5.345669583129883,
        "test_acc": 0.01,
        "lyapunov": 1.5883484478191952,
        "grad_norm": 0.23157908229447258,
        "grad_max_sv": 0.10562088992446661,
        "grad_min_sv": 1.2009558277386558e-11,
        "grad_condition": 16084905305.476273,
        "lr": 0.00031593772365766094,
        "time_sec": 132.24062776565552
      },
      {
        "epoch": 94,
        "train_loss": 4.507626133422852,
        "train_acc": 0.02282,
        "test_loss": 5.232546983337403,
        "test_acc": 0.01,
        "lyapunov": 1.582219293355332,
        "grad_norm": 0.25414870293495084,
        "grad_max_sv": 0.10162105709314347,
        "grad_min_sv": 1.5387781568668625e-11,
        "grad_condition": 19577209942.564514,
        "lr": 0.0003062422067739483,
        "time_sec": 132.21938920021057
      },
      {
        "epoch": 95,
        "train_loss": 4.5046430790710446,
        "train_acc": 0.02322,
        "test_loss": 5.702656979370118,
        "test_acc": 0.01,
        "lyapunov": 1.5933423502670834,
        "grad_norm": 0.22296672954904517,
        "grad_max_sv": 0.10369365382939577,
        "grad_min_sv": 1.464815680454453e-11,
        "grad_condition": 19604050143.141273,
        "lr": 0.00029663167846209965,
        "time_sec": 132.21640634536743
      },
      {
        "epoch": 96,
        "train_loss": 4.50480010559082,
        "train_acc": 0.02282,
        "test_loss": 5.597961514282226,
        "test_acc": 0.01,
        "lyapunov": 1.583764209771705,
        "grad_norm": 0.25490663774480726,
        "grad_max_sv": 0.10260288586723618,
        "grad_min_sv": 1.5525958737926244e-11,
        "grad_condition": 16728424588.234934,
        "lr": 0.00028711035421746345,
        "time_sec": 132.1660978794098
      },
      {
        "epoch": 97,
        "train_loss": 4.469037200622559,
        "train_acc": 0.02894,
        "test_loss": 5.864905759429932,
        "test_acc": 0.01,
        "lyapunov": 1.5917478577255288,
        "grad_norm": 0.23870917284644627,
        "grad_max_sv": 0.12171203531324863,
        "grad_min_sv": 1.4733043387116664e-09,
        "grad_condition": 1570381038.4230928,
        "lr": 0.00027768241040753615,
        "time_sec": 132.178719997406
      },
      {
        "epoch": 98,
        "train_loss": 4.470558769683838,
        "train_acc": 0.02786,
        "test_loss": 6.108024346923828,
        "test_acc": 0.01,
        "lyapunov": 1.5934783141021533,
        "grad_norm": 0.30827407557184827,
        "grad_max_sv": 0.12690354958176614,
        "grad_min_sv": 1.3345814640474545e-09,
        "grad_condition": 2937579113.826585,
        "lr": 0.00026835198244006903,
        "time_sec": 132.1512405872345
      },
      {
        "epoch": 99,
        "train_loss": 4.484580178527832,
        "train_acc": 0.02542,
        "test_loss": 5.846526190185547,
        "test_acc": 0.01,
        "lyapunov": 1.5788978844347512,
        "grad_norm": 0.221869552528174,
        "grad_max_sv": 0.11516296844929456,
        "grad_min_sv": 6.437623919727277e-10,
        "grad_condition": 3127665808.238943,
        "lr": 0.0002591231629491421,
        "time_sec": 132.13360047340393
      },
      {
        "epoch": 100,
        "train_loss": 4.483458242340088,
        "train_acc": 0.0259,
        "test_loss": 5.841338038635254,
        "test_acc": 0.01,
        "lyapunov": 1.5934071232900595,
        "grad_norm": 0.27882300961773687,
        "grad_max_sv": 0.11602762639522553,
        "grad_min_sv": 7.004058964700434e-10,
        "grad_condition": 3782223950.51213,
        "lr": 0.0002499999999999997,
        "time_sec": 132.2558717727661
      },
      {
        "epoch": 101,
        "train_loss": 4.499455378265381,
        "train_acc": 0.02344,
        "test_loss": 5.443247247314453,
        "test_acc": 0.01,
        "lyapunov": 1.5859141483941042,
        "grad_norm": 0.25072615175177326,
        "grad_max_sv": 0.11183246672153473,
        "grad_min_sv": 1.6060449399156376e-10,
        "grad_condition": 6795488555.526062,
        "lr": 0.00024098649531343477,
        "time_sec": 132.28790807724
      },
      {
        "epoch": 102,
        "train_loss": 4.49708987487793,
        "train_acc": 0.02284,
        "test_loss": 5.607777552032471,
        "test_acc": 0.01,
        "lyapunov": 1.5908644315226914,
        "grad_norm": 0.22348474047746483,
        "grad_max_sv": 0.11046325713396073,
        "grad_min_sv": 3.8719351463923063e-10,
        "grad_condition": 6001916881.77612,
        "lr": 0.0002320866025105016,
        "time_sec": 132.18588161468506
      },
      {
        "epoch": 103,
        "train_loss": 4.4955732382202145,
        "train_acc": 0.0236,
        "test_loss": 5.745177990722656,
        "test_acc": 0.01,
        "lyapunov": 1.5917734240022157,
        "grad_norm": 0.2534263836701249,
        "grad_max_sv": 0.110052939504385,
        "grad_min_sv": 2.750547882733342e-10,
        "grad_condition": 9464587786.428852,
        "lr": 0.0002233042253783278,
        "time_sec": 132.16262555122375
      },
      {
        "epoch": 104,
        "train_loss": 4.501874127349853,
        "train_acc": 0.02266,
        "test_loss": 5.61523842163086,
        "test_acc": 0.01,
        "lyapunov": 1.58528883255961,
        "grad_norm": 0.27420737869929585,
        "grad_max_sv": 0.10906471610069275,
        "grad_min_sv": 2.0978145145694022e-10,
        "grad_condition": 9953736672.96781,
        "lr": 0.000214643216157784,
        "time_sec": 132.20356059074402
      },
      {
        "epoch": 105,
        "train_loss": 4.527709134521484,
        "train_acc": 0.02124,
        "test_loss": 5.809187103271484,
        "test_acc": 0.01,
        "lyapunov": 1.5925516539522449,
        "grad_norm": 0.23170044660415676,
        "grad_max_sv": 0.1055134791880846,
        "grad_min_sv": 7.825866377728172e-11,
        "grad_condition": 26017131256.645947,
        "lr": 0.00020610737385376332,
        "time_sec": 132.20340204238892
      },
      {
        "epoch": 106,
        "train_loss": 4.538254840545655,
        "train_acc": 0.02052,
        "test_loss": 5.702211804962158,
        "test_acc": 0.01,
        "lyapunov": 1.5994793835198482,
        "grad_norm": 0.22739631788820852,
        "grad_max_sv": 0.10190589521080255,
        "grad_min_sv": 2.392879430639463e-12,
        "grad_condition": 41858905566.539444,
        "lr": 0.00019770044256881242,
        "time_sec": 132.2257125377655
      },
      {
        "epoch": 107,
        "train_loss": 4.537451904602051,
        "train_acc": 0.01914,
        "test_loss": 5.932393156433106,
        "test_acc": 0.01,
        "lyapunov": 1.5854461083326803,
        "grad_norm": 0.21156136855576158,
        "grad_max_sv": 0.09718370195478201,
        "grad_min_sv": 2.1334573155528867e-12,
        "grad_condition": 44438773786.1716,
        "lr": 0.0001894261098608447,
        "time_sec": 132.20696210861206
      },
      {
        "epoch": 108,
        "train_loss": 4.54288639175415,
        "train_acc": 0.01946,
        "test_loss": 6.020662310791016,
        "test_acc": 0.01,
        "lyapunov": 1.5982869247646283,
        "grad_norm": 0.22336362248783215,
        "grad_max_sv": 0.0942000387236476,
        "grad_min_sv": 2.070612785490142e-12,
        "grad_condition": 38681493255.63291,
        "lr": 0.000181288005125655,
        "time_sec": 132.15775275230408
      },
      {
        "epoch": 109,
        "train_loss": 4.539118989257813,
        "train_acc": 0.02004,
        "test_loss": 5.875737568664551,
        "test_acc": 0.01,
        "lyapunov": 1.597143233889509,
        "grad_norm": 0.24209283453668126,
        "grad_max_sv": 0.09231847468599881,
        "grad_min_sv": 2.4290148967334254e-12,
        "grad_condition": 41122755985.59834,
        "lr": 0.0001732896980049473,
        "time_sec": 132.2014491558075
      },
      {
        "epoch": 110,
        "train_loss": 4.533240603179932,
        "train_acc": 0.02078,
        "test_loss": 6.020731507873535,
        "test_acc": 0.01,
        "lyapunov": 1.5895807243064237,
        "grad_norm": 0.24031990384630442,
        "grad_max_sv": 0.09458559956401587,
        "grad_min_sv": 4.9697159162748165e-12,
        "grad_condition": 34976084384.10825,
        "lr": 0.00016543469682057076,
        "time_sec": 132.15150785446167
      },
      {
        "epoch": 111,
        "train_loss": 4.518356960906982,
        "train_acc": 0.02294,
        "test_loss": 5.969912101745606,
        "test_acc": 0.01,
        "lyapunov": 1.604492220122491,
        "grad_norm": 0.22602265116800407,
        "grad_max_sv": 0.09987993091344834,
        "grad_min_sv": 2.419991108871221e-10,
        "grad_condition": 19549830485.2588,
        "lr": 0.00015772644703565552,
        "time_sec": 132.23562288284302
      },
      {
        "epoch": 112,
        "train_loss": 4.52961797088623,
        "train_acc": 0.02194,
        "test_loss": 5.610896324157715,
        "test_acc": 0.01,
        "lyapunov": 1.6014201195953448,
        "grad_norm": 0.24431543872984524,
        "grad_max_sv": 0.09510019868612289,
        "grad_min_sv": 1.6583184662959947e-11,
        "grad_condition": 24172749617.446175,
        "lr": 0.00015016832974331713,
        "time_sec": 132.2202250957489
      },
      {
        "epoch": 113,
        "train_loss": 4.534737938232422,
        "train_acc": 0.02108,
        "test_loss": 5.882650997924805,
        "test_acc": 0.01,
        "lyapunov": 1.6089779333690244,
        "grad_norm": 0.2408463440419859,
        "grad_max_sv": 0.09545416701585055,
        "grad_min_sv": 8.265506817575693e-12,
        "grad_condition": 26886346060.009724,
        "lr": 0.00014276366018359834,
        "time_sec": 132.39671301841736
      },
      {
        "epoch": 114,
        "train_loss": 4.528099235992432,
        "train_acc": 0.0216,
        "test_loss": 6.349718654632569,
        "test_acc": 0.01,
        "lyapunov": 1.6125300259846251,
        "grad_norm": 0.24308443287212356,
        "grad_max_sv": 0.09617761392146348,
        "grad_min_sv": 2.4579975111898598e-11,
        "grad_condition": 33881398145.36089,
        "lr": 0.00013551568628929425,
        "time_sec": 132.3225646018982
      },
      {
        "epoch": 115,
        "train_loss": 4.519340593109131,
        "train_acc": 0.02402,
        "test_loss": 6.121589573669434,
        "test_acc": 0.01,
        "lyapunov": 1.6377504332291195,
        "grad_norm": 0.2592364007942639,
        "grad_max_sv": 0.09955059625208378,
        "grad_min_sv": 9.771481077080514e-11,
        "grad_condition": 10355098029.396868,
        "lr": 0.00012842758726130276,
        "time_sec": 132.17340803146362
      },
      {
        "epoch": 116,
        "train_loss": 4.532410475921631,
        "train_acc": 0.02288,
        "test_loss": 6.244934426879883,
        "test_acc": 0.01,
        "lyapunov": 1.666187497660937,
        "grad_norm": 0.31169546460365094,
        "grad_max_sv": 0.09843376744538546,
        "grad_min_sv": 5.1638096920723736e-11,
        "grad_condition": 18012362556.947014,
        "lr": 0.0001215024721741218,
        "time_sec": 132.24165844917297
      },
      {
        "epoch": 117,
        "train_loss": 4.535684629211426,
        "train_acc": 0.0223,
        "test_loss": 6.586191843414307,
        "test_acc": 0.01,
        "lyapunov": 1.6899945476780767,
        "grad_norm": 0.3135195405807995,
        "grad_max_sv": 0.10071753729134798,
        "grad_min_sv": 7.336645736394951e-11,
        "grad_condition": 12673080594.516361,
        "lr": 0.00011474337861210538,
        "time_sec": 132.23825097084045
      },
      {
        "epoch": 118,
        "train_loss": 4.546351953430176,
        "train_acc": 0.02212,
        "test_loss": 6.257575799560547,
        "test_acc": 0.01,
        "lyapunov": 1.7288513323839974,
        "grad_norm": 0.41941424039533404,
        "grad_max_sv": 0.09607745744287968,
        "grad_min_sv": 7.789500681913805e-11,
        "grad_condition": 16545952885.282751,
        "lr": 0.00010815327133708009,
        "time_sec": 132.21766591072083
      },
      {
        "epoch": 119,
        "train_loss": 4.531073229370117,
        "train_acc": 0.02256,
        "test_loss": 6.456183740997314,
        "test_acc": 0.01,
        "lyapunov": 1.6964583756673672,
        "grad_norm": 0.25613400920512375,
        "grad_max_sv": 0.09485051818192006,
        "grad_min_sv": 4.685287637259971e-11,
        "grad_condition": 12061244650.910728,
        "lr": 0.00010173504098790182,
        "time_sec": 132.30614709854126
      },
      {
        "epoch": 120,
        "train_loss": 4.541061541137696,
        "train_acc": 0.0237,
        "test_loss": 6.413670517730713,
        "test_acc": 0.01,
        "lyapunov": 1.739644906709871,
        "grad_norm": 0.3693183435156443,
        "grad_max_sv": 0.09833505425194744,
        "grad_min_sv": 3.894246489996689e-11,
        "grad_condition": 17507367358.884224,
        "lr": 9.549150281252629e-05,
        "time_sec": 132.18320536613464
      },
      {
        "epoch": 121,
        "train_loss": 4.5607890040588375,
        "train_acc": 0.0232,
        "test_loss": 6.3454551567077635,
        "test_acc": 0.01,
        "lyapunov": 1.8264712491608641,
        "grad_norm": 0.8551675055665584,
        "grad_max_sv": 0.1001248000189662,
        "grad_min_sv": 3.8870165434796247e-10,
        "grad_condition": 11774673434.16497,
        "lr": 8.942539543314794e-05,
        "time_sec": 132.19883823394775
      },
      {
        "epoch": 122,
        "train_loss": 4.561086259918213,
        "train_acc": 0.02154,
        "test_loss": 5.992345477294922,
        "test_acc": 0.01,
        "lyapunov": 1.802467906566532,
        "grad_norm": 0.35207234081524835,
        "grad_max_sv": 0.09587623235711362,
        "grad_min_sv": 3.822705043577684e-10,
        "grad_condition": 17845122251.05708,
        "lr": 8.353937964495024e-05,
        "time_sec": 132.44755220413208
      },
      {
        "epoch": 123,
        "train_loss": 4.573194706115722,
        "train_acc": 0.02058,
        "test_loss": 5.8545154296875,
        "test_acc": 0.01,
        "lyapunov": 1.816409704020566,
        "grad_norm": 0.3735027051691648,
        "grad_max_sv": 0.09373153795404505,
        "grad_min_sv": 2.715693798334913e-11,
        "grad_condition": 28875711989.57364,
        "lr": 7.783603724899243e-05,
        "time_sec": 132.26207613945007
      },
      {
        "epoch": 124,
        "train_loss": 4.572661248168945,
        "train_acc": 0.02148,
        "test_loss": 5.896555422973633,
        "test_acc": 0.01,
        "lyapunov": 1.8480512553163806,
        "grad_norm": 0.3134804302549242,
        "grad_max_sv": 0.09899624399840831,
        "grad_min_sv": 1.2754484528129877e-10,
        "grad_condition": 31805856694.423676,
        "lr": 7.231786991974666e-05,
        "time_sec": 132.45608854293823
      },
      {
        "epoch": 125,
        "train_loss": 4.580600358886719,
        "train_acc": 0.02084,
        "test_loss": 5.708856204223633,
        "test_acc": 0.01,
        "lyapunov": 1.8661305547675209,
        "grad_norm": 0.5029799512519317,
        "grad_max_sv": 0.10123962573707104,
        "grad_min_sv": 1.8373754739270858e-11,
        "grad_condition": 32052285848.35261,
        "lr": 6.698729810778072e-05,
        "time_sec": 132.43874192237854
      },
      {
        "epoch": 126,
        "train_loss": 4.609690670166016,
        "train_acc": 0.01856,
        "test_loss": 5.770978012084961,
        "test_acc": 0.01,
        "lyapunov": 1.9074160238665998,
        "grad_norm": 1.9260693563122895,
        "grad_max_sv": 0.08174233604597703,
        "grad_min_sv": 5.527462332474612e-11,
        "grad_condition": 24363510202.6125,
        "lr": 6.184665997806817e-05,
        "time_sec": 132.24991106987
      },
      {
        "epoch": 127,
        "train_loss": 4.640943519897461,
        "train_acc": 0.01876,
        "test_loss": 5.077701470947265,
        "test_acc": 0.01,
        "lyapunov": 1.9559716467967119,
        "grad_norm": 1.0457106969740626,
        "grad_max_sv": 0.09646339530616928,
        "grad_min_sv": 3.4253201033677874e-10,
        "grad_condition": 17416671105.52501,
        "lr": 5.6898210384392595e-05,
        "time_sec": 132.16351675987244
      },
      {
        "epoch": 128,
        "train_loss": 4.598363189086914,
        "train_acc": 0.02078,
        "test_loss": 4.975116259765625,
        "test_acc": 0.01,
        "lyapunov": 1.8845891751291808,
        "grad_norm": 0.8220120863964331,
        "grad_max_sv": 0.08199532476752439,
        "grad_min_sv": 8.623996275121066e-10,
        "grad_condition": 9056773581.269657,
        "lr": 5.214411988029363e-05,
        "time_sec": 132.3097848892212
      },
      {
        "epoch": 129,
        "train_loss": 4.541455926513672,
        "train_acc": 0.0247,
        "test_loss": 5.7549523315429685,
        "test_acc": 0.01,
        "lyapunov": 1.8803200340636856,
        "grad_norm": 0.2569299215166405,
        "grad_max_sv": 0.10282012969255447,
        "grad_min_sv": 1.0507987653726909e-09,
        "grad_condition": 9769165472.089832,
        "lr": 4.7586473766990294e-05,
        "time_sec": 132.27577376365662
      },
      {
        "epoch": 130,
        "train_loss": 4.584647702636719,
        "train_acc": 0.02022,
        "test_loss": 5.332480350494385,
        "test_acc": 0.01,
        "lyapunov": 1.901323552326778,
        "grad_norm": 0.3548472872087693,
        "grad_max_sv": 0.1086544806137681,
        "grad_min_sv": 9.814503552650124e-11,
        "grad_condition": 22478674485.849125,
        "lr": 4.32272711786996e-05,
        "time_sec": 132.3002369403839
      },
      {
        "epoch": 131,
        "train_loss": 4.581521871185303,
        "train_acc": 0.02126,
        "test_loss": 5.6270052955627445,
        "test_acc": 0.01,
        "lyapunov": 1.9170096432766341,
        "grad_norm": 0.21502212949334182,
        "grad_max_sv": 0.10107578802853823,
        "grad_min_sv": 4.709314182512565e-12,
        "grad_condition": 28702045833.35929,
        "lr": 3.906842420574966e-05,
        "time_sec": 132.58341455459595
      },
      {
        "epoch": 132,
        "train_loss": 4.603923379821778,
        "train_acc": 0.02086,
        "test_loss": 5.753756982421875,
        "test_acc": 0.01,
        "lyapunov": 2.0209065084262274,
        "grad_norm": 0.24096511248455096,
        "grad_max_sv": 0.09993877708911895,
        "grad_min_sv": 7.1246287590231335e-12,
        "grad_condition": 29623139032.43003,
        "lr": 3.5111757055874305e-05,
        "time_sec": 132.31662130355835
      },
      {
        "epoch": 133,
        "train_loss": 4.622827220458984,
        "train_acc": 0.02166,
        "test_loss": 5.880264813232422,
        "test_acc": 0.01,
        "lyapunov": 2.0902158723157993,
        "grad_norm": 0.37428368144939567,
        "grad_max_sv": 0.09831619988790408,
        "grad_min_sv": 4.434330920707163e-12,
        "grad_condition": 32791799106.98709,
        "lr": 3.1359005254054254e-05,
        "time_sec": 132.16932916641235
      },
      {
        "epoch": 134,
        "train_loss": 4.6172026605224605,
        "train_acc": 0.02178,
        "test_loss": 5.7553314712524415,
        "test_acc": 0.01,
        "lyapunov": 2.0609848694423274,
        "grad_norm": 1.1257846952613533,
        "grad_max_sv": 0.09743457045406104,
        "grad_min_sv": 3.0741354169823606e-11,
        "grad_condition": 13593193192.516785,
        "lr": 2.7811814881259484e-05,
        "time_sec": 132.19739365577698
      },
      {
        "epoch": 135,
        "train_loss": 4.635151025238037,
        "train_acc": 0.021,
        "test_loss": 5.5024827880859375,
        "test_acc": 0.01,
        "lyapunov": 1.9769353912309613,
        "grad_norm": 2.02772923429031,
        "grad_max_sv": 0.07839736734087524,
        "grad_min_sv": 3.7352801946025573e-10,
        "grad_condition": 6440628915.387049,
        "lr": 2.4471741852423218e-05,
        "time_sec": 132.1603286266327
      },
      {
        "epoch": 136,
        "train_loss": 4.68249575958252,
        "train_acc": 0.0219,
        "test_loss": 5.25179546508789,
        "test_acc": 0.01,
        "lyapunov": 2.0190668633526854,
        "grad_norm": 1.6997169038698898,
        "grad_max_sv": 0.08753072819376939,
        "grad_min_sv": 1.2251687187667402e-09,
        "grad_condition": 432467715.9748623,
        "lr": 2.1340251233966362e-05,
        "time_sec": 132.14581847190857
      },
      {
        "epoch": 137,
        "train_loss": 4.631195866546631,
        "train_acc": 0.02544,
        "test_loss": 5.392911587524414,
        "test_acc": 0.01,
        "lyapunov": 1.9715384879075657,
        "grad_norm": 0.7892430119447663,
        "grad_max_sv": 0.10768030200561043,
        "grad_min_sv": 1.7614047353271475e-09,
        "grad_condition": 109282059.02686039,
        "lr": 1.8418716601170932e-05,
        "time_sec": 132.1871361732483
      },
      {
        "epoch": 138,
        "train_loss": 4.587350132141113,
        "train_acc": 0.02568,
        "test_loss": 5.4693435791015625,
        "test_acc": 0.01,
        "lyapunov": 1.991891508821941,
        "grad_norm": 0.7469521916290953,
        "grad_max_sv": 0.11756768673658372,
        "grad_min_sv": 1.9356462725657374e-09,
        "grad_condition": 1022350892.4888865,
        "lr": 1.570841943568445e-05,
        "time_sec": 132.11142563819885
      },
      {
        "epoch": 139,
        "train_loss": 4.577352908630371,
        "train_acc": 0.02708,
        "test_loss": 5.601054759979248,
        "test_acc": 0.01,
        "lyapunov": 1.9843372856564534,
        "grad_norm": 0.8085739729926078,
        "grad_max_sv": 0.12083102430333384,
        "grad_min_sv": 1.96632062201673e-09,
        "grad_condition": 76824680.74466217,
        "lr": 1.3210548563419845e-05,
        "time_sec": 132.16676545143127
      },
      {
        "epoch": 140,
        "train_loss": 4.552192511444092,
        "train_acc": 0.02732,
        "test_loss": 5.383674153137207,
        "test_acc": 0.01,
        "lyapunov": 1.9721098985818342,
        "grad_norm": 0.6793156974859339,
        "grad_max_sv": 0.12086031896079703,
        "grad_min_sv": 1.9605524922258888e-09,
        "grad_condition": 123266932.04338643,
        "lr": 1.0926199633097203e-05,
        "time_sec": 132.13540196418762
      },
      {
        "epoch": 141,
        "train_loss": 4.551412692871094,
        "train_acc": 0.02748,
        "test_loss": 5.406689046478271,
        "test_acc": 0.01,
        "lyapunov": 1.9343544891118394,
        "grad_norm": 0.6725109238271549,
        "grad_max_sv": 0.11751907898869832,
        "grad_min_sv": 1.9861858326650564e-09,
        "grad_condition": 74216850.21639355,
        "lr": 8.856374635655688e-06,
        "time_sec": 132.12982821464539
      },
      {
        "epoch": 142,
        "train_loss": 4.727527248229981,
        "train_acc": 0.01824,
        "test_loss": 5.770706779479981,
        "test_acc": 0.01,
        "lyapunov": 2.350969208475879,
        "grad_norm": 2.282933232543126,
        "grad_max_sv": 0.11755687685454178,
        "grad_min_sv": 1.4490837774683643e-09,
        "grad_condition": 631119004.4434631,
        "lr": 7.001981464747503e-06,
        "time_sec": 132.14570784568787
      },
      {
        "epoch": 143,
        "train_loss": 4.774733398284912,
        "train_acc": 0.01748,
        "test_loss": 5.42293524093628,
        "test_acc": 0.01,
        "lyapunov": 2.5337743533541786,
        "grad_norm": 3.084857123459247,
        "grad_max_sv": 0.08506426704443584,
        "grad_min_sv": 1.0878406072247764e-09,
        "grad_condition": 95670235.35140035,
        "lr": 5.3638335185058295e-06,
        "time_sec": 132.17597699165344
      },
      {
        "epoch": 144,
        "train_loss": 4.801961855010986,
        "train_acc": 0.01764,
        "test_loss": 5.572767419433593,
        "test_acc": 0.01,
        "lyapunov": 2.5992656010191153,
        "grad_norm": 2.2910220858954014,
        "grad_max_sv": 0.14899966653709953,
        "grad_min_sv": 2.0148015595278023e-09,
        "grad_condition": 176782893.45203692,
        "lr": 3.942649342761114e-06,
        "time_sec": 132.12091755867004
      },
      {
        "epoch": 145,
        "train_loss": 4.850462348022461,
        "train_acc": 0.02024,
        "test_loss": 5.516320917510987,
        "test_acc": 0.01,
        "lyapunov": 2.7130372066936834,
        "grad_norm": 1.0265954725835216,
        "grad_max_sv": 0.21464332040486625,
        "grad_min_sv": 3.1526066665652634e-09,
        "grad_condition": 97161987.48706797,
        "lr": 2.7390523158633524e-06,
        "time_sec": 132.0690953731537
      },
      {
        "epoch": 146,
        "train_loss": 4.856118622894287,
        "train_acc": 0.02,
        "test_loss": 5.461014266967774,
        "test_acc": 0.01,
        "lyapunov": 2.718469413040239,
        "grad_norm": 1.0099887200055417,
        "grad_max_sv": 0.15561392254603562,
        "grad_min_sv": 2.2754747437366604e-09,
        "grad_condition": 1019144627.7729056,
        "lr": 1.7535703752478133e-06,
        "time_sec": 132.11823773384094
      },
      {
        "epoch": 147,
        "train_loss": 4.924606959075928,
        "train_acc": 0.01686,
        "test_loss": 20.649002047729493,
        "test_acc": 0.01,
        "lyapunov": 2.6374005685986766,
        "grad_norm": 3.1423913582004523,
        "grad_max_sv": 0.21941849166760222,
        "grad_min_sv": 3.0307538921017438e-09,
        "grad_condition": 120403007.5867976,
        "lr": 9.866357858642196e-07,
        "time_sec": 132.07725739479065
      },
      {
        "epoch": 148,
        "train_loss": 4.767027478179932,
        "train_acc": 0.01794,
        "test_loss": 5.494908865356446,
        "test_acc": 0.01,
        "lyapunov": 2.1720430088774934,
        "grad_norm": 3.0001678190775194,
        "grad_max_sv": 0.06730101421089785,
        "grad_min_sv": 5.6080486708198344e-11,
        "grad_condition": 32628105419.335045,
        "lr": 4.38584950570808e-07,
        "time_sec": 132.16628646850586
      },
      {
        "epoch": 149,
        "train_loss": 4.725253110198975,
        "train_acc": 0.01852,
        "test_loss": 5.4529930709838865,
        "test_acc": 0.01,
        "lyapunov": 2.1247258430246805,
        "grad_norm": 2.425421227254264,
        "grad_max_sv": 0.06302208096294634,
        "grad_min_sv": 8.06056723307697e-12,
        "grad_condition": 24980400399.38557,
        "lr": 1.096582625772501e-07,
        "time_sec": 132.17798447608948
      },
      {
        "epoch": 150,
        "train_loss": 4.724624121398926,
        "train_acc": 0.01896,
        "test_loss": 5.454324950408935,
        "test_acc": 0.01,
        "lyapunov": 2.1117066599219045,
        "grad_norm": 2.2782652512729027,
        "grad_max_sv": 0.06824387344677234,
        "grad_min_sv": 1.3984562009526476e-11,
        "grad_condition": 35779591216.93815,
        "lr": 0.0,
        "time_sec": 132.24787974357605
      }
    ],
    "16": [
      {
        "epoch": 1,
        "train_loss": 5.052905302276612,
        "train_acc": 0.01584,
        "test_loss": 4.867012271118164,
        "test_acc": 0.0108,
        "lyapunov": 2.5116785645789808,
        "grad_norm": 5.121741212106656,
        "grad_max_sv": 4.439184683561325,
        "grad_min_sv": 8.58994061270213e-08,
        "grad_condition": 81112713.35007669,
        "lr": 0.0009998903417374227,
        "time_sec": 177.38097023963928
      },
      {
        "epoch": 2,
        "train_loss": 4.7834703578186035,
        "train_acc": 0.0185,
        "test_loss": 4.856568830871582,
        "test_acc": 0.0105,
        "lyapunov": 2.04087689069226,
        "grad_norm": 3.485253038009916,
        "grad_max_sv": 2.8998831868171693,
        "grad_min_sv": 5.773870767437905e-08,
        "grad_condition": 487880276.00022805,
        "lr": 0.0009995614150494292,
        "time_sec": 177.40509605407715
      },
      {
        "epoch": 3,
        "train_loss": 4.663032297821045,
        "train_acc": 0.01814,
        "test_loss": 4.829788903808594,
        "test_acc": 0.01,
        "lyapunov": 1.8697960974310366,
        "grad_norm": 2.5433134222817766,
        "grad_max_sv": 1.7969021894054094,
        "grad_min_sv": 3.7302616086586385e-08,
        "grad_condition": 424272904.7057018,
        "lr": 0.0009990133642141358,
        "time_sec": 177.55998063087463
      },
      {
        "epoch": 4,
        "train_loss": 4.580566212463379,
        "train_acc": 0.01816,
        "test_loss": 5.0227375442504885,
        "test_acc": 0.01,
        "lyapunov": 1.7420489681346336,
        "grad_norm": 1.5123120559078784,
        "grad_max_sv": 1.0997331857681274,
        "grad_min_sv": 2.3435378404546015e-08,
        "grad_condition": 50550380.27519056,
        "lr": 0.0009982464296247522,
        "time_sec": 177.36285305023193
      },
      {
        "epoch": 5,
        "train_loss": 4.571687319335937,
        "train_acc": 0.0169,
        "test_loss": 4.605651480102539,
        "test_acc": 0.01,
        "lyapunov": 1.7220315366144985,
        "grad_norm": 1.03184611340308,
        "grad_max_sv": 0.7467024937272072,
        "grad_min_sv": 9.665682879938559e-09,
        "grad_condition": 55185094270.727005,
        "lr": 0.0009972609476841367,
        "time_sec": 177.37269806861877
      },
      {
        "epoch": 6,
        "train_loss": 4.555875413513184,
        "train_acc": 0.01516,
        "test_loss": 4.674408260345459,
        "test_acc": 0.01,
        "lyapunov": 1.7398752916194593,
        "grad_norm": 0.9957876060665515,
        "grad_max_sv": 0.5100040049292147,
        "grad_min_sv": 2.519896859816943e-10,
        "grad_condition": 106528792765.2457,
        "lr": 0.000996057350657239,
        "time_sec": 177.46758604049683
      },
      {
        "epoch": 7,
        "train_loss": 4.543562595672608,
        "train_acc": 0.01678,
        "test_loss": 4.860989706420899,
        "test_acc": 0.01,
        "lyapunov": 1.7311897963818992,
        "grad_norm": 0.6570743063224779,
        "grad_max_sv": 0.5500264666974545,
        "grad_min_sv": 1.8619091907383225e-09,
        "grad_condition": 101307067487.53836,
        "lr": 0.000994636166481494,
        "time_sec": 177.4092240333557
      },
      {
        "epoch": 8,
        "train_loss": 4.546422679748535,
        "train_acc": 0.01748,
        "test_loss": 4.704587471008301,
        "test_acc": 0.01,
        "lyapunov": 1.7199046867887686,
        "grad_norm": 0.6503196899352705,
        "grad_max_sv": 0.4841625154018402,
        "grad_min_sv": 1.3860141552013199e-09,
        "grad_condition": 92427076016.0824,
        "lr": 0.0009929980185352525,
        "time_sec": 177.34343218803406
      },
      {
        "epoch": 9,
        "train_loss": 4.555562373046875,
        "train_acc": 0.01632,
        "test_loss": 4.984462910461426,
        "test_acc": 0.01,
        "lyapunov": 1.7168824087323435,
        "grad_norm": 0.4710924143848028,
        "grad_max_sv": 0.3569773003458977,
        "grad_min_sv": 2.9924371274558933e-12,
        "grad_condition": 163638150611.22946,
        "lr": 0.0009911436253643444,
        "time_sec": 177.2937033176422
      },
      {
        "epoch": 10,
        "train_loss": 4.572519063873291,
        "train_acc": 0.01446,
        "test_loss": 4.622131011962891,
        "test_acc": 0.01,
        "lyapunov": 1.6881294174267507,
        "grad_norm": 0.5058537650400963,
        "grad_max_sv": 0.36440472304821014,
        "grad_min_sv": 6.516127066976764e-13,
        "grad_condition": 259926216911.04242,
        "lr": 0.0009890738003669028,
        "time_sec": 177.31165838241577
      },
      {
        "epoch": 11,
        "train_loss": 4.565913163909912,
        "train_acc": 0.01558,
        "test_loss": 5.445963431549072,
        "test_acc": 0.01,
        "lyapunov": 1.6539141406183657,
        "grad_norm": 0.48047604578041114,
        "grad_max_sv": 0.3803807333111763,
        "grad_min_sv": 9.42464814059806e-13,
        "grad_condition": 226641538861.88174,
        "lr": 0.00098678945143658,
        "time_sec": 177.28680086135864
      },
      {
        "epoch": 12,
        "train_loss": 4.585704666290283,
        "train_acc": 0.01426,
        "test_loss": 5.591514777374267,
        "test_acc": 0.01,
        "lyapunov": 1.6391262849578467,
        "grad_norm": 0.3984247324953335,
        "grad_max_sv": 0.32813584208488467,
        "grad_min_sv": 9.868289842027034e-13,
        "grad_condition": 205156435878.04105,
        "lr": 0.0009842915805643154,
        "time_sec": 177.34117722511292
      },
      {
        "epoch": 13,
        "train_loss": 4.604436149597168,
        "train_acc": 0.01222,
        "test_loss": 4.690793671417237,
        "test_acc": 0.01,
        "lyapunov": 1.641747108810698,
        "grad_norm": 0.3654356558343784,
        "grad_max_sv": 0.2650721728801727,
        "grad_min_sv": 2.5128712845214346e-14,
        "grad_condition": 259015002047.89975,
        "lr": 0.000981581283398829,
        "time_sec": 177.3893666267395
      },
      {
        "epoch": 14,
        "train_loss": 4.607583849945068,
        "train_acc": 0.01194,
        "test_loss": 4.637583544921875,
        "test_acc": 0.01,
        "lyapunov": 1.647905475953046,
        "grad_norm": 0.3152206467371112,
        "grad_max_sv": 0.24337820373475552,
        "grad_min_sv": 2.2884600952186276e-19,
        "grad_condition": 243378149152.73965,
        "lr": 0.0009786597487660333,
        "time_sec": 177.42928194999695
      },
      {
        "epoch": 15,
        "train_loss": 4.609895180664062,
        "train_acc": 0.01204,
        "test_loss": 4.618253812408447,
        "test_acc": 0.01,
        "lyapunov": 1.631026401239283,
        "grad_norm": 0.2910629294744733,
        "grad_max_sv": 0.25453653037548063,
        "grad_min_sv": 1.096334686408586e-14,
        "grad_condition": 251632031244.05,
        "lr": 0.0009755282581475766,
        "time_sec": 177.26571369171143
      },
      {
        "epoch": 16,
        "train_loss": 4.620552892456055,
        "train_acc": 0.01092,
        "test_loss": 4.829088508605957,
        "test_acc": 0.01,
        "lyapunov": 1.6514442287137747,
        "grad_norm": 0.32315656842976964,
        "grad_max_sv": 0.2540007773786783,
        "grad_min_sv": 2.6148553957350966e-15,
        "grad_condition": 253349213677.79898,
        "lr": 0.0009721881851187403,
        "time_sec": 177.23212313652039
      },
      {
        "epoch": 17,
        "train_loss": 4.645780512695312,
        "train_acc": 0.01148,
        "test_loss": 5.213332609558106,
        "test_acc": 0.0118,
        "lyapunov": 1.7068933586940132,
        "grad_norm": 0.4780888546414525,
        "grad_max_sv": 0.33272466212511065,
        "grad_min_sv": 1.1442340742877327e-13,
        "grad_condition": 310520393785.63025,
        "lr": 0.0009686409947459456,
        "time_sec": 177.3003396987915
      },
      {
        "epoch": 18,
        "train_loss": 4.643788212127686,
        "train_acc": 0.01072,
        "test_loss": 4.7405077087402345,
        "test_acc": 0.01,
        "lyapunov": 1.700578610305591,
        "grad_norm": 0.4623759718719876,
        "grad_max_sv": 0.36730299033224584,
        "grad_min_sv": 3.818205128193156e-15,
        "grad_condition": 365867778353.78564,
        "lr": 0.0009648882429441254,
        "time_sec": 177.37098169326782
      },
      {
        "epoch": 19,
        "train_loss": 4.6578716897583,
        "train_acc": 0.0106,
        "test_loss": 5.001485794830322,
        "test_acc": 0.01,
        "lyapunov": 1.7619636241737229,
        "grad_norm": 0.5961977275221398,
        "grad_max_sv": 0.3942902203649282,
        "grad_min_sv": 2.946577326860146e-13,
        "grad_condition": 343308843771.1844,
        "lr": 0.00096093157579425,
        "time_sec": 177.48300218582153
      },
      {
        "epoch": 20,
        "train_loss": 4.671879530639648,
        "train_acc": 0.00988,
        "test_loss": 4.9071829193115235,
        "test_acc": 0.01,
        "lyapunov": 1.8025801248867492,
        "grad_norm": 0.5059310784067265,
        "grad_max_sv": 0.3557112220674753,
        "grad_min_sv": 1.5333297747627812e-13,
        "grad_condition": 328969482461.7643,
        "lr": 0.0009567727288213001,
        "time_sec": 177.32300353050232
      },
      {
        "epoch": 21,
        "train_loss": 4.653441105194092,
        "train_acc": 0.0101,
        "test_loss": 5.037871252441406,
        "test_acc": 0.01,
        "lyapunov": 1.7085216252700142,
        "grad_norm": 0.3698981456336605,
        "grad_max_sv": 0.32922359369695187,
        "grad_min_sv": 2.0854029706572434e-14,
        "grad_condition": 323091955093.61206,
        "lr": 0.0009524135262330095,
        "time_sec": 177.3196620941162
      },
      {
        "epoch": 22,
        "train_loss": 4.632678106536865,
        "train_acc": 0.01074,
        "test_loss": 5.238784426116943,
        "test_acc": 0.01,
        "lyapunov": 1.6952984226329246,
        "grad_norm": 0.4241090659984796,
        "grad_max_sv": 0.386181453615427,
        "grad_min_sv": 2.802362135740985e-14,
        "grad_condition": 377561785396.401,
        "lr": 0.0009478558801197061,
        "time_sec": 177.29510116577148
      },
      {
        "epoch": 23,
        "train_loss": 4.638225617523194,
        "train_acc": 0.01138,
        "test_loss": 5.275448854064941,
        "test_acc": 0.01,
        "lyapunov": 1.6717191449821454,
        "grad_norm": 0.4690453217532838,
        "grad_max_sv": 0.36180934831500056,
        "grad_min_sv": 7.689419929357006e-14,
        "grad_condition": 343504771054.1229,
        "lr": 0.000943101789615607,
        "time_sec": 177.27985095977783
      },
      {
        "epoch": 24,
        "train_loss": 4.645476407775879,
        "train_acc": 0.01184,
        "test_loss": 5.105841419219971,
        "test_acc": 0.01,
        "lyapunov": 1.6884696520198033,
        "grad_norm": 0.46211885946676406,
        "grad_max_sv": 0.41755540743470193,
        "grad_min_sv": 3.2064806913220934e-13,
        "grad_condition": 342942332027.1542,
        "lr": 0.0009381533400219313,
        "time_sec": 177.25587034225464
      },
      {
        "epoch": 25,
        "train_loss": 4.6320624351501465,
        "train_acc": 0.0119,
        "test_loss": 6.030343013000488,
        "test_acc": 0.01,
        "lyapunov": 1.707195217042323,
        "grad_norm": 0.5021589283462617,
        "grad_max_sv": 0.39102165041840636,
        "grad_min_sv": 5.243264004713223e-13,
        "grad_condition": 307511385553.97986,
        "lr": 0.0009330127018922189,
        "time_sec": 177.37623739242554
      },
      {
        "epoch": 26,
        "train_loss": 4.612996809234619,
        "train_acc": 0.0124,
        "test_loss": 4.7069967758178715,
        "test_acc": 0.01,
        "lyapunov": 1.6614662732004815,
        "grad_norm": 0.41182683188165653,
        "grad_max_sv": 0.36811394318938256,
        "grad_min_sv": 1.8671300799803038e-13,
        "grad_condition": 326597103772.6738,
        "lr": 0.000927682130080253,
        "time_sec": 177.34338855743408
      },
      {
        "epoch": 27,
        "train_loss": 4.615120216217041,
        "train_acc": 0.01294,
        "test_loss": 5.169810830688476,
        "test_acc": 0.01,
        "lyapunov": 1.6869621197585865,
        "grad_norm": 0.48352542649856634,
        "grad_max_sv": 0.40701944530010226,
        "grad_min_sv": 2.212590997783025e-13,
        "grad_condition": 351263915868.759,
        "lr": 0.0009221639627510072,
        "time_sec": 177.37520146369934
      },
      {
        "epoch": 28,
        "train_loss": 4.618173647613525,
        "train_acc": 0.0121,
        "test_loss": 4.701211013793945,
        "test_acc": 0.01,
        "lyapunov": 1.6625224543959283,
        "grad_norm": 0.49633059160738635,
        "grad_max_sv": 0.42104807291179897,
        "grad_min_sv": 8.098768546668247e-14,
        "grad_condition": 390777126515.4154,
        "lr": 0.0009164606203550494,
        "time_sec": 177.30147242546082
      },
      {
        "epoch": 29,
        "train_loss": 4.620836652526855,
        "train_acc": 0.01168,
        "test_loss": 5.855577803039551,
        "test_acc": 0.01,
        "lyapunov": 1.6738867168231388,
        "grad_norm": 0.46837018531534874,
        "grad_max_sv": 0.41829773411154747,
        "grad_min_sv": 6.839261746330108e-14,
        "grad_condition": 396621981755.1995,
        "lr": 0.0009105746045668516,
        "time_sec": 177.59404516220093
      },
      {
        "epoch": 30,
        "train_loss": 4.620147025604248,
        "train_acc": 0.01212,
        "test_loss": 5.105264408111572,
        "test_acc": 0.0024,
        "lyapunov": 1.6637281100158496,
        "grad_norm": 0.5269676291306111,
        "grad_max_sv": 0.4443404793739319,
        "grad_min_sv": 4.246975380253858e-14,
        "grad_condition": 429585177175.7853,
        "lr": 0.0009045084971874733,
        "time_sec": 177.3182647228241
      },
      {
        "epoch": 31,
        "train_loss": 4.6263528985595705,
        "train_acc": 0.01214,
        "test_loss": 4.881978817749023,
        "test_acc": 0.01,
        "lyapunov": 1.679152080774917,
        "grad_norm": 0.4813838001178168,
        "grad_max_sv": 0.44175935424864293,
        "grad_min_sv": 7.640593233486203e-14,
        "grad_condition": 412963565609.7972,
        "lr": 0.0008982649590120977,
        "time_sec": 177.52869391441345
      },
      {
        "epoch": 32,
        "train_loss": 4.64666208404541,
        "train_acc": 0.01024,
        "test_loss": 4.607140179443359,
        "test_acc": 0.01,
        "lyapunov": 1.6733192260308034,
        "grad_norm": 0.9644658562133654,
        "grad_max_sv": 0.32155169621109964,
        "grad_min_sv": 4.501243792038921e-14,
        "grad_condition": 307022698703.9159,
        "lr": 0.0008918467286629196,
        "time_sec": 177.55723929405212
      },
      {
        "epoch": 33,
        "train_loss": 4.629158392181396,
        "train_acc": 0.01256,
        "test_loss": 4.610281867980957,
        "test_acc": 0.01,
        "lyapunov": 1.7062030826383234,
        "grad_norm": 0.8603320661340712,
        "grad_max_sv": 0.3315905283205211,
        "grad_min_sv": 1.30026839163971e-13,
        "grad_condition": 311972159847.4972,
        "lr": 0.0008852566213878943,
        "time_sec": 177.52309370040894
      },
      {
        "epoch": 34,
        "train_loss": 4.61046769607544,
        "train_acc": 0.01252,
        "test_loss": 4.61788650970459,
        "test_acc": 0.01,
        "lyapunov": 1.6976071282116043,
        "grad_norm": 0.49261012177272534,
        "grad_max_sv": 0.3965699575841427,
        "grad_min_sv": 1.5454696301012257e-13,
        "grad_condition": 361671513434.2426,
        "lr": 0.000878497527825878,
        "time_sec": 177.35865092277527
      },
      {
        "epoch": 35,
        "train_loss": 4.610115225982666,
        "train_acc": 0.0133,
        "test_loss": 4.610134786224365,
        "test_acc": 0.01,
        "lyapunov": 1.7059512098731897,
        "grad_norm": 0.6359621148942639,
        "grad_max_sv": 0.38861413495615127,
        "grad_min_sv": 4.932618749060156e-13,
        "grad_condition": 303490840826.2363,
        "lr": 0.000871572412738697,
        "time_sec": 177.262850522995
      },
      {
        "epoch": 36,
        "train_loss": 4.599939749145507,
        "train_acc": 0.01366,
        "test_loss": 4.967366139221191,
        "test_acc": 0.01,
        "lyapunov": 1.6910303544510357,
        "grad_norm": 0.48781695526823965,
        "grad_max_sv": 0.3771605670452118,
        "grad_min_sv": 1.087613697669073e-12,
        "grad_condition": 257003832809.76837,
        "lr": 0.0008644843137107055,
        "time_sec": 177.29217314720154
      },
      {
        "epoch": 37,
        "train_loss": 4.5619960546875,
        "train_acc": 0.01694,
        "test_loss": 4.731475791931152,
        "test_acc": 0.01,
        "lyapunov": 1.6942788399089024,
        "grad_norm": 0.5025968244527356,
        "grad_max_sv": 0.3710522945970297,
        "grad_min_sv": 1.7366462838151458e-12,
        "grad_condition": 182613054683.41757,
        "lr": 0.0008572363398164014,
        "time_sec": 177.32313704490662
      },
      {
        "epoch": 38,
        "train_loss": 4.565163485412597,
        "train_acc": 0.01702,
        "test_loss": 4.821879299926758,
        "test_acc": 0.01,
        "lyapunov": 1.7136198645052703,
        "grad_norm": 0.3647367948752072,
        "grad_max_sv": 0.2595147430896759,
        "grad_min_sv": 8.982830963644869e-13,
        "grad_condition": 165264606800.54236,
        "lr": 0.0008498316702566826,
        "time_sec": 177.30079579353333
      },
      {
        "epoch": 39,
        "train_loss": 4.564778382873535,
        "train_acc": 0.01674,
        "test_loss": 4.7682116500854494,
        "test_acc": 0.01,
        "lyapunov": 1.717852655579062,
        "grad_norm": 0.3050778193964112,
        "grad_max_sv": 0.23688307516276835,
        "grad_min_sv": 7.061831886877416e-13,
        "grad_condition": 158702297955.0819,
        "lr": 0.0008422735529643442,
        "time_sec": 177.48431873321533
      },
      {
        "epoch": 40,
        "train_loss": 4.5591833352661135,
        "train_acc": 0.0181,
        "test_loss": 4.824417631530761,
        "test_acc": 0.01,
        "lyapunov": 1.7331721334506178,
        "grad_norm": 0.3159273980899205,
        "grad_max_sv": 0.2037038005888462,
        "grad_min_sv": 9.425467893049303e-13,
        "grad_condition": 137011838971.33943,
        "lr": 0.0008345653031794289,
        "time_sec": 177.31830286979675
      },
      {
        "epoch": 41,
        "train_loss": 4.578043832092285,
        "train_acc": 0.01756,
        "test_loss": 4.636139833068848,
        "test_acc": 0.01,
        "lyapunov": 1.8264592937801196,
        "grad_norm": 0.3694732916545973,
        "grad_max_sv": 0.18727784380316734,
        "grad_min_sv": 5.982392141838314e-13,
        "grad_condition": 126511514412.27226,
        "lr": 0.0008267103019950526,
        "time_sec": 177.335711479187
      },
      {
        "epoch": 42,
        "train_loss": 4.673806926269531,
        "train_acc": 0.01194,
        "test_loss": 4.6080057914733885,
        "test_acc": 0.01,
        "lyapunov": 1.9006618404632334,
        "grad_norm": 1.9332134687963871,
        "grad_max_sv": 0.11263461007879413,
        "grad_min_sv": 3.077567965127664e-13,
        "grad_condition": 84300063979.57101,
        "lr": 0.0008187119948743447,
        "time_sec": 177.32483506202698
      },
      {
        "epoch": 43,
        "train_loss": 4.688161468811035,
        "train_acc": 0.01068,
        "test_loss": 4.629961785125732,
        "test_acc": 0.01,
        "lyapunov": 1.7131454627532179,
        "grad_norm": 0.6010997717026842,
        "grad_max_sv": 0.29899735348299145,
        "grad_min_sv": 2.479182783007377e-09,
        "grad_condition": 66211640983.312706,
        "lr": 0.000810573890139155,
        "time_sec": 177.3025574684143
      },
      {
        "epoch": 44,
        "train_loss": 4.646988244628906,
        "train_acc": 0.0095,
        "test_loss": 4.6228884521484375,
        "test_acc": 0.01,
        "lyapunov": 1.5909017861041876,
        "grad_norm": 0.3503759029299944,
        "grad_max_sv": 0.2046256795525551,
        "grad_min_sv": 3.5303733441678653e-14,
        "grad_condition": 197873606364.90146,
        "lr": 0.0008022995574311873,
        "time_sec": 177.30037641525269
      },
      {
        "epoch": 45,
        "train_loss": 4.643654596862793,
        "train_acc": 0.00948,
        "test_loss": 4.658484869384766,
        "test_acc": 0.01,
        "lyapunov": 1.5862659612275145,
        "grad_norm": 0.2656233273924739,
        "grad_max_sv": 0.17473686374723912,
        "grad_min_sv": 1.813760877293352e-16,
        "grad_condition": 174705104463.56973,
        "lr": 0.0007938926261462363,
        "time_sec": 177.3814389705658
      },
      {
        "epoch": 46,
        "train_loss": 4.64409400894165,
        "train_acc": 0.0089,
        "test_loss": 4.812335470581055,
        "test_acc": 0.01,
        "lyapunov": 1.590341107619693,
        "grad_norm": 0.2648745471846797,
        "grad_max_sv": 0.16318325139582157,
        "grad_min_sv": 9.479088537998935e-17,
        "grad_condition": 163165251374.67862,
        "lr": 0.0007853567838422158,
        "time_sec": 177.3781590461731
      },
      {
        "epoch": 47,
        "train_loss": 4.643036758270264,
        "train_acc": 0.00928,
        "test_loss": 4.609914025878906,
        "test_acc": 0.01,
        "lyapunov": 1.5894581573393645,
        "grad_norm": 0.2691116464860412,
        "grad_max_sv": 0.15965580381453037,
        "grad_min_sv": 1.0509738482436128e-46,
        "grad_condition": 159655803814.53036,
        "lr": 0.0007766957746216719,
        "time_sec": 177.31791877746582
      },
      {
        "epoch": 48,
        "train_loss": 4.642327072753906,
        "train_acc": 0.00992,
        "test_loss": 4.8127995941162105,
        "test_acc": 0.01,
        "lyapunov": 1.5860872100991057,
        "grad_norm": 0.23492399170085265,
        "grad_max_sv": 0.1611787799745798,
        "grad_min_sv": 6.216856363016735e-39,
        "grad_condition": 161178779974.57983,
        "lr": 0.0007679133974894982,
        "time_sec": 177.36284637451172
      },
      {
        "epoch": 49,
        "train_loss": 4.642729123077393,
        "train_acc": 0.00984,
        "test_loss": 4.621463303375244,
        "test_acc": 0.01,
        "lyapunov": 1.591500211859603,
        "grad_norm": 0.21793856766380534,
        "grad_max_sv": 0.15185034908354283,
        "grad_min_sv": 2.264801692824062e-26,
        "grad_condition": 151850349083.53925,
        "lr": 0.000759013504686565,
        "time_sec": 177.32554411888123
      },
      {
        "epoch": 50,
        "train_loss": 4.643996462554932,
        "train_acc": 0.0102,
        "test_loss": 4.609245301818848,
        "test_acc": 0.01,
        "lyapunov": 1.5983945966681556,
        "grad_norm": 0.22457837692293584,
        "grad_max_sv": 0.15547131709754466,
        "grad_min_sv": 0.0,
        "grad_condition": 155471317097.54468,
        "lr": 0.0007499999999999998,
        "time_sec": 177.34761261940002
      },
      {
        "epoch": 51,
        "train_loss": 4.6476463407897946,
        "train_acc": 0.0094,
        "test_loss": 4.637005358123779,
        "test_acc": 0.01,
        "lyapunov": 1.608639404291997,
        "grad_norm": 0.22991701525164646,
        "grad_max_sv": 0.14587618354707957,
        "grad_min_sv": 3.503246160812043e-47,
        "grad_condition": 145876183547.07956,
        "lr": 0.0007408768370508575,
        "time_sec": 177.40973281860352
      },
      {
        "epoch": 52,
        "train_loss": 4.643522353057861,
        "train_acc": 0.0091,
        "test_loss": 4.635898374176025,
        "test_acc": 0.01,
        "lyapunov": 1.5934445269577338,
        "grad_norm": 0.2512821617756961,
        "grad_max_sv": 0.11034320006147028,
        "grad_min_sv": 4.951726746617114e-32,
        "grad_condition": 110343200061.47026,
        "lr": 0.0007316480175599307,
        "time_sec": 177.36693692207336
      },
      {
        "epoch": 53,
        "train_loss": 4.652315429840088,
        "train_acc": 0.00954,
        "test_loss": 4.609224298095703,
        "test_acc": 0.01,
        "lyapunov": 1.634396403951718,
        "grad_norm": 0.5467593180422932,
        "grad_max_sv": 0.09123059632256628,
        "grad_min_sv": 2.430316909663535e-15,
        "grad_condition": 90896353773.23637,
        "lr": 0.0007223175895924635,
        "time_sec": 177.31507325172424
      },
      {
        "epoch": 54,
        "train_loss": 4.651325719604492,
        "train_acc": 0.00994,
        "test_loss": 4.626620025634765,
        "test_acc": 0.01,
        "lyapunov": 1.611309678048429,
        "grad_norm": 0.2940157240002703,
        "grad_max_sv": 0.13391106240451336,
        "grad_min_sv": 3.421636554179791e-13,
        "grad_condition": 110883017208.70781,
        "lr": 0.0007128896457825361,
        "time_sec": 177.39624953269958
      },
      {
        "epoch": 55,
        "train_loss": 4.64362153503418,
        "train_acc": 0.00934,
        "test_loss": 4.62131148147583,
        "test_acc": 0.01,
        "lyapunov": 1.5918327890088797,
        "grad_norm": 0.17460806885429525,
        "grad_max_sv": 0.08889081897214055,
        "grad_min_sv": 1.944495872420277e-15,
        "grad_condition": 88670543660.1524,
        "lr": 0.0007033683215378998,
        "time_sec": 177.32203340530396
      },
      {
        "epoch": 56,
        "train_loss": 4.644567786254883,
        "train_acc": 0.00952,
        "test_loss": 4.62790345993042,
        "test_acc": 0.01,
        "lyapunov": 1.5998888466974048,
        "grad_norm": 0.16766781878427695,
        "grad_max_sv": 0.07534359227865935,
        "grad_min_sv": 6.543167764955624e-20,
        "grad_condition": 75343581885.12659,
        "lr": 0.0006937577932260512,
        "time_sec": 177.3884792327881
      },
      {
        "epoch": 57,
        "train_loss": 4.644828259429931,
        "train_acc": 0.00976,
        "test_loss": 4.606487982940674,
        "test_acc": 0.01,
        "lyapunov": 1.5974730362977518,
        "grad_norm": 0.1793373629191484,
        "grad_max_sv": 0.07966042589396238,
        "grad_min_sv": 6.23405577303343e-15,
        "grad_condition": 78875044427.86894,
        "lr": 0.0006840622763423388,
        "time_sec": 177.43391919136047
      },
      {
        "epoch": 58,
        "train_loss": 4.644080760650635,
        "train_acc": 0.0091,
        "test_loss": 4.625753155517578,
        "test_acc": 0.01,
        "lyapunov": 1.6024256923314555,
        "grad_norm": 0.2678862199559515,
        "grad_max_sv": 0.06979989502578973,
        "grad_min_sv": 2.271738328433089e-16,
        "grad_condition": 69772902566.56038,
        "lr": 0.0006742860236609073,
        "time_sec": 177.34277653694153
      },
      {
        "epoch": 59,
        "train_loss": 4.642539700622558,
        "train_acc": 0.0104,
        "test_loss": 4.606066676330566,
        "test_acc": 0.01,
        "lyapunov": 1.5953022006832425,
        "grad_norm": 0.18186171250969738,
        "grad_max_sv": 0.052746226685121654,
        "grad_min_sv": 0.0,
        "grad_condition": 52746226685.12166,
        "lr": 0.0006644333233692913,
        "time_sec": 177.2813150882721
      },
      {
        "epoch": 60,
        "train_loss": 4.643028160400391,
        "train_acc": 0.0096,
        "test_loss": 4.606985287475586,
        "test_acc": 0.01,
        "lyapunov": 1.5944073910603438,
        "grad_norm": 0.16605928285367347,
        "grad_max_sv": 0.04408669015392661,
        "grad_min_sv": 0.0,
        "grad_condition": 44086690153.926605,
        "lr": 0.0006545084971874734,
        "time_sec": 177.34340691566467
      },
      {
        "epoch": 61,
        "train_loss": 4.641566214599609,
        "train_acc": 0.00942,
        "test_loss": 4.6096303787231445,
        "test_acc": 0.01,
        "lyapunov": 1.5902936217730002,
        "grad_norm": 0.17097577525317767,
        "grad_max_sv": 0.048659399058669804,
        "grad_min_sv": 0.0,
        "grad_condition": 48659399058.6698,
        "lr": 0.0006445158984722354,
        "time_sec": 177.41231846809387
      },
      {
        "epoch": 62,
        "train_loss": 4.643437232666016,
        "train_acc": 0.00904,
        "test_loss": 4.614830825805664,
        "test_acc": 0.01,
        "lyapunov": 1.597925158717748,
        "grad_norm": 0.17398079786227064,
        "grad_max_sv": 0.04662688081152737,
        "grad_min_sv": 0.0,
        "grad_condition": 46626880811.52737,
        "lr": 0.0006344599103076324,
        "time_sec": 177.41233468055725
      },
      {
        "epoch": 63,
        "train_loss": 4.64204384475708,
        "train_acc": 0.01014,
        "test_loss": 4.608532351684571,
        "test_acc": 0.01,
        "lyapunov": 1.591071292567436,
        "grad_norm": 0.18148049003675806,
        "grad_max_sv": 0.03887187172658742,
        "grad_min_sv": 0.0,
        "grad_condition": 38871871726.58742,
        "lr": 0.0006243449435824269,
        "time_sec": 177.32782816886902
      },
      {
        "epoch": 64,
        "train_loss": 4.642362080993652,
        "train_acc": 0.00976,
        "test_loss": 4.605919379425049,
        "test_acc": 0.01,
        "lyapunov": 1.59339769935364,
        "grad_norm": 0.16947785318867856,
        "grad_max_sv": 0.04678878029808402,
        "grad_min_sv": 0.0,
        "grad_condition": 46788780298.08402,
        "lr": 0.0006141754350553275,
        "time_sec": 177.36176109313965
      },
      {
        "epoch": 65,
        "train_loss": 4.64135870513916,
        "train_acc": 0.0098,
        "test_loss": 4.6061177238464355,
        "test_acc": 0.01,
        "lyapunov": 1.5889410545758884,
        "grad_norm": 0.200660646453697,
        "grad_max_sv": 0.052430361462756994,
        "grad_min_sv": 0.0,
        "grad_condition": 52430361462.75699,
        "lr": 0.0006039558454088793,
        "time_sec": 177.57254838943481
      },
      {
        "epoch": 66,
        "train_loss": 4.6474862211608885,
        "train_acc": 0.00968,
        "test_loss": 4.605675552368164,
        "test_acc": 0.01,
        "lyapunov": 1.6025549606289096,
        "grad_norm": 0.24193311739345152,
        "grad_max_sv": 0.06446847971528769,
        "grad_min_sv": 8.023691354480991e-14,
        "grad_condition": 58142616242.219055,
        "lr": 0.000593690657292862,
        "time_sec": 177.27647042274475
      },
      {
        "epoch": 67,
        "train_loss": 4.6455588671875,
        "train_acc": 0.00932,
        "test_loss": 4.608942795562744,
        "test_acc": 0.01,
        "lyapunov": 1.6029961197577474,
        "grad_norm": 0.5642775506276186,
        "grad_max_sv": 0.06661056466400624,
        "grad_min_sv": 4.989178535200188e-27,
        "grad_condition": 66610564664.00575,
        "lr": 0.0005833843733580507,
        "time_sec": 177.30575489997864
      },
      {
        "epoch": 68,
        "train_loss": 4.6422839654541015,
        "train_acc": 0.00948,
        "test_loss": 4.613675955200195,
        "test_acc": 0.01,
        "lyapunov": 1.5871542494010438,
        "grad_norm": 0.40260870408483307,
        "grad_max_sv": 0.06906388867646455,
        "grad_min_sv": 2.943967978666477e-19,
        "grad_condition": 69063862019.90744,
        "lr": 0.0005730415142812054,
        "time_sec": 177.3839509487152
      },
      {
        "epoch": 69,
        "train_loss": 4.641787251281738,
        "train_acc": 0.0095,
        "test_loss": 4.605676875305176,
        "test_acc": 0.01,
        "lyapunov": 1.5912645625336397,
        "grad_norm": 0.34254968614340625,
        "grad_max_sv": 0.04287184816785157,
        "grad_min_sv": 0.0,
        "grad_condition": 42871848167.85156,
        "lr": 0.0005626666167821517,
        "time_sec": 177.32984590530396
      },
      {
        "epoch": 70,
        "train_loss": 4.651252772827148,
        "train_acc": 0.00948,
        "test_loss": 4.605676740264893,
        "test_acc": 0.01,
        "lyapunov": 1.6005148091889403,
        "grad_norm": 0.32314191918702384,
        "grad_max_sv": 0.07503386735916137,
        "grad_min_sv": 1.515944273746056e-14,
        "grad_condition": 72060515877.79199,
        "lr": 0.0005522642316338265,
        "time_sec": 177.35727500915527
      },
      {
        "epoch": 71,
        "train_loss": 4.642202633666992,
        "train_acc": 0.00952,
        "test_loss": 4.60564603805542,
        "test_acc": 0.01,
        "lyapunov": 1.5934118678807603,
        "grad_norm": 0.19098601600212814,
        "grad_max_sv": 0.04769439417868852,
        "grad_min_sv": 0.0,
        "grad_condition": 47694394178.68852,
        "lr": 0.0005418389216661573,
        "time_sec": 177.31805086135864
      },
      {
        "epoch": 72,
        "train_loss": 4.643372284545898,
        "train_acc": 0.01042,
        "test_loss": 4.605551630401611,
        "test_acc": 0.01,
        "lyapunov": 1.6024812432506201,
        "grad_norm": 0.1850692588702891,
        "grad_max_sv": 0.029727647779509425,
        "grad_min_sv": 0.0,
        "grad_condition": 29727647779.509422,
        "lr": 0.0005313952597646563,
        "time_sec": 177.26796555519104
      },
      {
        "epoch": 73,
        "train_loss": 4.640834873046875,
        "train_acc": 0.01012,
        "test_loss": 4.605487160491943,
        "test_acc": 0.01,
        "lyapunov": 1.5882229832432153,
        "grad_norm": 0.18526548732293277,
        "grad_max_sv": 0.037329256813973186,
        "grad_min_sv": 0.0,
        "grad_condition": 37329256813.97318,
        "lr": 0.0005209378268645994,
        "time_sec": 177.25225377082825
      },
      {
        "epoch": 74,
        "train_loss": 4.64209197479248,
        "train_acc": 0.00906,
        "test_loss": 4.605482194519043,
        "test_acc": 0.01,
        "lyapunov": 1.5956125628307958,
        "grad_norm": 0.19272835899448448,
        "grad_max_sv": 0.03931440911255777,
        "grad_min_sv": 0.0,
        "grad_condition": 39314409112.55777,
        "lr": 0.0005104712099416781,
        "time_sec": 177.2522575855255
      },
      {
        "epoch": 75,
        "train_loss": 4.646220574035644,
        "train_acc": 0.00904,
        "test_loss": 4.605418196105957,
        "test_acc": 0.01,
        "lyapunov": 1.6149345593684166,
        "grad_norm": 0.18848455976917208,
        "grad_max_sv": 0.03723890888504684,
        "grad_min_sv": 0.0,
        "grad_condition": 37238908885.04684,
        "lr": 0.0004999999999999996,
        "time_sec": 177.2818944454193
      },
      {
        "epoch": 76,
        "train_loss": 4.648384475402832,
        "train_acc": 0.00998,
        "test_loss": 4.6053966011047365,
        "test_acc": 0.01,
        "lyapunov": 1.6287647842446251,
        "grad_norm": 1.8057917745549752,
        "grad_max_sv": 0.029743389310897327,
        "grad_min_sv": 3.7199142558296474e-21,
        "grad_condition": 29743389301.013134,
        "lr": 0.0004895287900583212,
        "time_sec": 177.26618552207947
      },
      {
        "epoch": 77,
        "train_loss": 4.721213637390137,
        "train_acc": 0.00964,
        "test_loss": 4.6436636322021485,
        "test_acc": 0.01,
        "lyapunov": 2.058074002985454,
        "grad_norm": 3.091860129305993,
        "grad_max_sv": 0.054268574403249656,
        "grad_min_sv": 8.376052745740116e-34,
        "grad_condition": 54268574403.24966,
        "lr": 0.0004790621731353997,
        "time_sec": 177.27104544639587
      },
      {
        "epoch": 78,
        "train_loss": 4.721108419342041,
        "train_acc": 0.0102,
        "test_loss": 4.665742019653321,
        "test_acc": 0.01,
        "lyapunov": 2.0632075443292215,
        "grad_norm": 0.16746757148328467,
        "grad_max_sv": 0.05550560392439365,
        "grad_min_sv": 2.1720126197034665e-45,
        "grad_condition": 55505603924.393654,
        "lr": 0.000468604740235343,
        "time_sec": 177.2460799217224
      },
      {
        "epoch": 79,
        "train_loss": 4.748111321258545,
        "train_acc": 0.00948,
        "test_loss": 4.609986500549317,
        "test_acc": 0.01,
        "lyapunov": 2.195971542307178,
        "grad_norm": 0.24040083874318255,
        "grad_max_sv": 0.05709849054073857,
        "grad_min_sv": 1.4965270295518628e-39,
        "grad_condition": 57098490540.73856,
        "lr": 0.00045816107833384175,
        "time_sec": 177.27070450782776
      },
      {
        "epoch": 80,
        "train_loss": 4.7519070631408695,
        "train_acc": 0.0117,
        "test_loss": 4.627280041503906,
        "test_acc": 0.01,
        "lyapunov": 2.2188175566056194,
        "grad_norm": 0.8805430521303074,
        "grad_max_sv": 0.057838325266129684,
        "grad_min_sv": 1.5422340573742856e-42,
        "grad_condition": 57838325266.129684,
        "lr": 0.0004477357683661729,
        "time_sec": 177.29695653915405
      },
      {
        "epoch": 81,
        "train_loss": 4.677329037322998,
        "train_acc": 0.00938,
        "test_loss": 4.61901457901001,
        "test_acc": 0.01,
        "lyapunov": 1.7923584527066907,
        "grad_norm": 0.8776582765129182,
        "grad_max_sv": 0.04953184952028096,
        "grad_min_sv": 3.503246160812043e-47,
        "grad_condition": 49531849520.28096,
        "lr": 0.00043733338321784746,
        "time_sec": 177.28252363204956
      },
      {
        "epoch": 82,
        "train_loss": 4.649648946685791,
        "train_acc": 0.00968,
        "test_loss": 4.616988354492188,
        "test_acc": 0.01,
        "lyapunov": 1.636922500627425,
        "grad_norm": 1.3865972070708266,
        "grad_max_sv": 0.01087386254221201,
        "grad_min_sv": 0.0,
        "grad_condition": 10873862542.21201,
        "lr": 0.0004269584857187939,
        "time_sec": 177.24314332008362
      },
      {
        "epoch": 83,
        "train_loss": 4.642039197845459,
        "train_acc": 0.00996,
        "test_loss": 4.614689962768555,
        "test_acc": 0.01,
        "lyapunov": 1.5991996630378391,
        "grad_norm": 1.3716621678192378,
        "grad_max_sv": 0.018109424225986003,
        "grad_min_sv": 0.0,
        "grad_condition": 18109424225.986004,
        "lr": 0.0004166156266419484,
        "time_sec": 177.229647397995
      },
      {
        "epoch": 84,
        "train_loss": 4.641844508972168,
        "train_acc": 0.00878,
        "test_loss": 4.617015579223633,
        "test_acc": 0.01,
        "lyapunov": 1.60060031792087,
        "grad_norm": 1.3175623049235154,
        "grad_max_sv": 0.0,
        "grad_min_sv": 0.0,
        "grad_condition": 0.0,
        "lr": 0.0004063093427071373,
        "time_sec": 177.2538447380066
      },
      {
        "epoch": 85,
        "train_loss": 4.643175181274414,
        "train_acc": 0.0094,
        "test_loss": 4.614698597717285,
        "test_acc": 0.01,
        "lyapunov": 1.6059161156339719,
        "grad_norm": 1.2845631564383488,
        "grad_max_sv": 0.008081613527610897,
        "grad_min_sv": 0.0,
        "grad_condition": 8081613527.610898,
        "lr": 0.0003960441545911199,
        "time_sec": 177.20055627822876
      },
      {
        "epoch": 86,
        "train_loss": 4.643574464263916,
        "train_acc": 0.0098,
        "test_loss": 4.614707907104492,
        "test_acc": 0.01,
        "lyapunov": 1.6075664575752395,
        "grad_norm": 1.4187544153998444,
        "grad_max_sv": 0.00905034514144063,
        "grad_min_sv": 0.0,
        "grad_condition": 9050345141.440632,
        "lr": 0.0003858245649446718,
        "time_sec": 177.21315360069275
      },
      {
        "epoch": 87,
        "train_loss": 4.694294710845948,
        "train_acc": 0.00954,
        "test_loss": 4.623233102416992,
        "test_acc": 0.01,
        "lyapunov": 1.9175829625190677,
        "grad_norm": 4.082558395603232,
        "grad_max_sv": 0.02438779656608254,
        "grad_min_sv": 6.337662028039815e-35,
        "grad_condition": 24387796566.082542,
        "lr": 0.00037565505641757235,
        "time_sec": 177.25639843940735
      },
      {
        "epoch": 88,
        "train_loss": 4.717588612060547,
        "train_acc": 0.01098,
        "test_loss": 4.654013455200196,
        "test_acc": 0.01,
        "lyapunov": 2.087744262822144,
        "grad_norm": 0.17835559132091938,
        "grad_max_sv": 0.07744973180815577,
        "grad_min_sv": 2.3523356446513927e-16,
        "grad_condition": 77434631231.10988,
        "lr": 0.00036554008969236695,
        "time_sec": 177.38599228858948
      },
      {
        "epoch": 89,
        "train_loss": 4.734110566711426,
        "train_acc": 0.0155,
        "test_loss": 4.653230757141113,
        "test_acc": 0.01,
        "lyapunov": 2.1995491454058596,
        "grad_norm": 0.13356986466644585,
        "grad_max_sv": 0.0670669173821807,
        "grad_min_sv": 2.875717693613099e-34,
        "grad_condition": 67066917382.18069,
        "lr": 0.0003554841015277638,
        "time_sec": 177.2775719165802
      },
      {
        "epoch": 90,
        "train_loss": 4.692502493743897,
        "train_acc": 0.01608,
        "test_loss": 4.685703827667236,
        "test_acc": 0.01,
        "lyapunov": 2.1217137315998906,
        "grad_norm": 0.18454505411948288,
        "grad_max_sv": 0.09909263849258423,
        "grad_min_sv": 9.485088852608362e-15,
        "grad_condition": 98142092685.66644,
        "lr": 0.000345491502812526,
        "time_sec": 177.33423161506653
      },
      {
        "epoch": 91,
        "train_loss": 4.689375361785888,
        "train_acc": 0.01532,
        "test_loss": 5.054153802490235,
        "test_acc": 0.01,
        "lyapunov": 2.080054032528187,
        "grad_norm": 0.5188803350503319,
        "grad_max_sv": 0.1383956030011177,
        "grad_min_sv": 3.288818752125065e-14,
        "grad_condition": 133990904819.13261,
        "lr": 0.0003355666766307081,
        "time_sec": 177.33309030532837
      },
      {
        "epoch": 92,
        "train_loss": 4.63797587173462,
        "train_acc": 0.01862,
        "test_loss": 4.71228084487915,
        "test_acc": 0.01,
        "lyapunov": 2.1218495975674876,
        "grad_norm": 0.6784268973745995,
        "grad_max_sv": 0.1671210890635848,
        "grad_min_sv": 7.533849064621124e-14,
        "grad_condition": 156896122443.4754,
        "lr": 0.00032571397633909225,
        "time_sec": 177.35465455055237
      },
      {
        "epoch": 93,
        "train_loss": 4.629223160095215,
        "train_acc": 0.0201,
        "test_loss": 4.768279981994629,
        "test_acc": 0.01,
        "lyapunov": 2.231684987807213,
        "grad_norm": 0.2698404719461384,
        "grad_max_sv": 0.1522567519918084,
        "grad_min_sv": 2.610390891244236e-13,
        "grad_condition": 128146800497.54839,
        "lr": 0.00031593772365766094,
        "time_sec": 177.41608834266663
      },
      {
        "epoch": 94,
        "train_loss": 4.672454256744385,
        "train_acc": 0.0155,
        "test_loss": 4.625922811889648,
        "test_acc": 0.01,
        "lyapunov": 2.0642213479942066,
        "grad_norm": 1.2838784932252858,
        "grad_max_sv": 0.1068689662408179,
        "grad_min_sv": 3.5497216486826963e-13,
        "grad_condition": 81702903527.8157,
        "lr": 0.0003062422067739483,
        "time_sec": 177.35895490646362
      },
      {
        "epoch": 95,
        "train_loss": 4.682060436248779,
        "train_acc": 0.01154,
        "test_loss": 5.053488528442383,
        "test_acc": 0.01,
        "lyapunov": 1.908135286377519,
        "grad_norm": 1.423394417746509,
        "grad_max_sv": 0.06458842717497518,
        "grad_min_sv": 2.2284196585027795e-14,
        "grad_condition": 62761299140.91392,
        "lr": 0.00029663167846209965,
        "time_sec": 177.43999791145325
      },
      {
        "epoch": 96,
        "train_loss": 4.64783102355957,
        "train_acc": 0.0158,
        "test_loss": 5.105888792419433,
        "test_acc": 0.01,
        "lyapunov": 1.9445471297139707,
        "grad_norm": 0.21161345330658576,
        "grad_max_sv": 0.09921222645789385,
        "grad_min_sv": 5.191301724766352e-14,
        "grad_condition": 94303871341.31389,
        "lr": 0.00028711035421746345,
        "time_sec": 177.3871088027954
      },
      {
        "epoch": 97,
        "train_loss": 4.619986424102783,
        "train_acc": 0.01798,
        "test_loss": 4.954860754394531,
        "test_acc": 0.01,
        "lyapunov": 1.9772856226357658,
        "grad_norm": 0.22380684108271168,
        "grad_max_sv": 0.10661779213696718,
        "grad_min_sv": 6.269415747523095e-14,
        "grad_condition": 100907105733.10144,
        "lr": 0.00027768241040753615,
        "time_sec": 177.3668417930603
      },
      {
        "epoch": 98,
        "train_loss": 4.708672041168213,
        "train_acc": 0.01462,
        "test_loss": 5.008634625244141,
        "test_acc": 0.01,
        "lyapunov": 2.0945300257114496,
        "grad_norm": 1.4979433862072131,
        "grad_max_sv": 0.09214200942307252,
        "grad_min_sv": 8.393969521570709e-14,
        "grad_condition": 84461106378.82773,
        "lr": 0.00026835198244006903,
        "time_sec": 177.33356857299805
      },
      {
        "epoch": 99,
        "train_loss": 4.692991460723877,
        "train_acc": 0.01672,
        "test_loss": 4.888367279052734,
        "test_acc": 0.01,
        "lyapunov": 2.20108045184094,
        "grad_norm": 0.385891368064135,
        "grad_max_sv": 0.11020931415259838,
        "grad_min_sv": 4.014219483338492e-13,
        "grad_condition": 88357297169.3239,
        "lr": 0.0002591231629491421,
        "time_sec": 177.36116933822632
      },
      {
        "epoch": 100,
        "train_loss": 4.679412184295654,
        "train_acc": 0.01748,
        "test_loss": 4.801361751556397,
        "test_acc": 0.01,
        "lyapunov": 2.1626759752288196,
        "grad_norm": 0.29188655689728976,
        "grad_max_sv": 0.10528047941625118,
        "grad_min_sv": 7.079886157137732e-13,
        "grad_condition": 70271036997.56067,
        "lr": 0.0002499999999999997,
        "time_sec": 177.36359167099
      },
      {
        "epoch": 101,
        "train_loss": 4.670090843048095,
        "train_acc": 0.01908,
        "test_loss": 4.845812666320801,
        "test_acc": 0.01,
        "lyapunov": 2.191265623282898,
        "grad_norm": 0.2721459181488543,
        "grad_max_sv": 0.11140938717871904,
        "grad_min_sv": 9.673542537562727e-13,
        "grad_condition": 69811952897.07645,
        "lr": 0.00024098649531343477,
        "time_sec": 177.350919008255
      },
      {
        "epoch": 102,
        "train_loss": 4.7038639653015135,
        "train_acc": 0.01622,
        "test_loss": 4.827154957580566,
        "test_acc": 0.01,
        "lyapunov": 2.236257368036548,
        "grad_norm": 0.37089976502154626,
        "grad_max_sv": 0.10384687632322312,
        "grad_min_sv": 6.884885540002143e-13,
        "grad_condition": 72812162645.31807,
        "lr": 0.0002320866025105016,
        "time_sec": 177.35117840766907
      },
      {
        "epoch": 103,
        "train_loss": 4.815245042877197,
        "train_acc": 0.01124,
        "test_loss": 4.606607830810547,
        "test_acc": 0.01,
        "lyapunov": 2.2844167551421144,
        "grad_norm": 4.100047695451907,
        "grad_max_sv": 0.05260885274793026,
        "grad_min_sv": 1.3802032362544088e-13,
        "grad_condition": 46932354731.69929,
        "lr": 0.0002233042253783278,
        "time_sec": 177.36591219902039
      },
      {
        "epoch": 104,
        "train_loss": 4.874257210388183,
        "train_acc": 0.0107,
        "test_loss": 4.615321169281006,
        "test_acc": 0.01,
        "lyapunov": 2.5303738708691217,
        "grad_norm": 4.641557506783305,
        "grad_max_sv": 0.04989699286900873,
        "grad_min_sv": 6.455291206487273e-16,
        "grad_condition": 49867710747.47777,
        "lr": 0.000214643216157784,
        "time_sec": 177.35230231285095
      },
      {
        "epoch": 105,
        "train_loss": 4.723299936981201,
        "train_acc": 0.01176,
        "test_loss": 4.638908140563965,
        "test_acc": 0.01,
        "lyapunov": 2.0839424148544934,
        "grad_norm": 1.355378299816155,
        "grad_max_sv": 0.07086729909481657,
        "grad_min_sv": 3.4057078840793797e-16,
        "grad_condition": 70843059990.87044,
        "lr": 0.00020610737385376332,
        "time_sec": 177.27781128883362
      },
      {
        "epoch": 106,
        "train_loss": 4.7231269412231445,
        "train_acc": 0.01514,
        "test_loss": 4.6237520652771,
        "test_acc": 0.01,
        "lyapunov": 2.1920783269740736,
        "grad_norm": 0.23046249442621652,
        "grad_max_sv": 0.08427620781585574,
        "grad_min_sv": 2.6872672205060264e-14,
        "grad_condition": 82259478658.28171,
        "lr": 0.00019770044256881242,
        "time_sec": 177.32385993003845
      },
      {
        "epoch": 107,
        "train_loss": 4.718143957061767,
        "train_acc": 0.01406,
        "test_loss": 6.732960067749024,
        "test_acc": 0.01,
        "lyapunov": 2.1179436051937017,
        "grad_norm": 2.388318428417535,
        "grad_max_sv": 0.06378129383232674,
        "grad_min_sv": 4.2658139494079437e-14,
        "grad_condition": 60789693053.35014,
        "lr": 0.0001894261098608447,
        "time_sec": 177.3540232181549
      },
      {
        "epoch": 108,
        "train_loss": 4.714431188049317,
        "train_acc": 0.01334,
        "test_loss": 4.613714739990234,
        "test_acc": 0.01,
        "lyapunov": 2.1213468349803133,
        "grad_norm": 2.8791461854741613,
        "grad_max_sv": 0.07117215000674204,
        "grad_min_sv": 1.694507032491845e-13,
        "grad_condition": 60059951698.86328,
        "lr": 0.000181288005125655,
        "time_sec": 177.47124576568604
      },
      {
        "epoch": 109,
        "train_loss": 4.721813513946533,
        "train_acc": 0.01472,
        "test_loss": 4.676416804504394,
        "test_acc": 0.01,
        "lyapunov": 2.25968545111244,
        "grad_norm": 2.212408550707043,
        "grad_max_sv": 0.07278494546897427,
        "grad_min_sv": 3.1126578738112443e-13,
        "grad_condition": 57077814227.08296,
        "lr": 0.0001732896980049473,
        "time_sec": 177.3752965927124
      },
      {
        "epoch": 110,
        "train_loss": 4.620515478363037,
        "train_acc": 0.0199,
        "test_loss": 4.849770021820069,
        "test_acc": 0.01,
        "lyapunov": 2.1241518365757543,
        "grad_norm": 0.4180712607860875,
        "grad_max_sv": 0.11002402473702984,
        "grad_min_sv": 1.172731082199846e-12,
        "grad_condition": 61549668598.997536,
        "lr": 0.00016543469682057076,
        "time_sec": 177.33867812156677
      },
      {
        "epoch": 111,
        "train_loss": 4.623785068969727,
        "train_acc": 0.0175,
        "test_loss": 4.637153623199463,
        "test_acc": 0.01,
        "lyapunov": 2.0509809773901235,
        "grad_norm": 0.8463969572958269,
        "grad_max_sv": 0.11101528165804334,
        "grad_min_sv": 1.87112152381424e-12,
        "grad_condition": 53576443216.59273,
        "lr": 0.00015772644703565552,
        "time_sec": 177.3645510673523
      },
      {
        "epoch": 112,
        "train_loss": 4.6054680319213865,
        "train_acc": 0.01996,
        "test_loss": 4.732485404968262,
        "test_acc": 0.01,
        "lyapunov": 1.9695151327820994,
        "grad_norm": 0.286979599544395,
        "grad_max_sv": 0.11297413185238839,
        "grad_min_sv": 1.5087152961486214e-12,
        "grad_condition": 66174816958.725464,
        "lr": 0.00015016832974331713,
        "time_sec": 177.3794810771942
      },
      {
        "epoch": 113,
        "train_loss": 4.6047257371520995,
        "train_acc": 0.021,
        "test_loss": 4.738913871765137,
        "test_acc": 0.01,
        "lyapunov": 2.0082323267636704,
        "grad_norm": 0.34791771509662284,
        "grad_max_sv": 0.11338779628276825,
        "grad_min_sv": 1.4891821340656678e-12,
        "grad_condition": 59376578972.79028,
        "lr": 0.00014276366018359834,
        "time_sec": 177.3533172607422
      },
      {
        "epoch": 114,
        "train_loss": 4.588227640686035,
        "train_acc": 0.02222,
        "test_loss": 4.73422000579834,
        "test_acc": 0.01,
        "lyapunov": 2.009492777497567,
        "grad_norm": 0.35363950275472883,
        "grad_max_sv": 0.1159886697307229,
        "grad_min_sv": 1.90550844743669e-12,
        "grad_condition": 54207670472.89293,
        "lr": 0.00013551568628929425,
        "time_sec": 177.36692142486572
      },
      {
        "epoch": 115,
        "train_loss": 4.6900716258239745,
        "train_acc": 0.01612,
        "test_loss": 4.658303358459473,
        "test_acc": 0.01,
        "lyapunov": 2.135267421412651,
        "grad_norm": 1.3246217912641853,
        "grad_max_sv": 0.10598969534124456,
        "grad_min_sv": 1.3219100092920473e-12,
        "grad_condition": 61126734552.39955,
        "lr": 0.00012842758726130276,
        "time_sec": 177.3328320980072
      },
      {
        "epoch": 116,
        "train_loss": 4.786548847961426,
        "train_acc": 0.01006,
        "test_loss": 4.61871778717041,
        "test_acc": 0.01,
        "lyapunov": 2.3106003911293986,
        "grad_norm": 0.20288682229149946,
        "grad_max_sv": 0.07976289726793766,
        "grad_min_sv": 9.703750835778777e-14,
        "grad_condition": 73480681043.72867,
        "lr": 0.0001215024721741218,
        "time_sec": 177.3196315765381
      },
      {
        "epoch": 117,
        "train_loss": 4.737495873718261,
        "train_acc": 0.00978,
        "test_loss": 5.255185474395752,
        "test_acc": 0.01,
        "lyapunov": 2.141355973680306,
        "grad_norm": 1.2090832667169469,
        "grad_max_sv": 0.06462649000441803,
        "grad_min_sv": 4.712035785133647e-14,
        "grad_condition": 61562797934.37225,
        "lr": 0.00011474337861210538,
        "time_sec": 177.3440716266632
      },
      {
        "epoch": 118,
        "train_loss": 4.7640791331481935,
        "train_acc": 0.01042,
        "test_loss": 4.606605186462402,
        "test_acc": 0.01,
        "lyapunov": 2.2581872031511856,
        "grad_norm": 1.4638342931368784,
        "grad_max_sv": 0.06105093636777751,
        "grad_min_sv": 3.379161065598181e-14,
        "grad_condition": 58851399772.93186,
        "lr": 0.00010815327133708009,
        "time_sec": 177.32141637802124
      },
      {
        "epoch": 119,
        "train_loss": 4.764838110656738,
        "train_acc": 0.01,
        "test_loss": 4.609263079833984,
        "test_acc": 0.01,
        "lyapunov": 2.2616506915568086,
        "grad_norm": 1.5774818313640573,
        "grad_max_sv": 0.05949288122285177,
        "grad_min_sv": 9.459326270127109e-15,
        "grad_condition": 58897801267.18583,
        "lr": 0.00010173504098790182,
        "time_sec": 177.3150999546051
      },
      {
        "epoch": 120,
        "train_loss": 4.745092378540039,
        "train_acc": 0.00954,
        "test_loss": 4.691408560180664,
        "test_acc": 0.01,
        "lyapunov": 2.1814588677242894,
        "grad_norm": 0.9224368099956493,
        "grad_max_sv": 0.06503358271721853,
        "grad_min_sv": 6.0891251611874775e-15,
        "grad_condition": 64617582544.06616,
        "lr": 9.549150281252629e-05,
        "time_sec": 177.2845914363861
      },
      {
        "epoch": 121,
        "train_loss": 4.715786669311523,
        "train_acc": 0.00966,
        "test_loss": 4.7921840202331545,
        "test_acc": 0.01,
        "lyapunov": 2.0026006262625575,
        "grad_norm": 9.006667150025358,
        "grad_max_sv": 0.008544169525441167,
        "grad_min_sv": 2.554875264407016e-15,
        "grad_condition": 8406179861.052277,
        "lr": 8.942539543314794e-05,
        "time_sec": 177.5404670238495
      },
      {
        "epoch": 122,
        "train_loss": 4.728659786224365,
        "train_acc": 0.01478,
        "test_loss": 4.716466751098633,
        "test_acc": 0.01,
        "lyapunov": 2.2308361682745503,
        "grad_norm": 2.3677820237911122,
        "grad_max_sv": 0.08329055261057261,
        "grad_min_sv": 5.30326773979997e-14,
        "grad_condition": 78769851023.79935,
        "lr": 8.353937964495024e-05,
        "time_sec": 177.3092577457428
      },
      {
        "epoch": 123,
        "train_loss": 4.741206109161377,
        "train_acc": 0.01406,
        "test_loss": 4.632773582458496,
        "test_acc": 0.01,
        "lyapunov": 2.229069578982985,
        "grad_norm": 3.8848615316118043,
        "grad_max_sv": 0.07590833908627041,
        "grad_min_sv": 3.6579889540451006e-14,
        "grad_condition": 72297092377.36781,
        "lr": 7.783603724899243e-05,
        "time_sec": 177.35984468460083
      },
      {
        "epoch": 124,
        "train_loss": 4.9050667370605465,
        "train_acc": 0.0107,
        "test_loss": 4.692931840515136,
        "test_acc": 0.01,
        "lyapunov": 2.5950029045724503,
        "grad_norm": 8.40683796480657,
        "grad_max_sv": 0.020135342784899812,
        "grad_min_sv": 1.1905984424824726e-14,
        "grad_condition": 19073293863.494404,
        "lr": 7.231786991974666e-05,
        "time_sec": 177.38076376914978
      },
      {
        "epoch": 125,
        "train_loss": 4.918515665893555,
        "train_acc": 0.01042,
        "test_loss": 4.800165419769287,
        "test_acc": 0.01,
        "lyapunov": 2.6619165169308556,
        "grad_norm": 9.502093865016478,
        "grad_max_sv": 0.0075993670089607775,
        "grad_min_sv": 1.2921884398822422e-14,
        "grad_condition": 6651468556.477142,
        "lr": 6.698729810778072e-05,
        "time_sec": 177.32155227661133
      },
      {
        "epoch": 126,
        "train_loss": 4.9456257382202145,
        "train_acc": 0.0101,
        "test_loss": 4.7986811172485355,
        "test_acc": 0.01,
        "lyapunov": 2.735420986209684,
        "grad_norm": 9.875822964888467,
        "grad_max_sv": 2.0739924829859918e-08,
        "grad_min_sv": 1.5032395739436103e-20,
        "grad_condition": 20739.924347962224,
        "lr": 6.184665997806817e-05,
        "time_sec": 177.3872947692871
      },
      {
        "epoch": 127,
        "train_loss": 4.886805105133057,
        "train_acc": 0.01126,
        "test_loss": 4.686759169006348,
        "test_acc": 0.01,
        "lyapunov": 2.63063982624532,
        "grad_norm": 7.634737807457953,
        "grad_max_sv": 0.027599985009449268,
        "grad_min_sv": 1.635026756284981e-14,
        "grad_condition": 25865594145.297913,
        "lr": 5.6898210384392595e-05,
        "time_sec": 177.42079973220825
      },
      {
        "epoch": 128,
        "train_loss": 4.948583959960938,
        "train_acc": 0.01006,
        "test_loss": 4.721134532165527,
        "test_acc": 0.01,
        "lyapunov": 2.7480261216078268,
        "grad_norm": 9.950271022813126,
        "grad_max_sv": 1.1180130898673368e-08,
        "grad_min_sv": 9.511312933176111e-21,
        "grad_condition": 11180.130536020879,
        "lr": 5.214411988029363e-05,
        "time_sec": 177.41947960853577
      },
      {
        "epoch": 129,
        "train_loss": 4.9554425132751465,
        "train_acc": 0.0104,
        "test_loss": 4.75336584854126,
        "test_acc": 0.01,
        "lyapunov": 2.751198763127827,
        "grad_norm": 9.975110420091031,
        "grad_max_sv": 0.0031297963534476316,
        "grad_min_sv": 4.913090963459592e-16,
        "grad_condition": 3069475100.3614955,
        "lr": 4.7586473766990294e-05,
        "time_sec": 177.42596411705017
      },
      {
        "epoch": 130,
        "train_loss": 4.96307178024292,
        "train_acc": 0.01048,
        "test_loss": 4.728824792480469,
        "test_acc": 0.01,
        "lyapunov": 2.754974961585706,
        "grad_norm": 9.999999996542677,
        "grad_max_sv": 6.772306379056181e-09,
        "grad_min_sv": 1.446285168596469e-20,
        "grad_condition": 6772.306171552807,
        "lr": 4.32272711786996e-05,
        "time_sec": 177.44565844535828
      },
      {
        "epoch": 131,
        "train_loss": 4.956811699676513,
        "train_acc": 0.0093,
        "test_loss": 4.750110374450683,
        "test_acc": 0.01,
        "lyapunov": 2.7515772535368,
        "grad_norm": 10.000000073356507,
        "grad_max_sv": 5.959159604055491e-09,
        "grad_min_sv": 1.476098261934064e-20,
        "grad_condition": 5959.1593520792685,
        "lr": 3.906842420574966e-05,
        "time_sec": 177.42677664756775
      },
      {
        "epoch": 132,
        "train_loss": 4.9561549958801265,
        "train_acc": 0.01016,
        "test_loss": 5.696090490722656,
        "test_acc": 0.01,
        "lyapunov": 2.7502345179048038,
        "grad_norm": 9.999999973626117,
        "grad_max_sv": 7.992252583702286e-09,
        "grad_min_sv": 2.4784692224406337e-20,
        "grad_condition": 7992.2521699460685,
        "lr": 3.5111757055874305e-05,
        "time_sec": 177.4220016002655
      },
      {
        "epoch": 133,
        "train_loss": 4.857832619476318,
        "train_acc": 0.01246,
        "test_loss": 4.677371379089355,
        "test_acc": 0.01,
        "lyapunov": 2.512646475411437,
        "grad_norm": 7.117012627349442,
        "grad_max_sv": 0.031855909609874486,
        "grad_min_sv": 1.649919424059889e-14,
        "grad_condition": 30285643652.368275,
        "lr": 3.1359005254054254e-05,
        "time_sec": 177.3773238658905
      },
      {
        "epoch": 134,
        "train_loss": 4.68506044845581,
        "train_acc": 0.01548,
        "test_loss": 4.609123469543457,
        "test_acc": 0.01,
        "lyapunov": 2.1184186959815454,
        "grad_norm": 1.9204167306730333,
        "grad_max_sv": 0.09412179148760884,
        "grad_min_sv": 4.6394519786537835e-14,
        "grad_condition": 89429686329.23029,
        "lr": 2.7811814881259484e-05,
        "time_sec": 177.34491610527039
      },
      {
        "epoch": 135,
        "train_loss": 4.681999072875977,
        "train_acc": 0.01576,
        "test_loss": 4.83034912109375,
        "test_acc": 0.01,
        "lyapunov": 2.150207258551322,
        "grad_norm": 1.143763847197843,
        "grad_max_sv": 0.10519317688898003,
        "grad_min_sv": 5.07688327121443e-14,
        "grad_condition": 99689376270.31213,
        "lr": 2.4471741852423218e-05,
        "time_sec": 177.33815479278564
      },
      {
        "epoch": 136,
        "train_loss": 4.695164921264649,
        "train_acc": 0.01672,
        "test_loss": 4.654338619232178,
        "test_acc": 0.01,
        "lyapunov": 2.2090382295496322,
        "grad_norm": 1.1474803627472534,
        "grad_max_sv": 0.11123525651727122,
        "grad_min_sv": 9.495798219714258e-14,
        "grad_condition": 102782907554.42734,
        "lr": 2.1340251233966362e-05,
        "time_sec": 177.36866855621338
      },
      {
        "epoch": 137,
        "train_loss": 4.692152431335449,
        "train_acc": 0.01646,
        "test_loss": 4.81933528137207,
        "test_acc": 0.01,
        "lyapunov": 2.2094227846931007,
        "grad_norm": 0.6303897036424283,
        "grad_max_sv": 0.11831559501588344,
        "grad_min_sv": 8.349289767505628e-14,
        "grad_condition": 109746710531.71823,
        "lr": 1.8418716601170932e-05,
        "time_sec": 177.3661823272705
      },
      {
        "epoch": 138,
        "train_loss": 4.6894233569335935,
        "train_acc": 0.01706,
        "test_loss": 4.791972970581055,
        "test_acc": 0.01,
        "lyapunov": 2.2000036544507116,
        "grad_norm": 2.1899555272870477,
        "grad_max_sv": 0.09350968728547274,
        "grad_min_sv": 4.120797655506886e-14,
        "grad_condition": 88843401487.6287,
        "lr": 1.570841943568445e-05,
        "time_sec": 177.3641233444214
      },
      {
        "epoch": 139,
        "train_loss": 4.694636091156005,
        "train_acc": 0.0159,
        "test_loss": 4.829331467437744,
        "test_acc": 0.01,
        "lyapunov": 2.215796913942108,
        "grad_norm": 0.9784986049838148,
        "grad_max_sv": 0.12486231978982687,
        "grad_min_sv": 1.0247936181848821e-13,
        "grad_condition": 113419375367.18208,
        "lr": 1.3210548563419845e-05,
        "time_sec": 177.35728001594543
      },
      {
        "epoch": 140,
        "train_loss": 4.694870633392334,
        "train_acc": 0.01644,
        "test_loss": 4.815142876434326,
        "test_acc": 0.01,
        "lyapunov": 2.217364390487866,
        "grad_norm": 1.2916272628863348,
        "grad_max_sv": 0.11291685290662548,
        "grad_min_sv": 5.3537487011776554e-14,
        "grad_condition": 106360741194.21178,
        "lr": 1.0926199633097203e-05,
        "time_sec": 177.3576626777649
      },
      {
        "epoch": 141,
        "train_loss": 4.677861398468018,
        "train_acc": 0.0173,
        "test_loss": 4.815771765899658,
        "test_acc": 0.01,
        "lyapunov": 2.1779102489466555,
        "grad_norm": 0.8766949577062909,
        "grad_max_sv": 0.12149501488558231,
        "grad_min_sv": 8.143102612255778e-14,
        "grad_condition": 111956733978.91446,
        "lr": 8.856374635655688e-06,
        "time_sec": 177.35283827781677
      },
      {
        "epoch": 142,
        "train_loss": 4.686267812042236,
        "train_acc": 0.01684,
        "test_loss": 4.823100394439697,
        "test_acc": 0.01,
        "lyapunov": 2.227254505962362,
        "grad_norm": 0.5331148714010232,
        "grad_max_sv": 0.1205288675238089,
        "grad_min_sv": 8.176555294007943e-14,
        "grad_condition": 111062530094.41301,
        "lr": 7.001981464747503e-06,
        "time_sec": 177.35118770599365
      },
      {
        "epoch": 143,
        "train_loss": 4.692831365509033,
        "train_acc": 0.01716,
        "test_loss": 4.897853678894043,
        "test_acc": 0.01,
        "lyapunov": 2.2571963544391913,
        "grad_norm": 0.6114897960642978,
        "grad_max_sv": 0.12478593328297125,
        "grad_min_sv": 8.340670293644858e-14,
        "grad_condition": 115479694388.34305,
        "lr": 5.3638335185058295e-06,
        "time_sec": 177.36120533943176
      },
      {
        "epoch": 144,
        "train_loss": 4.70658299621582,
        "train_acc": 0.0171,
        "test_loss": 4.83040984954834,
        "test_acc": 0.01,
        "lyapunov": 2.287657803586682,
        "grad_norm": 0.9510676579378554,
        "grad_max_sv": 0.1171010570952277,
        "grad_min_sv": 6.361800175176714e-14,
        "grad_condition": 109355119446.73831,
        "lr": 3.942649342761114e-06,
        "time_sec": 177.34865474700928
      },
      {
        "epoch": 145,
        "train_loss": 4.701995197296142,
        "train_acc": 0.0173,
        "test_loss": 4.613565782165527,
        "test_acc": 0.01,
        "lyapunov": 2.264257175233358,
        "grad_norm": 0.8111639031310902,
        "grad_max_sv": 0.11689584073509067,
        "grad_min_sv": 7.425262413111732e-14,
        "grad_condition": 108241392397.88205,
        "lr": 2.7390523158633524e-06,
        "time_sec": 177.34988021850586
      },
      {
        "epoch": 146,
        "train_loss": 4.698547594909668,
        "train_acc": 0.01698,
        "test_loss": 4.831944055175781,
        "test_acc": 0.01,
        "lyapunov": 2.264427444209223,
        "grad_norm": 0.7687759810394293,
        "grad_max_sv": 0.11922218743320086,
        "grad_min_sv": 7.928289197503764e-14,
        "grad_condition": 110429208233.33487,
        "lr": 1.7535703752478133e-06,
        "time_sec": 177.375305891037
      },
      {
        "epoch": 147,
        "train_loss": 4.703107703094482,
        "train_acc": 0.01644,
        "test_loss": 4.832024374389649,
        "test_acc": 0.01,
        "lyapunov": 2.262833438565969,
        "grad_norm": 0.8980427547431384,
        "grad_max_sv": 0.12822539806609132,
        "grad_min_sv": 9.266738943909007e-14,
        "grad_condition": 117774825403.93326,
        "lr": 9.866357858642196e-07,
        "time_sec": 177.37703728675842
      },
      {
        "epoch": 148,
        "train_loss": 4.694877036437989,
        "train_acc": 0.01716,
        "test_loss": 4.741145161437989,
        "test_acc": 0.01,
        "lyapunov": 2.2374743762833385,
        "grad_norm": 1.2386113783762993,
        "grad_max_sv": 0.13271797422266368,
        "grad_min_sv": 9.874739286162734e-14,
        "grad_condition": 121226456943.3418,
        "lr": 4.38584950570808e-07,
        "time_sec": 177.3770706653595
      },
      {
        "epoch": 149,
        "train_loss": 4.691502552185058,
        "train_acc": 0.0184,
        "test_loss": 4.9060412048339845,
        "test_acc": 0.01,
        "lyapunov": 2.2420086558822474,
        "grad_norm": 1.0935576324459544,
        "grad_max_sv": 0.1251808095059495,
        "grad_min_sv": 7.87008918289173e-14,
        "grad_condition": 115742557747.01627,
        "lr": 1.096582625772501e-07,
        "time_sec": 177.38786363601685
      },
      {
        "epoch": 150,
        "train_loss": 4.682859961853027,
        "train_acc": 0.0175,
        "test_loss": 4.898887846374512,
        "test_acc": 0.01,
        "lyapunov": 2.2194432437877216,
        "grad_norm": 0.9410314426818256,
        "grad_max_sv": 0.12126885750057496,
        "grad_min_sv": 7.283089248142724e-14,
        "grad_condition": 113197772104.82927,
        "lr": 0.0,
        "time_sec": 177.3536741733551
      }
    ]
  }
}