{
  "dataset": "cifar",
  "method": "dfa",
  "seed": 456,
  "alpha": null,
  "depth": 4,
  "batch": 256,
  "loss": 1.9450786113739014,
  "acc": 0.29296875,
  "per_layer": [
    {
      "layer": 0,
      "mean_norm": 2.589346763670619e-07,
      "median_norm": 1.9976906173724274e-07,
      "max_norm": 1.5753620346004027e-06,
      "min_norm": 4.5592635444791085e-08,
      "support": {
        "1e-08": 1.0,
        "1e-07": 0.890625,
        "1e-06": 0.00390625,
        "1e-05": 0.0,
        "0.0001": 0.0
      },
      "log_norms_percentiles": {
        "1": -7.19437837600708,
        "5": -7.088598251342773,
        "10": -7.013242721557617,
        "25": -6.866405963897705,
        "50": -6.698849678039551,
        "75": -6.492940902709961,
        "90": -6.310779571533203,
        "95": -6.176676273345947,
        "99": -6.034116268157959
      },
      "log_norms_histogram": [
        1,
        0,
        0,
        1,
        1,
        1,
        2,
        7,
        6,
        4,
        4,
        10,
        5,
        7,
        10,
        12,
        14,
        14,
        11,
        7,
        14,
        9,
        16,
        12,
        4,
        9,
        6,
        11,
        4,
        6,
        6,
        6,
        9,
        5,
        3,
        3,
        1,
        4,
        2,
        1,
        2,
        1,
        3,
        1,
        0,
        0,
        0,
        0,
        0,
        1
      ],
      "log_norms_bin_edges": [
        -7.341105937957764,
        -7.310336112976074,
        -7.279566287994385,
        -7.2487969398498535,
        -7.218027114868164,
        -7.187257289886475,
        -7.156487464904785,
        -7.125718116760254,
        -7.0949482917785645,
        -7.064178466796875,
        -7.0334086418151855,
        -7.002638816833496,
        -6.971869468688965,
        -6.941099643707275,
        -6.910329818725586,
        -6.8795599937438965,
        -6.848790168762207,
        -6.818020820617676,
        -6.787250995635986,
        -6.756481170654297,
        -6.725711345672607,
        -6.694941997528076,
        -6.664172172546387,
        -6.633402347564697,
        -6.602632522583008,
        -6.571863174438477,
        -6.541093349456787,
        -6.510323524475098,
        -6.479553699493408,
        -6.448783874511719,
        -6.4180145263671875,
        -6.387244701385498,
        -6.356474876403809,
        -6.325705051422119,
        -6.29493522644043,
        -6.264165878295898,
        -6.233396053314209,
        -6.2026262283325195,
        -6.17185640335083,
        -6.141086578369141,
        -6.110317230224609,
        -6.07954740524292,
        -6.0487775802612305,
        -6.018008232116699,
        -5.987237930297852,
        -5.95646858215332,
        -5.925698757171631,
        -5.894928932189941,
        -5.86415958404541,
        -5.833389759063721,
        -5.802619934082031
      ],
      "r_inf_mean": 0.19430051743984222,
      "r_inf_median": 0.19414912164211273,
      "pr_mean": 0.32317331433296204,
      "pr_median": 0.3054687976837158,
      "hoyer_mean": 0.6299175024032593,
      "eff_dim_mean": 0.6299175024032593,
      "topk_energy": {
        "1": 0.07147446274757385,
        "5": 0.2848600149154663,
        "10": 0.45199549198150635,
        "25": 0.7325144410133362
      },
      "gamma_raw": 0.40470486879348755,
      "gamma_active": {
        "1e-08": 0.40470486879348755,
        "1e-07": 0.4010109603404999,
        "1e-06": 0.6547019481658936,
        "1e-05": null,
        "0.0001": null
      },
      "gamma_energy_weighted": {
        "1e-08": 0.43224417743762483,
        "1e-07": 0.43224417743762483,
        "1e-06": 0.43224417743762483,
        "1e-05": 0.43224417743762483,
        "0.0001": 0.43224417743762483
      }
    },
    {
      "layer": 1,
      "mean_norm": 1.092690382620276e-09,
      "median_norm": 1.0219242119191563e-09,
      "max_norm": 2.2986701431193524e-09,
      "min_norm": 4.977324108423886e-10,
      "support": {
        "1e-08": 0.0,
        "1e-07": 0.0,
        "1e-06": 0.0,
        "1e-05": 0.0,
        "0.0001": 0.0
      },
      "log_norms_percentiles": {
        "1": -9.237069129943848,
        "5": -9.178057670593262,
        "10": -9.127224922180176,
        "25": -9.078618049621582,
        "50": -8.990445137023926,
        "75": -8.903547286987305,
        "90": -8.805278778076172,
        "95": -8.741016387939453,
        "99": -8.661843299865723
      },
      "log_norms_histogram": [
        1,
        0,
        0,
        0,
        2,
        2,
        2,
        2,
        3,
        2,
        2,
        7,
        1,
        8,
        9,
        12,
        12,
        7,
        10,
        13,
        12,
        11,
        6,
        10,
        6,
        9,
        13,
        9,
        12,
        8,
        11,
        4,
        4,
        7,
        5,
        3,
        4,
        4,
        3,
        1,
        1,
        3,
        4,
        2,
        1,
        1,
        2,
        2,
        1,
        2
      ],
      "log_norms_bin_edges": [
        -9.303004264831543,
        -9.289714813232422,
        -9.2764253616333,
        -9.26313591003418,
        -9.249845504760742,
        -9.236556053161621,
        -9.2232666015625,
        -9.209977149963379,
        -9.196687698364258,
        -9.183398246765137,
        -9.1701078414917,
        -9.156818389892578,
        -9.143528938293457,
        -9.130239486694336,
        -9.116950035095215,
        -9.103660583496094,
        -9.090370178222656,
        -9.077080726623535,
        -9.063791275024414,
        -9.050501823425293,
        -9.037212371826172,
        -9.02392292022705,
        -9.010632514953613,
        -8.997343063354492,
        -8.984053611755371,
        -8.97076416015625,
        -8.957474708557129,
        -8.944185256958008,
        -8.93089485168457,
        -8.91760540008545,
        -8.904315948486328,
        -8.891026496887207,
        -8.877737045288086,
        -8.864447593688965,
        -8.851158142089844,
        -8.837867736816406,
        -8.824578285217285,
        -8.811288833618164,
        -8.797999382019043,
        -8.784709930419922,
        -8.7714204788208,
        -8.758130073547363,
        -8.744840621948242,
        -8.731551170349121,
        -8.71826171875,
        -8.704972267150879,
        -8.691682815551758,
        -8.67839241027832,
        -8.6651029586792,
        -8.651813507080078,
        -8.638524055480957
      ],
      "r_inf_mean": 0.5697502493858337,
      "r_inf_median": 0.5725094079971313,
      "pr_mean": 0.027846666052937508,
      "pr_median": 0.021392446011304855,
      "hoyer_mean": 0.1826842725276947,
      "eff_dim_mean": 0.1826842725276947,
      "topk_energy": {
        "1": 0.503971517086029,
        "5": 0.8266641497612,
        "10": 0.9156999588012695,
        "25": 0.9771815538406372
      },
      "gamma_raw": 0.00021974003175273538,
      "gamma_active": {
        "1e-08": null,
        "1e-07": null,
        "1e-06": null,
        "1e-05": null,
        "0.0001": null
      },
      "gamma_energy_weighted": {
        "1e-08": 0.001621381128082602,
        "1e-07": 0.001621381128082602,
        "1e-06": 0.001621381128082602,
        "1e-05": 0.001621381128082602,
        "0.0001": 0.001621381128082602
      }
    },
    {
      "layer": 2,
      "mean_norm": 1.0801393113268887e-09,
      "median_norm": 1.0088880841863102e-09,
      "max_norm": 2.279330502119592e-09,
      "min_norm": 4.951408727471573e-10,
      "support": {
        "1e-08": 0.0,
        "1e-07": 0.0,
        "1e-06": 0.0,
        "1e-05": 0.0,
        "0.0001": 0.0
      },
      "log_norms_percentiles": {
        "1": -9.238354682922363,
        "5": -9.188572883605957,
        "10": -9.128071784973145,
        "25": -9.082647323608398,
        "50": -8.993792533874512,
        "75": -8.909320831298828,
        "90": -8.808212280273438,
        "95": -8.743592262268066,
        "99": -8.671186447143555
      },
      "log_norms_histogram": [
        1,
        0,
        0,
        0,
        2,
        2,
        3,
        2,
        4,
        0,
        4,
        4,
        3,
        9,
        9,
        12,
        12,
        8,
        6,
        17,
        8,
        9,
        11,
        9,
        5,
        9,
        14,
        11,
        12,
        8,
        8,
        6,
        3,
        6,
        4,
        4,
        4,
        4,
        2,
        2,
        2,
        2,
        5,
        1,
        2,
        0,
        2,
        2,
        2,
        1
      ],
      "log_norms_bin_edges": [
        -9.30527114868164,
        -9.292009353637695,
        -9.27874755859375,
        -9.265486717224121,
        -9.252224922180176,
        -9.23896312713623,
        -9.225701332092285,
        -9.212440490722656,
        -9.199178695678711,
        -9.185916900634766,
        -9.17265510559082,
        -9.159394264221191,
        -9.146132469177246,
        -9.1328706741333,
        -9.119608879089355,
        -9.106348037719727,
        -9.093086242675781,
        -9.079824447631836,
        -9.06656265258789,
        -9.053301811218262,
        -9.040040016174316,
        -9.026778221130371,
        -9.013516426086426,
        -9.000255584716797,
        -8.986993789672852,
        -8.973731994628906,
        -8.960470199584961,
        -8.947208404541016,
        -8.933947563171387,
        -8.920685768127441,
        -8.907423973083496,
        -8.89416217803955,
        -8.880901336669922,
        -8.867639541625977,
        -8.854377746582031,
        -8.841115951538086,
        -8.827855110168457,
        -8.814593315124512,
        -8.801331520080566,
        -8.788069725036621,
        -8.774808883666992,
        -8.761547088623047,
        -8.748285293579102,
        -8.735023498535156,
        -8.721762657165527,
        -8.708500862121582,
        -8.695239067077637,
        -8.681977272033691,
        -8.668716430664062,
        -8.655454635620117,
        -8.642192840576172
      ],
      "r_inf_mean": 0.5732481479644775,
      "r_inf_median": 0.5750540494918823,
      "pr_mean": 0.027290724217891693,
      "pr_median": 0.02120389975607395,
      "hoyer_mean": 0.16821932792663574,
      "eff_dim_mean": 0.16821932792663574,
      "topk_energy": {
        "1": 0.5087974667549133,
        "5": 0.8347358107566833,
        "10": 0.9242771863937378,
        "25": 0.9833624958992004
      },
      "gamma_raw": -0.0016264701262116432,
      "gamma_active": {
        "1e-08": null,
        "1e-07": null,
        "1e-06": null,
        "1e-05": null,
        "0.0001": null
      },
      "gamma_energy_weighted": {
        "1e-08": -0.000601645267533498,
        "1e-07": -0.000601645267533498,
        "1e-06": -0.000601645267533498,
        "1e-05": -0.000601645267533498,
        "0.0001": -0.000601645267533498
      }
    },
    {
      "layer": 3,
      "mean_norm": 1.079854206054165e-09,
      "median_norm": 1.0086217416827026e-09,
      "max_norm": 2.2795683118914667e-09,
      "min_norm": 4.953798482532079e-10,
      "support": {
        "1e-08": 0.0,
        "1e-07": 0.0,
        "1e-06": 0.0,
        "1e-05": 0.0,
        "0.0001": 0.0
      },
      "log_norms_percentiles": {
        "1": -9.24002456665039,
        "5": -9.189212799072266,
        "10": -9.12875747680664,
        "25": -9.082115173339844,
        "50": -8.99405288696289,
        "75": -8.909610748291016,
        "90": -8.8084716796875,
        "95": -8.743489265441895,
        "99": -8.671119689941406
      },
      "log_norms_histogram": [
        1,
        0,
        0,
        0,
        2,
        2,
        3,
        2,
        4,
        0,
        3,
        5,
        3,
        8,
        10,
        13,
        11,
        8,
        6,
        17,
        10,
        7,
        11,
        9,
        5,
        9,
        15,
        10,
        13,
        8,
        7,
        6,
        3,
        6,
        4,
        4,
        4,
        4,
        2,
        2,
        2,
        2,
        5,
        1,
        2,
        0,
        2,
        2,
        2,
        1
      ],
      "log_norms_bin_edges": [
        -9.305061340332031,
        -9.291803359985352,
        -9.278544425964355,
        -9.265286445617676,
        -9.252028465270996,
        -9.23876953125,
        -9.22551155090332,
        -9.21225357055664,
        -9.198995590209961,
        -9.185736656188965,
        -9.172478675842285,
        -9.159220695495605,
        -9.14596176147461,
        -9.13270378112793,
        -9.11944580078125,
        -9.10618782043457,
        -9.092928886413574,
        -9.079670906066895,
        -9.066412925720215,
        -9.053153991699219,
        -9.039896011352539,
        -9.02663803100586,
        -9.013379096984863,
        -9.000121116638184,
        -8.986863136291504,
        -8.973604202270508,
        -8.960346221923828,
        -8.947088241577148,
        -8.933830261230469,
        -8.920571327209473,
        -8.907313346862793,
        -8.894055366516113,
        -8.880796432495117,
        -8.867538452148438,
        -8.854280471801758,
        -8.841022491455078,
        -8.827763557434082,
        -8.814505577087402,
        -8.801247596740723,
        -8.787988662719727,
        -8.774730682373047,
        -8.761472702026367,
        -8.748213768005371,
        -8.734955787658691,
        -8.721697807312012,
        -8.708438873291016,
        -8.695180892944336,
        -8.681922912597656,
        -8.668664932250977,
        -8.65540599822998,
        -8.6421480178833
      ],
      "r_inf_mean": 0.5729086995124817,
      "r_inf_median": 0.5747510194778442,
      "pr_mean": 0.027335815131664276,
      "pr_median": 0.02119538001716137,
      "hoyer_mean": 0.16768202185630798,
      "eff_dim_mean": 0.16768202185630798,
      "topk_energy": {
        "1": 0.5087243318557739,
        "5": 0.8346289396286011,
        "10": 0.9243053197860718,
        "25": 0.983512282371521
      },
      "gamma_raw": 0.0015623457729816437,
      "gamma_active": {
        "1e-08": null,
        "1e-07": null,
        "1e-06": null,
        "1e-05": null,
        "0.0001": null
      },
      "gamma_energy_weighted": {
        "1e-08": 0.0015149342983521144,
        "1e-07": 0.0015149342983521144,
        "1e-06": 0.0015149342983521144,
        "1e-05": 0.0015149342983521144,
        "0.0001": 0.0015149342983521144
      }
    }
  ]
}