{
  "config": {
    "V": 256,
    "D": 16,
    "patch_size": 16,
    "hidden": 768,
    "depth": 4,
    "n_cross_layers": 2,
    "target_cv": 0.125,
    "dataset": "omega_noise_16types_128",
    "pretrained_from": "v14_noise/epoch_0200.pt",
    "img_size": 128,
    "lr": 0.0001
  },
  "image_datasets": {
    "cifar10": {
      "label": "CIFAR-10\u2192128",
      "mse_mean": 0.0014624812174588442,
      "mse_std": 0.0012780737597495317,
      "mse_min": 0.0006703042308799922,
      "mse_max": 0.006966391112655401,
      "S0": 4.745294094085693,
      "SD": 3.2700884342193604,
      "ratio": 1.4511209726333618,
      "erank": 15.921957969665527,
      "fidelity": 99.8537540435791
    },
    "mnist": {
      "label": "MNIST\u2192128",
      "mse_mean": 0.0017131201457232237,
      "mse_std": 0.00047864654334262013,
      "mse_min": 0.000779357214923948,
      "mse_max": 0.0027668820694088936,
      "S0": 4.742547512054443,
      "SD": 3.2743332386016846,
      "ratio": 1.4484009742736816,
      "erank": 15.922290802001953,
      "fidelity": 99.82869029045105
    },
    "tiny_imagenet": {
      "label": "TinyImageNet\u2192128",
      "mse_mean": 0.005591858644038439,
      "mse_std": 0.007960615679621696,
      "mse_min": 0.0005295391310937703,
      "mse_max": 0.034348588436841965,
      "S0": 4.749847412109375,
      "SD": 3.2747747898101807,
      "ratio": 1.4504348039627075,
      "erank": 15.921713829040527,
      "fidelity": 99.4408130645752
    },
    "imagenet128": {
      "label": "ImageNet-128\u2192128",
      "mse_mean": 0.0023439719807356596,
      "mse_std": 0.0024704006500542164,
      "mse_min": 0.0009761152323335409,
      "mse_max": 0.013297423720359802,
      "S0": 4.745916366577148,
      "SD": 3.2654149532318115,
      "ratio": 1.4533884525299072,
      "erank": 15.921409606933594,
      "fidelity": 99.76560473442078
    },
    "imagenet256": {
      "label": "ImageNet-256\u2192128",
      "mse_mean": 0.0022136082407087088,
      "mse_std": 0.0023762513883411884,
      "mse_min": 0.0008406296838074923,
      "mse_max": 0.012717146426439285,
      "S0": 4.74583625793457,
      "SD": 3.2655293941497803,
      "ratio": 1.4533129930496216,
      "erank": 15.921435356140137,
      "fidelity": 99.77864027023315
    }
  },
  "noise_types": {
    "gaussian": {
      "mse_mean": 0.02941451221704483,
      "mse_std": 0.001088654506020248,
      "S0": 4.735827445983887,
      "SD": 3.2766571044921875,
      "ratio": 1.445322871208191,
      "erank": 15.922563552856445,
      "byte_exact": 0.09484944492578506,
      "byte_within1": 0.2756754457950592
    },
    "uniform": {
      "mse_mean": 0.010246082209050655,
      "mse_std": 0.0004867450625170022,
      "S0": 4.73515510559082,
      "SD": 3.2792272567749023,
      "ratio": 1.4439849853515625,
      "erank": 15.923205375671387,
      "byte_exact": 0.15646973252296448,
      "byte_within1": 0.4336246848106384
    },
    "uniform_scaled": {
      "mse_mean": 0.041399020701646805,
      "mse_std": 0.0014595035463571548,
      "S0": 4.736469745635986,
      "SD": 3.275423049926758,
      "ratio": 1.44606351852417,
      "erank": 15.92203140258789,
      "byte_exact": 0.08017659187316895,
      "byte_within1": 0.23504556715488434
    },
    "poisson": {
      "mse_mean": 0.00594842666760087,
      "mse_std": 0.006064144428819418,
      "S0": 4.7344160079956055,
      "SD": 3.2802484035491943,
      "ratio": 1.443310260772705,
      "erank": 15.92322063446045,
      "byte_exact": 0.23315754532814026,
      "byte_within1": 0.589368462562561
    },
    "pink": {
      "mse_mean": 0.0002606931666377932,
      "mse_std": 0.0003488802758511156,
      "S0": 4.7751922607421875,
      "SD": 3.2328624725341797,
      "ratio": 1.4770786762237549,
      "erank": 15.910451889038086,
      "byte_exact": 0.7105818390846252,
      "byte_within1": 0.9914559125900269
    },
    "brown": {
      "mse_mean": 0.00037677757791243494,
      "mse_std": 0.000727963459212333,
      "S0": 4.782443046569824,
      "SD": 3.234714984893799,
      "ratio": 1.4784743785858154,
      "erank": 15.910212516784668,
      "byte_exact": 0.7015625238418579,
      "byte_within1": 0.9665324091911316
    },
    "salt_pepper": {
      "mse_mean": 0.023008856922388077,
      "mse_std": 0.0008254339918494225,
      "S0": 4.734750747680664,
      "SD": 3.260662794113159,
      "ratio": 1.4520822763442993,
      "erank": 15.919965744018555,
      "byte_exact": 0.09697672724723816,
      "byte_within1": 0.2831713855266571
    },
    "sparse": {
      "mse_mean": 0.014340950176119804,
      "mse_std": 0.00040244212141260505,
      "S0": 4.735813617706299,
      "SD": 3.2780942916870117,
      "ratio": 1.4446849822998047,
      "erank": 15.92296028137207,
      "byte_exact": 0.14076334238052368,
      "byte_within1": 0.38878580927848816
    },
    "block": {
      "mse_mean": 0.0020151385106146336,
      "mse_std": 0.00044181934208609164,
      "S0": 4.735157012939453,
      "SD": 3.2780816555023193,
      "ratio": 1.4444903135299683,
      "erank": 15.922759056091309,
      "byte_exact": 0.3144059181213379,
      "byte_within1": 0.7525414824485779
    },
    "gradient": {
      "mse_mean": 0.009109591133892536,
      "mse_std": 0.00034344373852945864,
      "S0": 4.751522064208984,
      "SD": 3.2641711235046387,
      "ratio": 1.4556596279144287,
      "erank": 15.921199798583984,
      "byte_exact": 0.1592862904071808,
      "byte_within1": 0.4426603317260742
    },
    "checkerboard": {
      "mse_mean": 0.0036467157769948244,
      "mse_std": 0.00012218422489240766,
      "S0": 4.733781337738037,
      "SD": 3.269329309463501,
      "ratio": 1.4479365348815918,
      "erank": 15.922263145446777,
      "byte_exact": 0.2318928986787796,
      "byte_within1": 0.6060335040092468
    },
    "mixed": {
      "mse_mean": 0.010456523858010769,
      "mse_std": 0.003562925849109888,
      "S0": 4.735187530517578,
      "SD": 3.2792816162109375,
      "ratio": 1.443971037864685,
      "erank": 15.92318344116211,
      "byte_exact": 0.15976887941360474,
      "byte_within1": 0.4396817982196808
    },
    "structural": {
      "mse_mean": 0.018725384026765823,
      "mse_std": 0.001016867347061634,
      "S0": 4.731770038604736,
      "SD": 3.2300732135772705,
      "ratio": 1.4649111032485962,
      "erank": 15.910639762878418,
      "byte_exact": 0.2896639108657837,
      "byte_within1": 0.4860636293888092
    },
    "cauchy": {
      "mse_mean": 0.06153097003698349,
      "mse_std": 0.001877075876109302,
      "S0": 4.732304573059082,
      "SD": 3.2688558101654053,
      "ratio": 1.4476945400238037,
      "erank": 15.920820236206055,
      "byte_exact": 0.06734944880008698,
      "byte_within1": 0.1993066370487213
    },
    "exponential": {
      "mse_mean": 0.023947054520249367,
      "mse_std": 0.0008930423064157367,
      "S0": 4.735708713531494,
      "SD": 3.2765111923217773,
      "ratio": 1.445351004600525,
      "erank": 15.922645568847656,
      "byte_exact": 0.10741943120956421,
      "byte_within1": 0.30748289823532104
    },
    "laplace": {
      "mse_mean": 0.05213208496570587,
      "mse_std": 0.0018965197959914804,
      "S0": 4.736741542816162,
      "SD": 3.2736916542053223,
      "ratio": 1.446911334991455,
      "erank": 15.921341896057129,
      "byte_exact": 0.07623779028654099,
      "byte_within1": 0.21505045890808105
    }
  },
  "text": {
    "Hello, world! This is a test of the geom": {
      "mse": 0.0010036242892965674,
      "byte_acc": 0.0
    },
    "The quick brown fox jumps over the lazy ": {
      "mse": 0.001007207203656435,
      "byte_acc": 0.036363635212183
    },
    "import torch; model = PatchSVAE(); outpu": {
      "mse": 0.0010049532866105437,
      "byte_acc": 0.03846153989434242
    },
    "E = mc\u00b2 \u2014 Albert Einstein, theoretical p": {
      "mse": 0.001006481354124844,
      "byte_acc": 0.0
    },
    "To be, or not to be, that is the questio": {
      "mse": 0.001005869242362678,
      "byte_acc": 0.0
    },
    "\u222b\u2080^\u221e e^(-x\u00b2) dx = \u221a\u03c0/2 \u2014 Gaussian integr": {
      "mse": 0.0010080005740746856,
      "byte_acc": 0.018518518656492233
    },
    "01101000 01100101 01101100 01101100 0110": {
      "mse": 0.001001677243039012,
      "byte_acc": 0.032786883413791656
    },
    "SELECT * FROM models WHERE cv BETWEEN 0.": {
      "mse": 0.001000052085146308,
      "byte_acc": 0.01923076994717121
    }
  },
  "piecemeal": {
    "gaussian": 0.028989285230636597,
    "uniform": 0.01023468840867281,
    "pink": 9.501749445917085e-05,
    "salt_pepper": 0.02288903295993805,
    "cauchy": 0.06253033876419067
  },
  "signal_survival": {
    "cifar10": {
      "survival": 101.28502618781422,
      "snr": 28.49025945662643
    },
    "mnist": {
      "survival": 97.5383002539058,
      "snr": 26.547896328569863
    },
    "tiny_imagenet": {
      "survival": 100.02959952418828,
      "snr": 21.41654499189348
    },
    "imagenet128": {
      "survival": 100.52118533400795,
      "snr": 27.733022920883734
    },
    "imagenet256": {
      "survival": 100.59657482738686,
      "snr": 27.868163946929045
    },
    "gaussian": {
      "survival": 96.83910753413821,
      "snr": 15.297957059016444
    },
    "pink": {
      "survival": 100.39592421832606,
      "snr": 39.11796139425857
    },
    "salt_pepper": {
      "survival": 101.72307206605306,
      "snr": 22.39439788320294
    },
    "cauchy": {
      "survival": 97.95965857091494,
      "snr": 16.77878448079682
    }
  },
  "alpha": {
    "layer_0": {
      "mean": 0.03754976764321327,
      "max": 0.04310252144932747,
      "min": 0.035512056201696396,
      "std": 0.0017929398454725742,
      "values": [
        0.03864993527531624,
        0.03914600983262062,
        0.03682830557227135,
        0.035512056201696396,
        0.04310252144932747,
        0.036753714084625244,
        0.03792065754532814,
        0.03683696314692497,
        0.037325967103242874,
        0.03573988005518913,
        0.03685895726084709,
        0.03657332435250282,
        0.03738175332546234,
        0.03634999692440033,
        0.03868110105395317,
        0.03713515028357506
      ]
    },
    "layer_1": {
      "mean": 0.0446750670671463,
      "max": 0.04836678132414818,
      "min": 0.041776422411203384,
      "std": 0.0015298681100830436,
      "values": [
        0.043633922934532166,
        0.04572030529379845,
        0.04407371208071709,
        0.04505663737654686,
        0.04836678132414818,
        0.04680026322603226,
        0.04376893863081932,
        0.044447701424360275,
        0.04390875622630119,
        0.04413154348731041,
        0.044832561165094376,
        0.041776422411203384,
        0.045828379690647125,
        0.04308858513832092,
        0.04433045908808708,
        0.045036088675260544
      ]
    }
  },
  "compression": {
    "input_values": 49152,
    "latent_values": 1024,
    "ratio": 48.0
  }
}