geolip-SVAE / v16_johanna_omega /diagnostic_out_e40.json
AbstractPhil's picture
Create diagnostic_out_e40.json
0db56c7 verified
raw
history blame
11 kB
{
"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
}
}