Differentiable Persistence Landscape Layer / results.json

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 1{
 2  "prediction_checks": {
 3    "single_point_equality": [
 4      {
 5        "single_shift": 0.002,
 6        "landscape_norm": 0.0012619429464123977,
 7        "bound": 0.0012625371281669304,
 8        "ratio": 0.9995293748268652
 9      },
10      {
11        "single_shift": 0.01,
12        "landscape_norm": 0.006245198155383069,
13        "bound": 0.006245798587850879,
14        "ratio": 0.9999038661815034
15      },
16      {
17        "single_shift": 0.03,
18        "landscape_norm": 0.01824849308847173,
19        "bound": 0.01824910956731862,
20        "ratio": 0.9999662186889385
21      },
22      {
23        "single_shift": 0.08,
24        "landscape_norm": 0.045255054966268665,
25        "bound": 0.04525571787078399,
26        "ratio": 0.9999853520274009
27      }
28    ],
29    "multi_point_max_ratio": 0.9996997651918182,
30    "multi_point_mean_ratio": 0.9026762465402399,
31    "predicted_bound": 1.0,
32    "grid_convergence": {
33      "reference_dt": 0.0001,
34      "sweep": [
35        {
36          "dt": 0.02,
37          "grid_norm": 0.03075711299845938,
38          "abs_error": 0.0003460212719203215,
39          "error_over_dt": 0.017301063596016075
40        },
41        {
42          "dt": 0.01,
43          "grid_norm": 0.030545048698602507,
44          "abs_error": 0.00013395697206344814,
45          "error_over_dt": 0.013395697206344814
46        },
47        {
48          "dt": 0.005,
49          "grid_norm": 0.030458988821036034,
50          "abs_error": 4.789709449697435e-05,
51          "error_over_dt": 0.00957941889939487
52        },
53        {
54          "dt": 0.0025,
55          "grid_norm": 0.03042305868909302,
56          "abs_error": 1.196696255396229e-05,
57          "error_over_dt": 0.004786785021584916
58        },
59        {
60          "dt": 0.00125,
61          "grid_norm": 0.03041406952382398,
62          "abs_error": 2.9777972849198697e-06,
63          "error_over_dt": 0.0023822378279358958
64        }
65      ],
66      "prediction": "error decreases as dt decreases"
67    },
68    "autograd_finite_nonzero": true
69  },
70  "clean_accuracy": {
71    "padded_birth_death": 1.0,
72    "landscape": 1.0
73  },
74  "noise_accuracy": [
75    {
76      "sigma": 0.01,
77      "padded_birth_death": 1.0,
78      "landscape": 1.0
79    },
80    {
81      "sigma": 0.03,
82      "padded_birth_death": 1.0,
83      "landscape": 1.0
84    },
85    {
86      "sigma": 0.07,
87      "padded_birth_death": 1.0,
88      "landscape": 1.0
89    }
90  ]
91}