Hankel Moment Regularizer / results.json

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 1{
 2  "device": "cuda",
 3  "analytic_check": {
 4    "valid_values": [
 5      0.7748911049868192,
 6      0.7011155803117701,
 7      0.6419199888547731,
 8      0.5928125912467361,
 9      0.5509425925642518
10    ],
11    "valid_eigenvalues": [
12      2.3468418227830382e-05,
13      0.011708659183736009,
14      1.9560215588038803
15    ],
16    "valid_min_eigenvalue": 2.3468418227830382e-05,
17    "perturbed_eigenvalues": [
18      -0.4987605183375003,
19      0.5137829300236727,
20      2.46626726580349
21    ],
22    "perturbed_min_eigenvalue": -0.4987605183375003,
23    "claim_observed": true
24  },
25  "results": {
26    "none": {
27      "test_mse": 8.712211274541914e-05,
28      "train_mse": 0.00015729365986771882,
29      "mean_abs_second_difference": 7.086140976753086e-05,
30      "min_dense_hankel_eigenvalue": -0.00010810422099893913,
31      "fraction_dense_psd_violations": 0.29914529914529914,
32      "seconds": 2.1396415180061013,
33      "relative_overhead": 1.0
34    },
35    "pairwise": {
36      "test_mse": 8.108954352792352e-05,
37      "train_mse": 0.00015748824807815254,
38      "mean_abs_second_difference": 7.137857028283179e-05,
39      "min_dense_hankel_eigenvalue": -9.95336304185912e-05,
40      "fraction_dense_psd_violations": 0.26495726495726496,
41      "seconds": 5.366497858951334,
42      "relative_overhead": 2.508129429060757
43    },
44    "hankel": {
45      "test_mse": 0.00011628097854554653,
46      "train_mse": 0.00015815733058843762,
47      "mean_abs_second_difference": 7.00394666637294e-05,
48      "min_dense_hankel_eigenvalue": -0.0001166149158962071,
49      "fraction_dense_psd_violations": 0.29914529914529914,
50      "seconds": 6.735147633997258,
51      "relative_overhead": 3.1477925518446837
52    }
53  },
54  "setup": {
55    "steps": 700,
56    "train_points": 18,
57    "test_points": 121,
58    "noise_std": 0.012,
59    "K": 3
60  }
61}