Amortized low-rank Laplace hyperparameter marginalization / results.json
Failed on benchmark
1{
2 "verification": {
3 "full_rank_logdet_abs_error": 0.0,
4 "full_rank_solve_relative_error": 1.315435320990518e-15,
5 "woodbury_identity_pass": true
6 },
7 "candidates": 64,
8 "d": 420,
9 "q": 90,
10 "rank_8": {
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12 "speedup_vs_exact": 1008.7062287158845,
13 "max_abs_logdet_error": 105.95853805614445,
14 "relative_logdet_rmse": 0.2444524281447077,
15 "max_relative_quadratic_error": 0.15188744287872338,
16 "spearman_rank_correlation": 0.9999999999999998,
17 "captured_trace_fraction": 0.5588951884341431
18 },
19 "rank_16": {
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21 "speedup_vs_exact": 239.77332721730528,
22 "max_abs_logdet_error": 79.12750755692429,
23 "relative_logdet_rmse": 0.17026829834250923,
24 "max_relative_quadratic_error": 0.13071200599002683,
25 "spearman_rank_correlation": 0.9999999999999998,
26 "captured_trace_fraction": 0.8246850726112914
27 },
28 "rank_32": {
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30 "speedup_vs_exact": 15.96471177559842,
31 "max_abs_logdet_error": 55.71320407313641,
32 "relative_logdet_rmse": 0.1176300488082426,
33 "max_relative_quadratic_error": 0.10097279221522855,
34 "spearman_rank_correlation": 0.9999999999999998,
35 "captured_trace_fraction": 0.8867154611726303
36 },
37 "rank_64": {
38 "time_sec": 3.931438510015141,
39 "speedup_vs_exact": 6.162152268000336,
40 "max_abs_logdet_error": 19.364156717175547,
41 "relative_logdet_rmse": 0.039428995953751204,
42 "max_relative_quadratic_error": 0.016069825102498537,
43 "spearman_rank_correlation": 0.9999999999999998,
44 "captured_trace_fraction": 0.9661121285743556
45 },
46 "exact_time_sec": 24.226122730993666
47}