OT Primitive Universal Flow / results.json
Mechanism confirmed, baseline not beaten
1{
2 "device": "cuda",
3 "sanity_check": {
4 "gaussian_mean_error": 0.012130946852266788,
5 "gaussian_covariance_error": 0.027502108365297318,
6 "translation_cost_scaling": [
7 {
8 "L": 1,
9 "predicted": 3.125,
10 "observed": 3.125,
11 "relative_error": 0.0
12 },
13 {
14 "L": 2,
15 "predicted": 1.5625,
16 "observed": 1.5625,
17 "relative_error": 0.0
18 },
19 {
20 "L": 4,
21 "predicted": 0.78125,
22 "observed": 0.78125,
23 "relative_error": 0.0
24 },
25 {
26 "L": 8,
27 "predicted": 0.390625,
28 "observed": 0.390625,
29 "relative_error": 0.0
30 },
31 {
32 "L": 16,
33 "predicted": 0.1953125,
34 "observed": 0.1953125,
35 "relative_error": 0.0
36 }
37 ]
38 },
39 "mini_experiment": {
40 "baseline_unconstrained_residual": {
41 "mmd": 0.011374211870133877,
42 "sliced_wasserstein": 0.20292143523693085,
43 "displacement_cost": 0.30849307775497437,
44 "jacobian_positive_fraction": 1.0,
45 "jacobian_min": 0.6527191996574402,
46 "jacobian_max": 26.707469940185547
47 },
48 "ot_gradient_potential": {
49 "mmd": 0.011317086406052113,
50 "sliced_wasserstein": 0.2003474235534668,
51 "displacement_cost": 0.30494531989097595,
52 "jacobian_positive_fraction": 1.0,
53 "jacobian_min": 1.580175518989563,
54 "jacobian_max": 26.42418670654297
55 }
56 },
57 "settings": {
58 "seed": 2359,
59 "samples": 192,
60 "layers": 2,
61 "steps": 260,
62 "mmd_weight": 12
63 }
64}