File: hera_python_example.py

package info (click to toggle)
hera 2.0.0%2Bgit20221115.8bfdd4b%2Bdfsg-1
  • links: PTS, VCS
  • area: main
  • in suites: forky, sid, trixie
  • size: 11,120 kB
  • sloc: cpp: 30,506; python: 8,986; ansic: 2,088; sh: 49; makefile: 16
file content (43 lines) | stat: -rw-r--r-- 1,119 bytes parent folder | download
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
#!/usr/bin/env python3

import hera

def try_bt():
    dgm1 = [ [1, 2], [3, 3.2]]
    dgm2 = [ [ 1, 2.3], [3, 3.4], [5, 5.01]]
    dist, edge = hera.bottleneck_dist(dgm1, dgm2, return_bottleneck_edge=True)
    print(dist, edge)
    dist = hera.bottleneck_dist(dgm1, dgm2, delta=0)
    print(dist)


def try_ws():
    dgm1 = [ [1, 2], [3, 3.2]]
    dgm2 = [ [ 1, 2.3], [3, 3.4], [5, 5.01]]
    dist = hera.wasserstein_dist(dgm1, dgm2)
    print(dist)
    params = hera.WassersteinParams()
    params.delta = 0.1
    params.wasserstein_power = 2.0
    dist = hera.wasserstein_dist(dgm1, dgm2, params)
    print(dist)


def try_ws_geom():
    dgm1 = [ [1, 2], [3, 3.2], [4.8, 4.9]]
    dgm2 = [ [ 1, 2.3], [3, 3.4], [5, 5.01]]
    dist = hera.wasserstein_cost_geom(dgm1, dgm2)
    print(dist)
    params = hera.WassersteinParams()
    params.delta = 0.1
    params.wasserstein_power = 2.0
    dist = hera.wasserstein_cost_geom(dgm1, dgm2, params)
    print(dist)
    res = hera.wasserstein_cost_geom_detailed_(dgm1, dgm2, params, [])
    print(res)


if __name__ == "__main__":
    try_bt()
    try_ws()
    try_ws_geom()