BerGeo/h2/quick_hull.py
2018-10-18 18:41:18 +02:00

72 lines
1.8 KiB
Python

from math import sqrt
from typing import Set
from profile import Profiler
from util import Point, gen_point, display
def distance(a, b, c):
nom = abs((b.y - a.y) * c.x - (b.x - a.x) * c.y + b.x * a.y - b.y * a.x)
den = sqrt((b.y - a.y) ** 2 + (b.x - a.x) ** 2)
return nom / den
def is_left(a: Point, b: Point, c: Point):
return ((b.x - a.x) * (c.y - a.y) - (b.y - a.y) * (c.x - a.x)) > 0
@Profiler("quick_hull")
def quick_hull(points: Set[Point]):
left = min(points)
right = max(points)
hull = {left, right}
points = points - hull
with Profiler("partitioning set"):
partition = {p for p in points if not is_left(left, right, p)}
find_hull(partition,
left,
right,
hull)
with Profiler("partitioning set"):
partition = {p for p in points if not is_left(right, left, p)}
find_hull(partition,
right,
left,
hull)
return hull
def find_hull(points: Set[Point], p: Point, q: Point, hull: Set[Point]):
if not points:
return
with Profiler("finding farthest point from line"):
farthest = max(points, key=lambda point: abs(distance(p, q, point)))
hull.add(farthest)
points.remove(farthest)
with Profiler("partitioning set"):
partition = {po for po in points if not is_left(p, farthest, po)}
find_hull(partition,
p,
farthest,
hull)
with Profiler("partitioning set"):
partition = {po for po in points if not is_left(farthest, q, po)}
find_hull(partition,
farthest,
q,
hull)
if __name__ == '__main__':
points = {gen_point() for _ in range(30)}
hull = quick_hull(points)
display(points, hull)