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import numpy as np | |
import matplotlib.pyplot as plt | |
from scipy.special import binom | |
from numpy.linalg import norm | |
def num_bezier(n_ctrl, degree=3): | |
if type(n_ctrl) == np.ndarray: | |
n_ctrl = len(n_ctrl) | |
return int((n_ctrl - 1) / degree) | |
def bernstein(n, i): | |
bi = binom(n, i) | |
return lambda t, bi=bi, n=n, i=i: bi * t**i * (1 - t)**(n - i) | |
def bezier(P, t, d=0): | |
'''Bezier curve of degree len(P)-1. d is the derivative order (0 gives positions)''' | |
n = P.shape[0] - 1 | |
if d > 0: | |
Q = np.diff(P, axis=0)*n | |
return bezier(Q, t, d-1) | |
B = np.vstack([bernstein(n, i)(t) for i, p in enumerate(P)]) | |
return (P.T @ B).T | |
def cubic_bezier(P, t): | |
return (1.0-t)**3*P[0] + 3*(1.0-t)**2*t*P[1] + 3*(1.0-t)*t**2*P[2] + t**3*P[3] | |
def bezier_piecewise(Cp, subd=100, degree=3, d=0): | |
''' sample a piecewise Bezier curve given a sequence of control points''' | |
num = num_bezier(Cp.shape[0], degree) | |
X = [] | |
for i in range(num): | |
P = Cp[i*degree:i*degree+degree+1, :] | |
t = np.linspace(0, 1., subd)[:-1] | |
Y = bezier(P, t, d) | |
X += [Y] | |
X.append(Cp[-1]) | |
X = np.vstack(X) | |
return X | |
def compute_beziers(beziers, subd=100, degree=3): | |
chain = beziers_to_chain(beziers) | |
return bezier_piecewise(chain, subd, degree) | |
def plot_control_polygon(Cp, degree=3, lw=0.5, linecolor=np.ones(3)*0.1): | |
n_bezier = num_bezier(len(Cp), degree) | |
for i in range(n_bezier): | |
cp = Cp[i*degree:i*degree+degree+1, :] | |
if degree==3: | |
plt.plot(cp[0:2,0], cp[0:2, 1], ':', color=linecolor, linewidth=lw) | |
plt.plot(cp[2:,0], cp[2:,1], ':', color=linecolor, linewidth=lw) | |
plt.plot(cp[:,0], cp[:,1], 'o', color=[0, 0.5, 1.], markersize=4) | |
else: | |
plt.plot(cp[:,0], cp[:,1], ':', color=linecolor, linewidth=lw) | |
plt.plot(cp[:,0], cp[:,1], 'o', color=[0, 0.5, 1.]) | |
def chain_to_beziers(chain, degree=3): | |
''' Convert Bezier chain to list of curve segments (4 control points each)''' | |
num = num_bezier(chain.shape[0], degree) | |
beziers = [] | |
for i in range(num): | |
beziers.append(chain[i*degree:i*degree+degree+1,:]) | |
return beziers | |
def beziers_to_chain(beziers): | |
''' Convert list of Bezier curve segments to a piecewise bezier chain (shares vertices)''' | |
n = len(beziers) | |
chain = [] | |
for i in range(n): | |
chain.append(list(beziers[i][:-1])) | |
chain.append([beziers[-1][-1]]) | |
return np.array(sum(chain, [])) | |
def split_cubic(bez, t): | |
p1, p2, p3, p4 = bez | |
p12 = (p2 - p1) * t + p1 | |
p23 = (p3 - p2) * t + p2 | |
p34 = (p4 - p3) * t + p3 | |
p123 = (p23 - p12) * t + p12 | |
p234 = (p34 - p23) * t + p23 | |
p1234 = (p234 - p123) * t + p123 | |
return np.array([p1, p12, p123, p1234]), np.array([p1234, p234, p34, p4]) | |
def approx_arc_length(bez): | |
c0, c1, c2, c3 = bez | |
v0 = norm(c1-c0)*0.15 | |
v1 = norm(-0.558983582205757*c0 + 0.325650248872424*c1 + 0.208983582205757*c2 + 0.024349751127576*c3) | |
v2 = norm(c3-c0+c2-c1)*0.26666666666666666 | |
v3 = norm(-0.024349751127576*c0 - 0.208983582205757*c1 - 0.325650248872424*c2 + 0.558983582205757*c3) | |
v4 = norm(c3-c2)*.15 | |
return v0 + v1 + v2 + v3 + v4 | |
def subdivide_bezier(bez, thresh): | |
stack = [bez] | |
res = [] | |
while stack: | |
bez = stack.pop() | |
l = approx_arc_length(bez) | |
if l < thresh: | |
res.append(bez) | |
else: | |
b1, b2 = split_cubic(bez, 0.5) | |
stack += [b2, b1] | |
return res | |
def subdivide_bezier_chain(C, thresh): | |
beziers = chain_to_beziers(C) | |
res = [] | |
for bez in beziers: | |
res += subdivide_bezier(bez, thresh) | |
return beziers_to_chain(res) | |