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Added implementation for Bezier Curve, under a new graphics directory. (
TheAlgorithms#1713) * Added bezier curve * black formatted * corrected spell check * edited scipy import * updated documentation for readablitity * Update bezier_curve.py * Update bezier_curve.py Co-authored-by: Christian Clauss <[email protected]>
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# https://en.wikipedia.org/wiki/B%C3%A9zier_curve | ||
# https://www.tutorialspoint.com/computer_graphics/computer_graphics_curves.htm | ||
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from typing import List, Tuple | ||
from scipy.special import comb | ||
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class BezierCurve: | ||
""" | ||
Bezier curve is a weighted sum of a set of control points. | ||
Generate Bezier curves from a given set of control points. | ||
This implementation works only for 2d coordinates in the xy plane. | ||
""" | ||
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def __init__(self, list_of_points: List[Tuple[float, float]]): | ||
""" | ||
list_of_points: Control points in the xy plane on which to interpolate. These | ||
points control the behavior (shape) of the Bezier curve. | ||
""" | ||
self.list_of_points = list_of_points | ||
# Degree determines the flexibility of the curve. | ||
# Degree = 1 will produce a straight line. | ||
self.degree = len(list_of_points) - 1 | ||
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def basis_function(self, t: float) -> List[float]: | ||
""" | ||
The basis function determines the weight of each control point at time t. | ||
t: time value between 0 and 1 inclusive at which to evaluate the basis of | ||
the curve. | ||
returns the x, y values of basis function at time t | ||
>>> curve = BezierCurve([(1,1), (1,2)]) | ||
>>> curve.basis_function(0) | ||
[1.0, 0.0] | ||
>>> curve.basis_function(1) | ||
[0.0, 1.0] | ||
""" | ||
assert 0 <= t <= 1, "Time t must be between 0 and 1." | ||
output_values: List[float] = [] | ||
for i in range(len(self.list_of_points)): | ||
# basis function for each i | ||
output_values.append( | ||
comb(self.degree, i) * ((1 - t) ** (self.degree - i)) * (t ** i) | ||
) | ||
# the basis must sum up to 1 for it to produce a valid Bezier curve. | ||
assert round(sum(output_values), 5) == 1 | ||
return output_values | ||
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def bezier_curve_function(self, t: float) -> Tuple[float, float]: | ||
""" | ||
The function to produce the values of the Bezier curve at time t. | ||
t: the value of time t at which to evaluate the Bezier function | ||
Returns the x, y coordinates of the Bezier curve at time t. | ||
The first point in the curve is when t = 0. | ||
The last point in the curve is when t = 1. | ||
>>> curve = BezierCurve([(1,1), (1,2)]) | ||
>>> curve.bezier_curve_function(0) | ||
(1.0, 1.0) | ||
>>> curve.bezier_curve_function(1) | ||
(1.0, 2.0) | ||
""" | ||
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assert 0 <= t <= 1, "Time t must be between 0 and 1." | ||
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basis_function = self.basis_function(t) | ||
x = 0.0 | ||
y = 0.0 | ||
for i in range(len(self.list_of_points)): | ||
# For all points, sum up the product of i-th basis function and i-th point. | ||
x += basis_function[i] * self.list_of_points[i][0] | ||
y += basis_function[i] * self.list_of_points[i][1] | ||
return (x, y) | ||
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def plot_curve(self, step_size: float = 0.01): | ||
""" | ||
Plots the Bezier curve using matplotlib plotting capabilities. | ||
step_size: defines the step(s) at which to evaluate the Bezier curve. | ||
The smaller the step size, the finer the curve produced. | ||
""" | ||
import matplotlib.pyplot as plt | ||
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to_plot_x: List[float] = [] # x coordinates of points to plot | ||
to_plot_y: List[float] = [] # y coordinates of points to plot | ||
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t = 0.0 | ||
while t <= 1: | ||
value = self.bezier_curve_function(t) | ||
to_plot_x.append(value[0]) | ||
to_plot_y.append(value[1]) | ||
t += step_size | ||
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x = [i[0] for i in self.list_of_points] | ||
y = [i[1] for i in self.list_of_points] | ||
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plt.plot( | ||
to_plot_x, | ||
to_plot_y, | ||
color="blue", | ||
label="Curve of Degree " + str(self.degree), | ||
) | ||
plt.scatter(x, y, color="red", label="Control Points") | ||
plt.legend() | ||
plt.show() | ||
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if __name__ == "__main__": | ||
import doctest | ||
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doctest.testmod() | ||
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BezierCurve([(1, 2), (3, 5)]).plot_curve() # degree 1 | ||
BezierCurve([(0, 0), (5, 5), (5, 0)]).plot_curve() # degree 2 | ||
BezierCurve([(0, 0), (5, 5), (5, 0), (2.5, -2.5)]).plot_curve() # degree 3 |