From 63a1c4171a5a14f47b359d5439c279c03cef5c5f Mon Sep 17 00:00:00 2001 From: Faraz Ahmed Khan <31242842+fk03983@users.noreply.github.com> Date: Sat, 25 Jan 2020 00:18:43 -0600 Subject: [PATCH] Added implementation for Bezier Curve, under a new graphics directory. (#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 --- graphics/bezier_curve.py | 114 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 114 insertions(+) create mode 100644 graphics/bezier_curve.py diff --git a/graphics/bezier_curve.py b/graphics/bezier_curve.py new file mode 100644 index 000000000..512efadf8 --- /dev/null +++ b/graphics/bezier_curve.py @@ -0,0 +1,114 @@ +# https://en.wikipedia.org/wiki/B%C3%A9zier_curve +# https://www.tutorialspoint.com/computer_graphics/computer_graphics_curves.htm + +from typing import List, Tuple +from scipy.special import comb + + +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. + """ + + 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 + + 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 + + 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) + """ + + assert 0 <= t <= 1, "Time t must be between 0 and 1." + + 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) + + 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 + + to_plot_x: List[float] = [] # x coordinates of points to plot + to_plot_y: List[float] = [] # y coordinates of points to plot + + 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 + + x = [i[0] for i in self.list_of_points] + y = [i[1] for i in self.list_of_points] + + 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() + + +if __name__ == "__main__": + import doctest + + doctest.testmod() + + 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