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Added an algorithm that approximates line lengths (#1692)
* A recursive insertion sort * added doctests and typehints * Added arc length and numerical integration calculators * fixed doc test * Fixed some conversion errors * Fixed some commenting * Deleted numerical integration to allow 1 file per push * Changed string formatting method
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maths/line_length.py
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maths/line_length.py
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from typing import Callable, Union
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import math as m
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def line_length(fnc: Callable[[Union[int, float]], Union[int, float]],
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x_start: Union[int, float],
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x_end: Union[int, float],
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steps: int = 100) -> float:
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"""
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Approximates the arc length of a line segment by treating the curve as a
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sequence of linear lines and summing their lengths
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:param fnc: a function which defines a curve
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:param x_start: left end point to indicate the start of line segment
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:param x_end: right end point to indicate end of line segment
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:param steps: an accuracy gauge; more steps increases accuracy
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:return: a float representing the length of the curve
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>>> def f(x):
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... return x
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>>> f"{line_length(f, 0, 1, 10):.6f}"
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'1.414214'
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>>> def f(x):
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... return 1
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>>> f"{line_length(f, -5.5, 4.5):.6f}"
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'10.000000'
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>>> def f(x):
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... return m.sin(5 * x) + m.cos(10 * x) + x * x/10
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>>> f"{line_length(f, 0.0, 10.0, 10000):.6f}"
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'69.534930'
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"""
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x1 = x_start
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fx1 = fnc(x_start)
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length = 0.0
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for i in range(steps):
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# Approximates curve as a sequence of linear lines and sums their length
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x2 = (x_end - x_start) / steps + x1
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fx2 = fnc(x2)
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length += m.hypot(x2 - x1, fx2 - fx1)
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# Increment step
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x1 = x2
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fx1 = fx2
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return length
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if __name__ == "__main__":
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def f(x):
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return m.sin(10*x)
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print("f(x) = sin(10 * x)")
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print("The length of the curve from x = -10 to x = 10 is:")
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i = 10
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while i <= 100000:
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print(f"With {i} steps: {line_length(f, -10, 10, i)}")
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i *= 10
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63
maths/numerical_integration.py
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maths/numerical_integration.py
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"""
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Approximates the area under the curve using the trapezoidal rule
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"""
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from typing import Callable, Union
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def trapezoidal_area(fnc: Callable[[Union[int, float]], Union[int, float]],
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x_start: Union[int, float],
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x_end: Union[int, float],
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steps: int = 100) -> float:
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"""
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Treats curve as a collection of linear lines and sums the area of the
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trapezium shape they form
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:param fnc: a function which defines a curve
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:param x_start: left end point to indicate the start of line segment
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:param x_end: right end point to indicate end of line segment
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:param steps: an accuracy gauge; more steps increases the accuracy
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:return: a float representing the length of the curve
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>>> def f(x):
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... return 5
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>>> '%.3f' % trapezoidal_area(f, 12.0, 14.0, 1000)
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'10.000'
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>>> def f(x):
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... return 9*x**2
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>>> '%.4f' % trapezoidal_area(f, -4.0, 0, 10000)
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'192.0000'
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>>> '%.4f' % trapezoidal_area(f, -4.0, 4.0, 10000)
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'384.0000'
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"""
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x1 = x_start
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fx1 = fnc(x_start)
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area = 0.0
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for i in range(steps):
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# Approximates small segments of curve as linear and solve
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# for trapezoidal area
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x2 = (x_end - x_start)/steps + x1
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fx2 = fnc(x2)
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area += abs(fx2 + fx1) * (x2 - x1)/2
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# Increment step
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x1 = x2
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fx1 = fx2
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return area
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if __name__ == "__main__":
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def f(x):
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return x**3
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print("f(x) = x^3")
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print("The area between the curve, x = -10, x = 10 and the x axis is:")
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i = 10
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while i <= 100000:
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area = trapezoidal_area(f, -5, 5, i)
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print("with {} steps: {}".format(i, area))
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i*=10
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