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added type hints and doctests to arithmetic_analysis/newton_method.py (#2259)
* added type hints and doctests to arithmetic_analysis/newton_method.py Continuing #2128 Also changed some variable names, made them more descriptive. * Added type hints and doctests to arithmetic_analysis/newton_method.py added a type alias for Callable[[float], float] and cleaned up the exception handling * added type hints and doctests to arithmetic_analysis/newton_method.py improved exception handling * Update newton_method.py Co-authored-by: Christian Clauss <cclauss@me.com>
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"""Newton's Method."""
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"""Newton's Method."""
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# Newton's Method - https://en.wikipedia.org/wiki/Newton%27s_method
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# Newton's Method - https://en.wikipedia.org/wiki/Newton%27s_method
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from typing import Callable
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RealFunc = Callable[[float], float] # type alias for a real -> real function
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# function is the f(x) and function1 is the f'(x)
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# function is the f(x) and derivative is the f'(x)
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def newton(function, function1, startingInt):
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def newton(function: RealFunc, derivative: RealFunc, starting_int: int,) -> float:
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x_n = startingInt
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"""
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>>> newton(lambda x: x ** 3 - 2 * x - 5, lambda x: 3 * x ** 2 - 2, 3)
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2.0945514815423474
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>>> newton(lambda x: x ** 3 - 1, lambda x: 3 * x ** 2, -2)
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1.0
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>>> newton(lambda x: x ** 3 - 1, lambda x: 3 * x ** 2, -4)
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1.0000000000000102
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>>> import math
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>>> newton(math.sin, math.cos, 1)
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0.0
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>>> newton(math.sin, math.cos, 2)
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3.141592653589793
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>>> newton(math.cos, lambda x: -math.sin(x), 2)
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1.5707963267948966
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>>> newton(math.cos, lambda x: -math.sin(x), 0)
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Traceback (most recent call last):
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...
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ZeroDivisionError: Could not find root
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"""
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prev_guess float(starting_int)
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while True:
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while True:
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x_n1 = x_n - function(x_n) / function1(x_n)
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try:
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if abs(x_n - x_n1) < 10 ** -5:
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next_guess = prev_guess - function(prev_guess) / derivative(prev_guess)
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return x_n1
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except ZeroDivisionError:
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x_n = x_n1
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raise ZeroDivisionError("Could not find root")
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if abs(prev_guess - next_guess) < 10 ** -5:
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return next_guess
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prev_guess = next_guess
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def f(x):
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def f(x: float) -> float:
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return (x ** 3) - (2 * x) - 5
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return (x ** 3) - (2 * x) - 5
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def f1(x):
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def f1(x: float) -> float:
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return 3 * (x ** 2) - 2
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return 3 * (x ** 2) - 2
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