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Consolidate gamma #9769
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@@ -1,35 +1,43 @@ | ||
""" | ||
Gamma function is a very useful tool in math and physics. | ||
It helps calculating complex integral in a convenient way. | ||
for more info: https://en.wikipedia.org/wiki/Gamma_function | ||
In mathematics, the gamma function is one commonly | ||
used extension of the factorial function to complex numbers. | ||
The gamma function is defined for all complex numbers except | ||
the non-positive integers | ||
Python's Standard Library math.gamma() function overflows around gamma(171.624). | ||
""" | ||
import math | ||
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from numpy import inf | ||
from scipy.integrate import quad | ||
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def gamma(num: float) -> float: | ||
def gamma_iterative(num: float) -> float: | ||
""" | ||
https://en.wikipedia.org/wiki/Gamma_function | ||
In mathematics, the gamma function is one commonly | ||
used extension of the factorial function to complex numbers. | ||
The gamma function is defined for all complex numbers except the non-positive | ||
integers | ||
>>> gamma(-1) | ||
Calculates the value of Gamma function of num | ||
where num is either an integer (1, 2, 3..) or a half-integer (0.5, 1.5, 2.5 ...). | ||
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>>> gamma_iterative(-1) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: math domain error | ||
>>> gamma(0) | ||
>>> gamma_iterative(0) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: math domain error | ||
>>> gamma(9) | ||
>>> gamma_iterative(9) | ||
40320.0 | ||
>>> from math import gamma as math_gamma | ||
>>> all(.99999999 < gamma(i) / math_gamma(i) <= 1.000000001 | ||
>>> all(.99999999 < gamma_iterative(i) / math_gamma(i) <= 1.000000001 | ||
... for i in range(1, 50)) | ||
True | ||
>>> gamma(-1)/math_gamma(-1) <= 1.000000001 | ||
>>> gamma_iterative(-1)/math_gamma(-1) <= 1.000000001 | ||
Traceback (most recent call last): | ||
... | ||
ValueError: math domain error | ||
>>> gamma(3.3) - math_gamma(3.3) <= 0.00000001 | ||
>>> gamma_iterative(3.3) - math_gamma(3.3) <= 0.00000001 | ||
True | ||
""" | ||
if num <= 0: | ||
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@@ -42,7 +50,73 @@ def integrand(x: float, z: float) -> float: | |
return math.pow(x, z - 1) * math.exp(-x) | ||
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def gamma_recursive(num: float) -> float: | ||
""" | ||
Calculates the value of Gamma function of num | ||
where num is either an integer (1, 2, 3..) or a half-integer (0.5, 1.5, 2.5 ...). | ||
Implemented using recursion | ||
Examples: | ||
>>> from math import isclose, gamma as math_gamma | ||
>>> gamma_recursive(0.5) | ||
1.7724538509055159 | ||
>>> gamma_recursive(2) | ||
1.0 | ||
>>> gamma_recursive(3.5) | ||
3.3233509704478426 | ||
>>> gamma_recursive(171.5) | ||
9.483367566824795e+307 | ||
>>> all(isclose(gamma_recursive(num), math_gamma(num)) \ | ||
for num in (0.5, 2, 3.5, 171.5)) | ||
True | ||
>>> gamma_recursive(0) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: math domain error | ||
>>> gamma_recursive(-1.1) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: math domain error | ||
>>> gamma_recursive(-4) | ||
Traceback (most recent call last): | ||
... | ||
ValueError: math domain error | ||
>>> gamma_recursive(172) | ||
Traceback (most recent call last): | ||
... | ||
OverflowError: math range error | ||
>>> gamma_recursive(1.1) | ||
Traceback (most recent call last): | ||
... | ||
NotImplementedError: num must be an integer or a half-integer | ||
""" | ||
if num <= 0: | ||
raise ValueError("math domain error") | ||
if num > 171.5: | ||
raise OverflowError("math range error") | ||
elif num - int(num) not in (0, 0.5): | ||
raise NotImplementedError("num must be an integer or a half-integer") | ||
elif num == 0.5: | ||
return math.sqrt(math.pi) | ||
else: | ||
return 1.0 if num == 1 else (num - 1) * gamma_recursive(num - 1) | ||
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def test_gamma_recursive() -> None: | ||
""" | ||
>>> test_gamma_recursive() | ||
""" | ||
assert gamma_recursive(0.5) == math.sqrt(math.pi) | ||
assert gamma_recursive(1) == 1.0 | ||
assert gamma_recursive(2) == 1.0 | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Could we get rid of this function by adding its tests to the There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Yes, I just realized that 108 and 110 are already tested in the doctests |
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if __name__ == "__main__": | ||
from doctest import testmod | ||
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testmod() | ||
num = 1.0 | ||
while num: | ||
num = float(input("Gamma of: ")) | ||
print(f"gamma_iterative({num}) = {gamma_iterative(num)}") | ||
print(f"gamma_recursive({num}) = {gamma_recursive(num)}") | ||
print("\nEnter 0 to exit...") |
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