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Consolidate gamma #9769
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -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 | ||
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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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