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Adds Gaussian Function in maths section #1054

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61 changes: 61 additions & 0 deletions maths/gaussian.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,61 @@

"""
Reference: https://en.wikipedia.org/wiki/Gaussian_function

python/black : True
python : 3.7.3

"""
from numpy import pi, sqrt, exp



def gaussian(x, mu: float = 0.0, sigma: float = 1.0) -> int:
"""
>>> gaussian(1)
0.24197072451914337

>>> gaussian(24)
3.342714441794458e-126

Supports NumPy Arrays
Use numpy.meshgrid with this to generate gaussian blur on images.
>>> import numpy as np
>>> x = np.arange(15)
>>> gaussian(x)
array([3.98942280e-01, 2.41970725e-01, 5.39909665e-02, 4.43184841e-03,
1.33830226e-04, 1.48671951e-06, 6.07588285e-09, 9.13472041e-12,
5.05227108e-15, 1.02797736e-18, 7.69459863e-23, 2.11881925e-27,
2.14638374e-32, 7.99882776e-38, 1.09660656e-43])

>>> gaussian(15)
5.530709549844416e-50

>>> gaussian([1,2, 'string'])
Traceback (most recent call last):
...
TypeError: unsupported operand type(s) for -: 'list' and 'float'

>>> gaussian('hello world')
Traceback (most recent call last):
...
TypeError: unsupported operand type(s) for -: 'str' and 'float'

>>> gaussian(10**234) # doctest: +IGNORE_EXCEPTION_DETAIL
Traceback (most recent call last):
...
OverflowError: (34, 'Result too large')

>>> gaussian(10**-326)
0.3989422804014327

>>> gaussian(2523, mu=234234, sigma=3425)
0.0
"""
return 1 / sqrt(2 * pi * sigma ** 2) * exp(-(x - mu) ** 2 / 2 * sigma ** 2)


if __name__ == "__main__":
import doctest

doctest.testmod()
Binary file added maths/images/gaussian.png
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52 changes: 52 additions & 0 deletions maths/prime_factors.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,52 @@
"""
python/black : True
"""
from typing import List


def prime_factors(n: int) -> List[int]:
"""
Returns prime factors of n as a list.

>>> prime_factors(0)
[]
>>> prime_factors(100)
[2, 2, 5, 5]
>>> prime_factors(2560)
[2, 2, 2, 2, 2, 2, 2, 2, 2, 5]
>>> prime_factors(10**-2)
[]
>>> prime_factors(0.02)
[]
>>> x = prime_factors(10**241) # doctest: +NORMALIZE_WHITESPACE
>>> x == [2]*241 + [5]*241
True
>>> prime_factors(10**-354)
[]
>>> prime_factors('hello')
Traceback (most recent call last):
...
TypeError: '<=' not supported between instances of 'int' and 'str'
>>> prime_factors([1,2,'hello'])
Traceback (most recent call last):
...
TypeError: '<=' not supported between instances of 'int' and 'list'

"""
i = 2
factors = []
while i * i <= n:
if n % i:
i += 1
else:
n //= i
factors.append(i)
if n > 1:
factors.append(n)
return factors


if __name__ == "__main__":
import doctest

doctest.testmod()