functions.py

#!/usr/bin/env python3
# -*- coding: utf-8 -*-
"""
Created on Wed Jul  7 10:31:49 2021

@author: allan
"""

import numpy as np
import math

def sigmoid(arr):
    """
    Calculate the sigmoid of a given input x, which could be an array.
    
    Arguments:
    x -- A numeric value.
    
    Returns:
    s -- The sigmoid of x.
    """
    if np.isscalar(arr):
        arr = np.array([arr])
    return 1 / (1 + np.exp(-arr))

def minimum(a, b):
    return np.minimum(a, b)

def maximum(a, b):
    return np.maximum(a, b)
    
def pdiv(a, b):
    try:
        with np.errstate(divide='ignore', invalid='ignore'):
            return np.where(b == 0, np.ones_like(a), a / b)
    except ZeroDivisionError:
        # In this case we are trying to divide two constants, one of which is 0
        # Return a constant.
        return 1.0
    
def psin(n):
    return np.sin(n)

def pcos(n):
    return np.cos(n)

def add(a, b):
    return np.add(a,b)

def sub(a, b):
    return np.subtract(a,b)

def mul(a, b):
    return np.multiply(a,b)

def psqrt(a):
    return np.sqrt(abs(a))

def max_(a,b):
    return np.maximum(a, b)

def min_(a,b):
    return np.minimum(a, b)

def plog(a):
    return np.log(1.0 + np.abs(a))

def not_(a):
    return np.logical_not(a)

def and_(a, b):
    return np.logical_and(a,b)

def or_(a, b):
    return np.logical_or(a,b)

def nand_(a, b):
    return np.logical_not(np.logical_and(a,b))

def nor_(a, b):
    return np.logical_not(np.logical_or(a,b))

def greater_than_or_equal(a, b):
    return a >= b

def less_than_or_equal(a, b):
    return a <= b

def if_(i, o0, o1):
    """If _ than _ else _"""
    return np.where(i, o0, o1)