#' Squared Difference Function
#'
#' \code{loss} returns the squared difference element-wise between two vectors
#' @param x A numeric vector
#' @param y Another numeric vector, of the same length as x
#' @return A numeric vector of the same length as x and y
#' @examples
#' loss(c(1,2,3), c(2,3,4))
#'
#' @export
# This function returns the squared difference element-wise between two vectors
loss <- function(x,y){
# Calculate loss
error <- (x-y)**2
return(error)
}
#---------------------------------------------------------------------------
#' Generalized Square Roots
#'
#' \code{general_sqrt} returns the square root of any real number
#'
#' @param x A real number - integers or doubles are both acceptable.
#' Vectors must be of length 1.
#' @return A complex value. If x is positive, the imaginary component is equal to 0;
#' if x is negative, the real component is equal to 0.
#'
#' @examples
#' general_sqrt(10)
#' general_sqrt(-10)
#' general_sqrt(-1)
#'
#' @export
# This function takes the complex square root of real numbers
general_sqrt <- function (x){
# Issue warning for longer vectors
if (length(x) > 1) {
warning('Argument of general_sqrt has length greater than 1')
}
# Return the normal square root if x > 0
if (x > 0 || x == 0){
return(complex(real = sqrt(x), imaginary = 0))
}
# Else return the complex square root
else {
return(complex(real = 0, imaginary = sqrt(-x)))
}
}
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