auto_partial: Automatic partial function application in ggdist

In ggdist: Visualizations of Distributions and Uncertainty

Automatic partial function application in ggdist

Description

Several ggdist functions support automatic partial application: when called, if all of their required arguments have not been provided, the function returns a modified version of itself that uses the arguments passed to it so far as defaults. Technically speaking, these functions are essentially "Curried" with respect to their required arguments, but I think "automatic partial application" gets the idea across more clearly.

Functions supporting automatic partial application include:

• The point_interval() family, such as median_qi(), mean_qi(), mode_hdi(), etc.

• The smooth_ family, such as smooth_bounded(), smooth_unbounded(), smooth_discrete(), and smooth_bar().

• The density_ family, such as density_bounded(), density_unbounded() and density_histogram().

• The align family.

• The breaks family.

• The bandwidth family.

• The blur family.

Partial application makes it easier to supply custom parameters to these functions when using them inside other functions, such as geoms and stats. For example, smoothers for geom_dots() can be supplied in one of three ways:

• as a suffix: geom_dots(smooth = "bounded")

• as a function: geom_dots(smooth = smooth_bounded)

• as a partially-applied function with options: geom_dots(smooth = smooth_bounded(kernel = "cosine"))

Many other common arguments for ggdist functions work similarly; e.g. density, align, breaks, bandwidth, and point_interval arguments.

These function families (except point_interval()) also support passing waivers to their optional arguments: if waiver() is passed to any of these arguments, their default value (or the most recently-partially-applied non-waiver value) is used instead.

Use the auto_partial() function to create new functions that support automatic partial application.

Usage

auto_partial(f, name = NULL, waivable = TRUE)

Arguments

f	A function
name	A character string giving the name of the function, to be used when printing.
waivable	logical: if TRUE, optional arguments that get passed a waiver() will keep their default value (or whatever non-waiver value has been most recently partially applied for that argument).

Value

A modified version of f that will automatically be partially applied if all of its required arguments are not given.

Examples

set.seed(1234)
x = rnorm(100)

# the first required argument, `x`, of the density_ family is the vector
# to calculate a kernel density estimate from. If it is not provided, the
# function is partially applied and returned as-is
density_unbounded()

# we could create a new function that uses half the default bandwidth
density_half_bw = density_unbounded(adjust = 0.5)
density_half_bw

# we can overwrite partially-applied arguments
density_quarter_bw_trimmed = density_half_bw(adjust = 0.25, trim = TRUE)
density_quarter_bw_trimmed

# when we eventually call the function and provide the required argument
# `x`, it is applied using the arguments we have "saved up" so far
density_quarter_bw_trimmed(x)

# create a custom automatically partially applied function
f = auto_partial(function(x, y, z = 3) (x + y) * z)
f()
f(1)
g = f(y = 2)(z = 4)
g
g(1)

# pass waiver() to optional arguments to use existing values
f(z = waiver())(1, 2)  # uses default z = 3
f(z = 4)(z = waiver())(1, 2)  # uses z = 4

ggdist documentation built on July 4, 2024, 9:08 a.m.