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September 7, 2012 23:08
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Example of R's S4 classes
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## S4 classes for talented people | |
## | |
## Code to go along with a blog post about | |
## object oriented programming in R: | |
## | |
## http://digitheadslabnotebook.blogspot.com/2012/09/oo-in-r.html | |
## | |
################################################################ | |
# define an S4 class for people | |
setClass( | |
"Person", | |
representation(name = "character", age = "numeric"), | |
prototype(name = NA_character_, age = NA_real_) | |
) | |
# define subclasses for different types of people | |
setClass("Programmer", representation(language = "character"), contains="Person") | |
setClass("Musician", representation(instrument = "character"), contains="Person") | |
# create a generic method called 'talent' that dispatches | |
# on the type of object it's applied to | |
setGeneric( | |
"talent", | |
function(object) { | |
standardGeneric("talent") | |
} | |
) | |
setMethod( | |
"talent", | |
signature("Programmer"), | |
function(object) { | |
paste("Codes in", paste(object@language, collapse=", ")) | |
} | |
) | |
setMethod( | |
"talent", | |
signature("Musician"), | |
function(object) { | |
paste("Plays the", paste(object@instrument, collapse=", ")) | |
} | |
) | |
# create some talented people | |
donald <- new("Programmer", | |
name="Donald Knuth", | |
age=74, | |
language=c("MMIX")) | |
coltrane <- new("Musician", | |
name="John Coltrane", | |
age=40, | |
instrument=c("Tenor Sax", "Alto Sax")) | |
miles <- new("Musician", | |
name="Miles Dewey Davis", | |
instrument=c("Trumpet")) | |
monk <- new("Musician", | |
name="Theloneous Sphere Monk", | |
instrument=c("Piano")) | |
talent(coltrane) | |
# [1] "Plays the Tenor Sax, Alto Sax" | |
talent(donald) | |
# [1] "Codes in MMIX" | |
talent(monk) | |
# [1] "Plays the Piano" | |
# There's nothing wrong with plain old functions. | |
getNameAndTitle <- function(person) { | |
sprintf("%s, %s", person@name, class(person)) | |
} | |
getNameAndTitle(miles) | |
# [1] "Miles Dewey Davis, Musician" | |
# Let's write a method that changes the state of an object. | |
# An employee is a person who has a salary and gets a raise | |
# now and then. | |
setClass("Employee", | |
representation(boss = "Person", salary="numeric"), | |
contains = "Person") | |
setGeneric( | |
"raise", | |
function(object, percent=0) { | |
standardGeneric("raise") | |
}) | |
setMethod( | |
"raise", | |
signature("Employee"), | |
function(object, percent=0) { | |
object@salary <- object@salary * (1+(percent/100)) | |
object | |
}) | |
smithers <- new("Employee", | |
name="Waylon Smithers", | |
boss=new("Person",name="Mr. Burns"), | |
salary=100) | |
# Mr. Burns gives Smithers a raise | |
raise(smithers, percent=15) | |
# doesn't work?!?! | |
smithers@salary | |
# [1] 100 | |
# The raise method returns the new object with the new | |
# value for salary. Don't forget to capture it. | |
smithers <- raise(smithers, percent=15) | |
smithers@salary | |
# [1] 115000 | |
# multiple inheritance: The humble code monkey is a programmer | |
# and also an employee | |
setClass("Code Monkey", contains=c("Programmer","Employee")) | |
setMethod( | |
"talent", | |
signature("Code Monkey"), | |
function(object) { | |
paste("Codes in", paste(object@language, collapse=", "), "for", object@boss@name) | |
} | |
) | |
# This is a code monkey | |
chris <- new("Code Monkey", | |
name="Chris", | |
age=29, | |
boss=new("Person", name="The Man"), | |
language=c("Java", "R", "Python", "Clojure"), | |
salary=80000) | |
talent(chris) | |
# Bad code code monkey. Take a pay cut! | |
chris <-raise(chris,percent=-10) | |
# Some folks consider it poor form to access slots this way, | |
# preferring to write getter and setter methods instead. | |
chris@salary | |
# Multiple dispatch. I'm curious as to what else you can do | |
# with method dispatch | |
setGeneric( | |
"together", | |
function(person1, person2) { | |
standardGeneric("together") | |
}) | |
setMethod( | |
"together", | |
signature("Musician", "Musician"), | |
function(person1, person2) { | |
sprintf("%s and %s jam together!", person1@name, person2@name) | |
}) | |
setMethod( | |
"together", | |
signature("Musician", "Programmer"), | |
function(person1, person2) { | |
sprintf("%s and %s make electronic music!", person1@name, person2@name) | |
}) | |
setMethod( | |
"together", | |
signature("Programmer", "Programmer"), | |
function(person1, person2) { | |
sprintf("%s and %s hack some code!", person1@name, person2@name) | |
}) | |
together(miles, coltrane) | |
# [1] "Miles Dewey Davis and John Coltrane jam together!" | |
together(monk, chris) | |
# [1] "Theloneous Sphere Monk and Chris make electronic music!" | |
together(donald, chris) | |
# [1] "Donald Knuth and Chris hack some code!" | |
# For more on formal classes see: | |
# S4 Classes in 15 pages, more or less | |
# How S4 Methods Work by John Chambers | |
# Hadley Wickham's The S4 object system at https://github.com/hadley/devtools/wiki/S4 |
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