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How do we do classes in Julia?

Tags:

julia

I have a problem with writing classes in Julia. I have looked at the documentation and I haven't seen any docs on classes.

In Python, classes are, for example,

class Dog:
   # ----blah blah---

How is this possible in Julia?

like image 284
kkirui Avatar asked May 22 '19 13:05

kkirui


1 Answers

Julia does not have classes. Instead we define new types and then define methods on those types. Methods are not "owned" by the types they operate on. Instead, a method can be said to belong to a generic function of the same name as the method. For instance, there are many versions ("methods") of the length function; together they form the generic function length.

Here's an extended example of the Julian approach to programming with types and methods. New types are declared using the struct keyword:

struct Person
    name::String
    age::Int64
end

Now we can define methods on the Person type:

name(p::Person) = p.name
age(p::Person) = p.age

bio(p::Person) = println("My name is ", name(p)," and I am ", age(p), " years old.")

Methods can be defined for different combinations of argument types. To illustrate this, let's first define some new types:

abstract type Pet end

struct Cat <: Pet
    name::String
    color::String
end

name(c::Cat) = c.name
color(c::Cat) = c.color
species(::Cat) = "cat"

struct Dog <: Pet
    name::String
    color::String
end

name(d::Dog) = d.name
color(d::Dog) = d.color
species(::Dog) = "dog"

bio(p::Pet) = println("I have a ", color(p), " ", species(p), " named ", name(p), ".")

struct Plant
    type::String
end

type(p::Plant) = p.type
bio(p::Plant) = println("I have a ", type(p), " house plant.")

At this point we can see that we've defined three different one-argument methods for bio:

julia> methods(bio)
  3 methods for generic function "bio":
[1] bio(p::Plant) in Main at REPL[17]:1
[2] bio(p::Person) in Main at REPL[4]:1
[3] bio(p::Pet) in Main at REPL[14]:1

Note the comment in the output of methods(bio): "3 methods for generic function 'bio'". We see that bio is a generic function that currently has 3 methods defined for different function signatures. Now let's add a two-argument method for bio:

function bio(person::Person, possession)
    bio(person)
    bio(possession)
end

Notice that this function is generic in the possession argument, since the internal call to bio(possession) will work whether the possession is a plant, cat, or dog! So we now have four total methods for bio:

julia> methods(bio)
  4 methods for generic function "bio":
[1] bio(p::Plant) in Main at REPL[17]:1
[2] bio(p::Person) in Main at REPL[4]:1
[3] bio(p::Pet) in Main at REPL[14]:1
[4] bio(person::Person, possession) in Main at REPL[18]:1

Now let's create a few instances of our types:

alice = Person("Alice", 37)
cat = Cat("Socks", "black")
dog = Dog("Roger", "brown")
plant = Plant("Boston Fern")

So finally we can test our bio methods:

julia> bio(alice, cat)
My name is Alice and I am 37 years old.
I have a black cat named Socks.

julia> bio(alice, dog)
My name is Alice and I am 37 years old.
I have a brown dog named Roger.

julia> bio(alice, plant)
My name is Alice and I am 37 years old.
I have a Boston Fern house plant.

Side note: Modules are used primarily for namespace management. A single module can contain the definitions for multiple types and multiple methods.

like image 89
Cameron Bieganek Avatar answered Oct 06 '22 17:10

Cameron Bieganek