Newtype Index Pattern
Similarly to the previous post, we will once again add types to the Rust code which works perfectly fine without them. This time, we’ll try to improve the pervasive pattern of using indexes to manage cyclic data structures.
The problem
Often one wants to work with a data structure which contains a cycle
of some form: object foo
references bar
,
which references baz
which references foo
again. The textbook example here
is a graph of vertices and edges. In practice, however, true graphs
are a rare encounter. Instead, you are more likely to see a tree
with parent pointers, which contains a lot of trivial cycles. And
sometimes cyclic graphs are implicit: an Employee
can
be the head of a Departement
, and Departement
has a Vec<Employee>
personal.
This is sort-of a graph in disguise: in usual graphs, all vertices
are of the same type, and here Employee
and Departement
are different types.
Working with such data structures is hard in any language. To arrive
at a situation when A
points to B
which
points back to A
, some form of mutability is required.
Indeed, either A
or B
must be created
first, and so it can not point to the other immediately after
construction. You can paper over this mutability with let
rec
, as in OCaml, or with laziness, as in Haskell, but it
is still there.
Rust tends to surface subtle problems in the form of compile-time errors, so implementing such graphs in Rust is challenging. The three usual approaches are:
- reference counting, explanation by nrc,
- arena and real cyclic references, explanation by simonsapin (this one is really neat!),
- arena and integer indices, explanation by nikomatsakis.
(apparently, rewriting a Haskell monad tutorial in Rust results in a graphs blog post).
I personally like the indexing approach the most. However it
presents an interesting readability challenge. With references, you
have a
foo
of type &Foo
, and it is
immediately clear what that foo
is, and what you can do
with it. With indexes, however, you have a foo: usize
,
and it is not obvious that you somehow can get a Foo
.
Even worse, if indexes are used for two types of objects, like Foo
and
Bar
, you may end up with thing: usize
.
While writing the code with
usize
actually works pretty well (I don’t think I’ve
ever used the wrong index type), reading it later is more
complicated, because
usize
is much less suggestive of what you could do.
Newtype trick
One way to ameliorate this problem is to introduce a newtype wrapper
around usize
:
struct Foo;
struct FooIdx(usize);
struct Arena {
foos: Vec<Foo>,
}
impl Arena {
fn foo(&self, foo: FooIdx) -> &Foo {
&self.foos[foo.0]
}
}
Here, “one should use FooIdx
to index into Vec<Foo>
” is still just a convention. A cool thing
about Rust is that we can turn this convention into a property
verified during type checking. By adding an appropriate impl, we
should be able to index into Vec<Foo>
with
FooIdx
directly:
fn direct_indexing(foos: Vec<Foo>, idx: FooIdx) {
let _foo: &Foo = &foos[idx];
}
The impl would look like this:
use std::ops;
impl ops::Index<FooIdx> for Vec<Foo> {
type Output = Foo;
fn index(&self, index: FooIdx) -> &Foo {
&self[index.0]
}
}
Coherence
It’s insightful to study why this impl is allowed. In Rust, types, traits and impls are separate. This creates a room for a problem: what if there are two impl blocks for a given (trait, type) pair? The obvious choice is to forbid to have two impls in the first place, and this is what Rust does.
Actually enforcing this restriction is tricky! The simplest rule of “error if a set of crates currently compiled contains duplicate impls” has severe drawbacks. First of all, this is a global check, which requires the knowledge of all compiled crates. This postpones the check until the later stages of compilation. It also plays awfully with dependencies, because two completely unrelated crates might fail the compilation if present simultaneously. What’s more, it doesn’t actually solve the problem, because the compiler does not necessary know the set of all crates beforehand. For example, you may load additional code at runtime via dynamic libraries, and silent bad things might happen if you program and dynamic library have duplicate impls.
To be able to combine crates freely, we want a much stronger
property: not only the set of crates currently compiled, but all
existing and even future crates must not violate the one impl
restriction. How on earth is it possible to check this? Should cargo publish
look for conflicting impls across all of the
crates.io?
Luckily, and this is stunningly beautiful, it is possible to loosen
this world-global property to a local one. In the simplest form, we
can place a restriction that impl Foo for Bar
can
appear either in the crate that defines Foo
, or in the
one that defines
Bar
. Crucially, whichever one defines the impl has to
use the other, which makes it possible to detect the conflict.
This is all really nifty, but we’ve just defined an Index
impl for
Vec
, and both Index
and Vec
are from the standard library! How is it possible? The trick is that
Index
has a type parameter: trait Index<Idx:
?Sized>
. It is a template for a trait of sorts, and we
get a “real” trait when we substitute type parameter with a type.
Because
FooIdx
is a local type, the resulting Index<FromIdx>
trait is also considered local. The
precise rules here are quite tricky, this RFC explains them pretty well.
More impls
Because Index<FooIdx>
and Index<BarIdx>
are different traits, one type can
implement both of them. This is convenient for containers which hold
distinct types:
struct Arena {
foos: Vec<Foo>,
bars: Vec<Bar>,
}
impl ops::Index<FooIdx> for Arena { ... }
impl ops::Index<BarIdx> for Arena { ... }
It’s also helpful to define arithmetic operations and conversions
for the newtyped indexes. I’ve put together a
typed_index_derive
crate to automate this boilerplate
via a proc macro, the end result looks like this:
extern crate typed_index_derive;
struct Spam(String);
// index into `&[Spam]`
struct SpamIdx(usize); // could be `u32` instead of `usize`
fn main() {
let spams = vec![Spam("foo".into()), Spam("bar".into()), Spam("baz".into())];
// Conversions between `usize` and `SpamIdx`
let idx: SpamIdx = 1.into();
assert_eq!(usize::from(idx), 1);
// Indexing `Vec<Spam>` with `SpamIdx`, `IndexMut` works as well
assert_eq!(&spams[idx].0, "bar");
// Indexing `Vec<usize>` is rightfully forbidden
// vec![1, 2, 3][idx]
// error: slice indices are of type `usize` or ranges of `usize`
// It is possible to add/subtract `usize` from an index
assert_eq!(&spams[idx - 1].0, "foo");
// The difference between two indices is `usize`
assert_eq!(idx - idx, 0usize);
}
Discussion on /r/rust.