discrete_range_map
This crate provides DiscreteRangeMap
and DiscreteRangeSet
,
Data Structures for storing non-overlapping discrete intervals based
off BTreeMap
.
no_std
is supported and should work with the default features.
Copy
is partially required
Due to implementation complications with non-Copy
types the
datastructures currently require both the range type and the points the
ranges are over to be Copy
. However, the value type used when using
the DiscreteRangeMap
does not have to be Copy
. In fact the only
required traits on the value type are sometimes Clone
or Eq
but only
for some methods so if in doubt check a methods trait bounds.
Example using an Inclusive-Exclusive range
use discrete_range_map::inclusive_interval::ie;
use discrete_range_map::DiscreteRangeMap;
let mut map = DiscreteRangeMap::new();
map.insert_strict(ie(0, 5), true);
map.insert_strict(ie(5, 10), false);
assert_eq!(map.overlaps(ie(-2, 12)), true);
assert_eq!(map.contains_point(20), false);
assert_eq!(map.contains_point(5), true);
Example using a custom range type
use std::ops::{Bound, RangeBounds};
use discrete_range_map::inclusive_interval::ie;
use discrete_range_map::{
DiscreteFinite, DiscreteRangeMap, InclusiveInterval,
InclusiveRange,
};
#[derive(Debug, Copy, Clone)]
enum Reservation {
// Start, End (Inclusive-Inclusive)
Finite(i8, i8),
// Start (Inclusive-Infinity)
Infinite(i8),
}
// First, we need to implement InclusiveRange
impl InclusiveRange<i8> for Reservation {
fn start(&self) -> i8 {
match self {
Reservation::Finite(start, _) => *start,
Reservation::Infinite(start) => *start,
}
}
fn end(&self) -> i8 {
match self {
Reservation::Finite(_, end) => *end,
Reservation::Infinite(_) => i8::MAX,
}
}
}
// Second, we need to implement From<InclusiveInterval<i8>>
impl From<InclusiveInterval<i8>> for Reservation {
fn from(value: InclusiveInterval<i8>) -> Self {
if value.end == i8::MAX {
Reservation::Infinite(value.start)
} else {
Reservation::Finite(
value.start,
value.end.up().unwrap(),
)
}
}
}
// Next we can create a custom typed DiscreteRangeMap
let reservation_map = DiscreteRangeMap::from_slice_strict([
(Reservation::Finite(10, 20), "Ferris".to_string()),
(Reservation::Infinite(21), "Corro".to_string()),
])
.unwrap();
for (reservation, name) in reservation_map.overlapping(ie(16, 17))
{
println!(
"{name} has reserved {reservation:?} inside the range 16..17"
);
}
for (reservation, name) in reservation_map.iter() {
println!("{name} has reserved {reservation:?}");
}
assert_eq!(
reservation_map.overlaps(Reservation::Infinite(0)),
true
);
Key Understandings and Philosophies
Discrete-ness
This crate is designed to work with Discrete
types as compared to
Continuous
types. For example, u8
is a Discrete
type, but
String
is a Continuous
if you try to parse it as a decimal value.
The reason for this is that common interval-Mathematics
operations
differ depending on whether the underlying type is Discrete
or
Continuous
. For example 5..=6
touches 7..=8
since integers are
Discrete
but 5.0..=6.0
does not touch 7.0..=8.0
since the
value 6.5
exists.
Importantly, this also makes Inclusive/Exclusive ended ranges really
easy to work with as they can be losslessly converted between one
another. For example, 3..6
is equivalent to 3..=5
.
Finite-ness
At the moment this crate is also designed to work only with Finite
types such as u8
or i128
, but not with Infinite
types such as
BigInt
from the num_bigint
crate. This is because the
get_entry_at_point()
method would not be able to return anything
from an empty map if the type was an infinite type such as BigInt
since it has no maximum value.
A handy trick you can use to pretend to have infinite types when you
don't expect to reach to top end of your type is to use Actual Infinity
to pretend you have an Infinity
. For example, if you were
using u8
as your point type then you could create a wrapper type such
as this:
use std::cmp::Ordering;
use discrete_range_map::DiscreteFinite;
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
enum WithInfinity<T> {
Finite(T),
Infinity,
}
impl<T> Ord for WithInfinity<T>
where
T: Ord,
{
fn cmp(&self, other: &Self) -> Ordering {
match (self, other) {
(
WithInfinity::Finite(x),
WithInfinity::Finite(y),
) => x.cmp(y),
(WithInfinity::Finite(_), WithInfinity::Infinity) => {
Ordering::Less
}
(WithInfinity::Infinity, WithInfinity::Finite(_)) => {
Ordering::Greater
}
(WithInfinity::Infinity, WithInfinity::Infinity) => {
Ordering::Equal
}
}
}
}
impl<T> PartialOrd for WithInfinity<T>
where
T: Ord,
{
fn partial_cmp(&self, other: &Self) -> Option<Ordering> {
Some(self.cmp(other))
}
}
impl<T> DiscreteFinite for WithInfinity<T>
where
T: DiscreteFinite,
{
const MIN: Self = WithInfinity::Finite(T::MIN);
const MAX: Self = WithInfinity::Infinity;
fn up(self) -> Option<Self>
where
Self: Sized,
{
match self {
WithInfinity::Finite(x) => match x.up() {
Some(y) => Some(WithInfinity::Finite(y)),
None => Some(WithInfinity::Infinity),
},
WithInfinity::Infinity => None,
}
}
fn down(self) -> Option<Self>
where
Self: Sized,
{
match self {
WithInfinity::Finite(x) => {
Some(WithInfinity::Finite(x.down()?))
}
WithInfinity::Infinity => {
Some(WithInfinity::Finite(T::MAX))
}
}
}
}
// And then you this means you can be explicit with when
// Infinity is encountered such as when it might be
// returned by `get_entry_at_point()`, for example:
use discrete_range_map::{DiscreteRangeMap, InclusiveInterval};
let map: DiscreteRangeMap<
WithInfinity<u8>,
InclusiveInterval<WithInfinity<u8>>,
bool,
> = DiscreteRangeMap::new();
let mut gap = map.get_entry_at_point(WithInfinity::Finite(4));
assert_eq!(
gap,
Err(InclusiveInterval {
start: WithInfinity::Finite(0),
end: WithInfinity::Infinity,
})
);
Invalid Ranges
Within this crate, not all ranges are considered valid ranges. The definition of the validity of a range used within this crate is that a range is only valid if it contains at least one value of the underlying domain.
For example, 4..6
is considered valid as it contains the values 4
and 5
, however, 4..4
is considered invalid as it contains no
values. Another example of invalid range are those whose start values
are greater than their end values. such as 5..2
or 100..=40
.
Here are a few examples of ranges and whether they are valid:
range | valid |
---|---|
0..=0 | YES |
0..0 | NO |
0..1 | YES |
9..8 | NO |
(Bound::Excluded(3), Bound::Excluded(4)) | NO |
400..=400 | YES |
Overlap
Two ranges are "overlapping" if there exists a point that is contained
within both ranges. For example, 2..4
and 2..6
overlap but 2..4
and 4..8
do not.
Touching
Two ranges are "touching" if they do not overlap and there exists no
value between them. For example, 2..4
and 4..6
are touching but
2..4
and 6..8
are not, neither are 2..6
and 4..8
.
Further Reading
See Wikipedia's article on mathematical Intervals: https://en.wikipedia.org/wiki/Interval_(mathematics)
Features
This crate currently has no features
Credit
Lots of my inspiration came from the rangemap
crate.
The BTreeMap implementation (btree_monstrousity
) used under the
hood was inspired and forked from the copse
crate.
Name Change
This crate was previously named range_bounds_map
it was renamed
around about 2023-04-24 due to it no longer being an accurate name.
Similar Crates
Here are some relevant crates I found whilst searching around the topic area, beware my biases when reading:
- https://docs.rs/rangemap
Very similar to this crate but can only use
Range
s andRangeInclusive
s as keys in it'smap
andset
structs (separately). - https://docs.rs/btree-range-map
- https://docs.rs/ranges
Cool library for fully-generic ranges (unlike std::ops ranges), along
with a
Ranges
datastructure for storing them (Vec-based unfortunately) - https://docs.rs/intervaltree Allows overlapping intervals but is immutable unfortunately
- https://docs.rs/nonoverlapping_interval_tree
Very similar to rangemap except without a
gaps()
function and only forRange
s and notRangeInclusive
s. And also no fancy merging functions. - https://docs.rs/unbounded-interval-tree
A data structure based off of a 2007 published paper! It supports
any range as keys, unfortunately, it is implemented with a
non-balancing
Box<Node>
based tree, however it also supports overlapping ranges which my library does not. - https://docs.rs/rangetree I'm not entirely sure what this library is or isn't, but it looks like a custom red-black tree/BTree implementation used specifically for a Range Tree. Interesting but also quite old (5 years) and uses unsafe.
- https://docs.rs/rust-lapper Another sort-of immutable (can insert but its very expensive) interval datastructure optimised for lots of intervals of the same size such as their staple usecase of genomic datasets.
- https://docs.rs/store-interval-tree
An interval tree very similar to this crate and
rangemap
with many of the same methods (and lots of doc examples!) except using a custom in-house self-balancing tree implementation. It is not exactly clear from my reading of the docs whether they support overlapping intervals or not. On the one hand their examples show overlapping intervals but then theirinsert()
method says "if interval already exists, interval will be ignored", so perhaps it allows overlapping but not duplicate intervals? A bit of an odd choice in my opinion. - https://docs.rs/bio and https://docs.rs/rudac
Both essentially identical to
store-interval-tree
as it looks likestore-interval-tree
is a fork ofrudac
's interval tree.bio
in particular seems targeted at bioinfographics.