Draft generic persistent segment tree

This commit is contained in:
Egor Suvorov
2022-11-24 02:31:48 +02:00
parent cc2b3c986c
commit 3a4b932d8a
3 changed files with 278 additions and 5 deletions
+1
View File
@@ -2,6 +2,7 @@ use std::ops::Range;
pub mod naive;
pub mod ops;
pub mod segment_tree;
/// Should be a monoid:
/// * Identity element: for all a: combine(new_for_empty_range(), a) = combine(a, new_for_empty_range()) = a
@@ -0,0 +1,255 @@
//! # Segment Tree
//! It is a competitive programming folklore data structure. Do not confuse with the interval tree.
use crate::{LazyRangeInitializer, PersistentVecStorage, RangeQueryResult, VecReadableVersion};
use std::ops::Range;
use std::rc::Rc;
pub trait MidpointableKey: Clone + Ord + Sized {
fn midpoint(range: &Range<Self>) -> Self;
}
pub trait RangeModification<Key>: Clone + crate::RangeModification<Key> {}
// TODO: use trait alias when stabilized
impl<T: Clone + crate::RangeModification<Key>, Key> RangeModification<Key> for T {}
#[derive(Debug)]
struct Node<Modification: RangeModification<Key>, Key> {
result: Modification::Result,
modify_children: Modification,
left: Option<Rc<Self>>,
right: Option<Rc<Self>>,
}
// Manual implementation because we don't need `Key: Clone` for this, unlike with `derive`.
impl<Modification: RangeModification<Key>, Key> Clone for Node<Modification, Key> {
fn clone(&self) -> Self {
Node {
result: self.result.clone(),
modify_children: self.modify_children.clone(),
left: self.left.clone(),
right: self.right.clone(),
}
}
}
impl<Modification: RangeModification<Key>, Key> Node<Modification, Key> {
fn new<Initializer: LazyRangeInitializer<Modification::Result, Key>>(
range: &Range<Key>,
initializer: &Initializer,
) -> Self {
Node {
result: initializer.get(range),
modify_children: Modification::no_op(),
left: None,
right: None,
}
}
pub fn apply(&mut self, modification: &Modification, range: &Range<Key>) {
modification.apply(&mut self.result, range);
Modification::compose(modification, &mut self.modify_children);
if self.modify_children.is_reinitialization() {
self.left = None;
self.right = None;
}
}
pub fn force_children<Initializer: LazyRangeInitializer<Modification::Result, Key>>(
&mut self,
initializer: &Initializer,
range_left: &Range<Key>,
range_right: &Range<Key>,
) {
let left = Rc::make_mut(
self.left
.get_or_insert_with(|| Rc::new(Node::new(&range_left, initializer))),
);
let right = Rc::make_mut(
self.right
.get_or_insert_with(|| Rc::new(Node::new(&range_right, initializer))),
);
left.apply(&self.modify_children, &range_left);
right.apply(&self.modify_children, &range_right);
self.modify_children = Modification::no_op();
}
pub fn recalculate_from_children(&mut self, range_left: &Range<Key>, range_right: &Range<Key>) {
assert!(self.modify_children.is_no_op());
assert!(self.left.is_some());
assert!(self.right.is_some());
self.result = Modification::Result::combine(
&self.left.as_ref().unwrap().result,
&range_left,
&self.right.as_ref().unwrap().result,
&range_right,
);
}
}
fn split_range<Key: MidpointableKey>(range: &Range<Key>) -> (Range<Key>, Range<Key>) {
let range_left = range.start.clone()..MidpointableKey::midpoint(range);
let range_right = range_left.end.clone()..range.end.clone();
(range_left, range_right)
}
pub struct PersistentSegmentTreeVersion<
Modification: RangeModification<Key>,
Initializer: LazyRangeInitializer<Modification::Result, Key>,
Key: Clone,
> {
root: Rc<Node<Modification, Key>>,
all_keys: Range<Key>,
initializer: Rc<Initializer>,
}
// Manual implementation because we don't need `Key: Clone` for this, unlike with `derive`.
impl<
Modification: RangeModification<Key>,
Initializer: LazyRangeInitializer<Modification::Result, Key>,
Key: Clone,
> Clone for PersistentSegmentTreeVersion<Modification, Initializer, Key>
{
fn clone(&self) -> Self {
Self {
root: self.root.clone(),
all_keys: self.all_keys.clone(),
initializer: self.initializer.clone(),
}
}
}
fn get<
Modification: RangeModification<Key>,
Initializer: LazyRangeInitializer<Modification::Result, Key>,
Key: MidpointableKey,
>(
node: &mut Rc<Node<Modification, Key>>,
node_keys: &Range<Key>,
initializer: &Initializer,
keys: &Range<Key>,
) -> Modification::Result {
if node_keys.end <= keys.start || keys.end <= node_keys.start {
return Modification::Result::new_for_empty_range();
}
if keys.start <= node_keys.start && node_keys.end <= keys.end {
return node.result.clone();
}
let node = Rc::make_mut(node);
let (left_keys, right_keys) = split_range(node_keys);
node.force_children(initializer, &left_keys, &right_keys);
let mut result = get(node.left.as_mut().unwrap(), &left_keys, initializer, keys);
Modification::Result::add(
&mut result,
&left_keys,
&get(node.right.as_mut().unwrap(), &right_keys, initializer, keys),
&right_keys,
);
result
}
fn modify<
Modification: RangeModification<Key>,
Initializer: LazyRangeInitializer<Modification::Result, Key>,
Key: MidpointableKey,
>(
node: &mut Rc<Node<Modification, Key>>,
node_keys: &Range<Key>,
initializer: &Initializer,
keys: &Range<Key>,
modification: &Modification,
) {
if modification.is_no_op() || node_keys.end <= keys.start || keys.end <= node_keys.start {
return;
}
let node = Rc::make_mut(node);
if keys.start <= node_keys.start && node_keys.end <= keys.end {
node.apply(modification, node_keys);
return;
}
let (left_keys, right_keys) = split_range(node_keys);
node.force_children(initializer, &left_keys, &right_keys);
modify(
node.left.as_mut().unwrap(),
&left_keys,
initializer,
keys,
&modification,
);
modify(
node.right.as_mut().unwrap(),
&right_keys,
initializer,
keys,
&modification,
);
node.recalculate_from_children(&left_keys, &right_keys);
}
impl<
Modification: RangeModification<Key>,
Initializer: LazyRangeInitializer<Modification::Result, Key>,
Key: MidpointableKey,
> VecReadableVersion<Modification, Key>
for PersistentSegmentTreeVersion<Modification, Initializer, Key>
{
fn get(&self, keys: Range<Key>) -> Modification::Result {
get(
&mut self.root.clone(), // TODO: do not always force a branch
&self.all_keys,
self.initializer.as_ref(),
&keys,
)
}
}
pub struct PersistentSegmentTree<
Modification: RangeModification<Key>,
Initializer: LazyRangeInitializer<Modification::Result, Key>,
Key: MidpointableKey,
>(PersistentSegmentTreeVersion<Modification, Initializer, Key>);
impl<
Modification: RangeModification<Key>,
Initializer: LazyRangeInitializer<Modification::Result, Key>,
Key: MidpointableKey,
> VecReadableVersion<Modification, Key>
for PersistentSegmentTree<Modification, Initializer, Key>
{
fn get(&self, keys: Range<Key>) -> Modification::Result {
self.0.get(keys)
}
}
impl<
Modification: RangeModification<Key>,
Initializer: LazyRangeInitializer<Modification::Result, Key>,
Key: MidpointableKey,
> PersistentVecStorage<Modification, Initializer, Key>
for PersistentSegmentTree<Modification, Initializer, Key>
{
fn new(all_keys: Range<Key>, initializer: Initializer) -> Self {
PersistentSegmentTree(PersistentSegmentTreeVersion {
root: Rc::new(Node::new(&all_keys, &initializer)),
all_keys: all_keys,
initializer: Rc::new(initializer),
})
}
type FrozenVersion = PersistentSegmentTreeVersion<Modification, Initializer, Key>;
fn modify(&mut self, keys: Range<Key>, modification: Modification) {
modify(
&mut self.0.root, // TODO: do not always force a branch
&self.0.all_keys,
self.0.initializer.as_ref(),
&keys,
&modification,
)
}
fn freeze(&mut self) -> Self::FrozenVersion {
self.0.clone()
}
}
+22 -5
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@@ -1,10 +1,11 @@
use persistent_range_query::naive::*;
use persistent_range_query::ops::rsq::*;
use persistent_range_query::ops::SameElementsInitializer;
use persistent_range_query::segment_tree::{MidpointableKey, PersistentSegmentTree};
use persistent_range_query::{PersistentVecStorage, VecReadableVersion};
use std::ops::Range;
#[derive(Copy, Clone, Debug)]
#[derive(Copy, Clone, Debug, Eq, PartialEq, Ord, PartialOrd)]
struct K(u8);
impl IndexableKey for K {
@@ -23,10 +24,16 @@ impl SumOfSameElements<K> for i32 {
}
}
#[test]
fn test_naive() {
let mut s: NaiveVecStorage<AddAssignModification<i32>, _, _> =
NaiveVecStorage::new(K(0)..K(12), SameElementsInitializer::new(0i32));
impl MidpointableKey for K {
fn midpoint(range: &Range<Self>) -> Self {
K(range.start.0 + (range.end.0 - range.start.0) / 2)
}
}
fn test_storage<
S: PersistentVecStorage<AddAssignModification<i32>, SameElementsInitializer<i32>, K>,
>() {
let mut s = S::new(K(0)..K(12), SameElementsInitializer::new(0i32));
assert_eq!(*s.get(K(0)..K(12)).sum(), 0);
s.modify(K(2)..K(5), AddAssignModification::Add(3));
@@ -42,3 +49,13 @@ fn test_naive() {
assert_eq!(*s.get(K(4)..K(6)).sum(), 12 + 12);
assert_eq!(*s_old.get(K(4)..K(6)).sum(), 3);
}
#[test]
fn test_naive() {
test_storage::<NaiveVecStorage<_, _, _>>();
}
#[test]
fn test_segment_tree() {
test_storage::<PersistentSegmentTree<_, _, _>>();
}