valence/src/bvh.rs

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//! The [bounding volume hierarchy][bvh] contained in the [`SpatialIndex`]
//!
//! [bvh]: https://en.wikipedia.org/wiki/Bounding_volume_hierarchy
//! [`SpatialIndex`]: crate::spatial_index::SpatialIndex
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use std::mem;
use approx::relative_eq;
use rayon::iter::{IntoParallelRefIterator, ParallelIterator};
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use vek::Aabb;
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#[derive(Clone)]
pub struct Bvh<T> {
internal_nodes: Vec<InternalNode>,
leaf_nodes: Vec<LeafNode<T>>,
root: NodeIdx,
}
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#[derive(Clone, Copy, PartialEq, Eq)]
pub enum TraverseStep<T> {
Miss,
Hit,
Return(T),
}
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#[derive(Clone)]
struct InternalNode {
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bb: Aabb<f64>,
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left: NodeIdx,
right: NodeIdx,
}
#[derive(Clone)]
struct LeafNode<T> {
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bb: Aabb<f64>,
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id: T,
}
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// TODO: we could use usize here to store more elements.
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type NodeIdx = u32;
impl<T: Send + Sync> Bvh<T> {
pub fn new() -> Self {
Self {
internal_nodes: Vec::new(),
leaf_nodes: Vec::new(),
root: NodeIdx::MAX,
}
}
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pub fn build(&mut self, leaves: impl IntoIterator<Item = (T, Aabb<f64>)>) {
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self.leaf_nodes.clear();
self.internal_nodes.clear();
self.leaf_nodes
.extend(leaves.into_iter().map(|(id, bb)| LeafNode { bb, id }));
let leaf_count = self.leaf_nodes.len();
if leaf_count == 0 {
return;
}
self.internal_nodes.reserve_exact(leaf_count - 1);
self.internal_nodes.resize(
leaf_count - 1,
InternalNode {
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bb: Aabb::default(),
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left: NodeIdx::MAX,
right: NodeIdx::MAX,
},
);
if NodeIdx::try_from(leaf_count)
.ok()
.and_then(|count| count.checked_add(count - 1))
.is_none()
{
panic!("too many elements in BVH");
}
let id = self.leaf_nodes[0].bb;
let scene_bounds = self
.leaf_nodes
.par_iter()
.map(|l| l.bb)
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.reduce(|| id, Aabb::union);
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self.root = build_rec(
0,
scene_bounds,
&mut self.internal_nodes,
&mut self.leaf_nodes,
leaf_count as NodeIdx,
)
.0;
debug_assert_eq!(self.internal_nodes.len(), self.leaf_nodes.len() - 1);
}
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pub fn traverse<F, U>(&self, mut f: F) -> Option<U>
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where
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F: FnMut(Option<&T>, Aabb<f64>) -> TraverseStep<U>,
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{
if !self.leaf_nodes.is_empty() {
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self.traverse_rec(self.root, &mut f)
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} else {
None
}
}
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fn traverse_rec<F, U>(&self, idx: NodeIdx, f: &mut F) -> Option<U>
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where
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F: FnMut(Option<&T>, Aabb<f64>) -> TraverseStep<U>,
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{
if idx < self.internal_nodes.len() as NodeIdx {
let internal = &self.internal_nodes[idx as usize];
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match f(None, internal.bb) {
TraverseStep::Miss => None,
TraverseStep::Hit => self
.traverse_rec(internal.left, f)
.or_else(|| self.traverse_rec(internal.right, f)),
TraverseStep::Return(u) => Some(u),
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}
} else {
let leaf = &self.leaf_nodes[(idx - self.internal_nodes.len() as NodeIdx) as usize];
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match f(Some(&leaf.id), leaf.bb) {
TraverseStep::Miss | TraverseStep::Hit => None,
TraverseStep::Return(u) => Some(u),
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}
}
}
}
fn build_rec<T: Send>(
idx: NodeIdx,
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bounds: Aabb<f64>,
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internal_nodes: &mut [InternalNode],
leaf_nodes: &mut [LeafNode<T>],
total_leaf_count: NodeIdx,
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) -> (NodeIdx, Aabb<f64>) {
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debug_assert_eq!(leaf_nodes.len() - 1, internal_nodes.len());
if leaf_nodes.len() == 1 {
// Leaf node
return (total_leaf_count - 1 + idx, leaf_nodes[0].bb);
}
debug_assert!(bounds.is_valid());
let dims = bounds.max - bounds.min;
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let (mut split, bounds_left, bounds_right) = if dims.x >= dims.y && dims.x >= dims.z {
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let mid = middle(bounds.min.x, bounds.max.x);
let [bounds_left, bounds_right] = bounds.split_at_x(mid);
let p = partition(leaf_nodes, |l| middle(l.bb.min.x, l.bb.max.x) <= mid);
(p, bounds_left, bounds_right)
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} else if dims.y >= dims.x && dims.y >= dims.z {
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let mid = middle(bounds.min.y, bounds.max.y);
let [bounds_left, bounds_right] = bounds.split_at_y(mid);
let p = partition(leaf_nodes, |l| middle(l.bb.min.y, l.bb.max.y) <= mid);
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(p, bounds_left, bounds_right)
} else {
let mid = middle(bounds.min.z, bounds.max.z);
let [bounds_left, bounds_right] = bounds.split_at_z(mid);
let p = partition(leaf_nodes, |l| middle(l.bb.min.z, l.bb.max.z) <= mid);
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(p, bounds_left, bounds_right)
};
// Check if one of the halves is empty. (We can't have empty nodes)
// Also take care to handle the edge case of overlapping points.
if split == 0 {
if relative_eq!(bounds_right.min, bounds_right.max) {
split += 1;
} else {
return build_rec(
idx,
bounds_right,
internal_nodes,
leaf_nodes,
total_leaf_count,
);
}
} else if split == leaf_nodes.len() {
if relative_eq!(bounds_left.min, bounds_left.max) {
split -= 1;
} else {
return build_rec(
idx,
bounds_left,
internal_nodes,
leaf_nodes,
total_leaf_count,
);
}
}
let (leaves_left, leaves_right) = leaf_nodes.split_at_mut(split);
let (internal_left, internal_right) = internal_nodes.split_at_mut(split);
let (internal, internal_left) = internal_left.split_last_mut().unwrap();
let ((left, bounds_left), (right, bounds_right)) = rayon::join(
|| {
build_rec(
idx,
bounds_left,
internal_left,
leaves_left,
total_leaf_count,
)
},
|| {
build_rec(
idx + split as NodeIdx,
bounds_right,
internal_right,
leaves_right,
total_leaf_count,
)
},
);
internal.bb = bounds_left.union(bounds_right);
internal.left = left;
internal.right = right;
(idx + split as NodeIdx - 1, internal.bb)
}
fn partition<T>(s: &mut [T], mut pred: impl FnMut(&T) -> bool) -> usize {
let mut it = s.iter_mut();
let mut true_count = 0;
while let Some(head) = it.find(|x| {
if pred(x) {
true_count += 1;
false
} else {
true
}
}) {
if let Some(tail) = it.rfind(|x| pred(x)) {
mem::swap(head, tail);
true_count += 1;
} else {
break;
}
}
true_count
}
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fn middle(a: f64, b: f64) -> f64 {
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(a + b) / 2.0
}
impl<T: Send + Sync> Default for Bvh<T> {
fn default() -> Self {
Self::new()
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn empty() {
let mut bvh = Bvh::new();
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bvh.traverse(|_, _| TraverseStep::Return(()));
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bvh.build([]);
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bvh.build([(5, Aabb::default())]);
bvh.traverse(|_, _| TraverseStep::Return(()));
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}
#[test]
fn overlapping() {
let mut bvh = Bvh::new();
bvh.build([
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((), Aabb::default()),
((), Aabb::default()),
((), Aabb::default()),
((), Aabb::default()),
((), Aabb::new_empty(5.0.into())),
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]);
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bvh.traverse(|_, _| TraverseStep::Return(()));
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}
}