Make search() return more information
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@ -155,10 +155,12 @@ where
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&'a self,
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point: &P,
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search: &'a mut Search,
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) -> impl Iterator<Item = (f32, &'a V)> + ExactSizeIterator + 'a {
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self.hnsw.search(point, search).map(move |candidate| {
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let value = &self.values[candidate.pid.0 as usize];
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(candidate.distance.into(), value)
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) -> impl Iterator<Item = (f32, &'a P, &'a V)> + ExactSizeIterator + 'a {
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self.hnsw
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.search(point, search)
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.map(move |(distance, pid, point)| {
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let value = &self.values[pid.0 as usize];
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(distance, point, value)
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})
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}
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}
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@ -336,14 +338,15 @@ where
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/// The results are returned in the `out` parameter; the number of neighbors to search for
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/// is limited by the size of the `out` parameter, and the number of results found is returned
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/// in the return value.
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pub fn search<'a>(
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&self,
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pub fn search<'a, 'b: 'a>(
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&'b self,
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point: &P,
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search: &'a mut Search,
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) -> impl Iterator<Item = Candidate> + ExactSizeIterator + 'a {
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) -> impl Iterator<Item = Item<'b, P>> + ExactSizeIterator + 'a {
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search.reset();
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let map = move |candidate| Item::new(candidate, self);
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if self.points.is_empty() {
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return search.iter();
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return search.iter().map(map);
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}
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search.visited.reserve_capacity(self.points.len());
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@ -365,7 +368,7 @@ where
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}
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}
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search.iter()
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search.iter().map(map)
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}
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/// Iterate over the keys and values in this index
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@ -377,6 +380,22 @@ where
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}
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}
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pub struct Item<'a, P> {
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pub distance: f32,
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pub pid: PointId,
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pub point: &'a P,
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}
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impl<'a, P> Item<'a, P> {
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fn new(candidate: Candidate, hnsw: &'a Hnsw<P>) -> Self {
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Self {
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distance: candidate.distance.into_inner(),
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pid: candidate.pid,
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point: &hnsw[candidate.pid],
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}
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}
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}
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struct Construction<'a, P: Point> {
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zero: &'a [RwLock<ZeroNode>],
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pool: SearchPool,
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@ -70,7 +70,7 @@ fn randomized(builder: Builder) -> (u64, usize) {
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.collect::<HashSet<_>>();
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let found = results
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.take(100)
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.map(|candidate| candidate.pid)
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.map(|item| item.pid)
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.collect::<HashSet<_>>();
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(seed, forced.intersection(&found).count())
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}
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