Improve the facet search algorithm performances

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Kerollmops 2020-11-17 14:50:32 +01:00 committed by Clément Renault
parent 67d4a1b3fc
commit 7d67c9e2e7
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@ -1,6 +1,7 @@
use std::borrow::Cow; use std::borrow::Cow;
use std::collections::{HashMap, HashSet}; use std::collections::{HashMap, HashSet};
use std::fmt; use std::fmt;
use std::ops::Bound::{self, Unbounded, Included, Excluded};
use anyhow::{bail, ensure, Context}; use anyhow::{bail, ensure, Context};
use fst::{IntoStreamer, Streamer}; use fst::{IntoStreamer, Streamer};
@ -12,7 +13,7 @@ use once_cell::sync::Lazy;
use roaring::bitmap::RoaringBitmap; use roaring::bitmap::RoaringBitmap;
use crate::facet::FacetType; use crate::facet::FacetType;
use crate::heed_codec::{facet::FacetLevelValueI64Codec, CboRoaringBitmapCodec}; use crate::heed_codec::facet::FacetLevelValueI64Codec;
use crate::mdfs::Mdfs; use crate::mdfs::Mdfs;
use crate::query_tokens::{QueryTokens, QueryToken}; use crate::query_tokens::{QueryTokens, QueryToken};
use crate::{Index, DocumentId}; use crate::{Index, DocumentId};
@ -226,6 +227,95 @@ impl<'a> Search<'a> {
candidates candidates
} }
/// Aggregates the documents ids that are part of the specified range automatically
/// going deeper through the levels.
fn explore_facet_levels(
&self,
field_id: u8,
level: u8,
left: Bound<i64>,
right: Bound<i64>,
output: &mut RoaringBitmap,
) -> anyhow::Result<()>
{
match (left, right) {
// If the request is an exact value we must go directly to the deepest level.
(Included(l), Included(r)) if l == r && level > 0 => {
return self.explore_facet_levels(field_id, 0, left, right, output);
},
// lower TO upper when lower > upper must return no result
(Included(l), Included(r)) if l > r => return Ok(()),
(Included(l), Excluded(r)) if l >= r => return Ok(()),
(Excluded(l), Excluded(r)) if l >= r => return Ok(()),
(Excluded(l), Included(r)) if l >= r => return Ok(()),
(_, _) => (),
}
let mut left_found = None;
let mut right_found = None;
// We must create a custom iterator to be able to iterate over the
// requested range as the range iterator cannot express some conditions.
let left_bound = match left {
Included(left) => Included((field_id, level, left, i64::MIN)),
Excluded(left) => Excluded((field_id, level, left, i64::MIN)),
Unbounded => Unbounded,
};
let right_bound = Included((field_id, level, i64::MAX, i64::MAX));
let db = self.index.facet_field_id_value_docids.remap_key_type::<FacetLevelValueI64Codec>();
let iter = db
.range(self.rtxn, &(left_bound, right_bound))?
.take_while(|r| r.as_ref().map_or(true, |((.., r), _)| {
match right {
Included(right) => *r <= right,
Excluded(right) => *r < right,
Unbounded => true,
}
}));
debug!("Iterating between {:?} and {:?} (level {})", left, right, level);
for (i, result) in iter.enumerate() {
let ((_fid, _level, l, r), docids) = result?;
debug!("{} to {} (level {}) found {} documents", l, r, _level, docids.len());
output.union_with(&docids);
// We save the leftest and rightest bounds we actually found at this level.
if i == 0 { left_found = Some(l); }
right_found = Some(r);
}
// Can we go deeper?
let deeper_level = match level.checked_sub(1) {
Some(level) => level,
None => return Ok(()),
};
// We must refine the left and right bounds of this range by retrieving the
// missing part in a deeper level.
match left_found.zip(right_found) {
Some((left_found, right_found)) => {
// If the bound is satisfied we avoid calling this function again.
if !matches!(left, Included(l) if l == left_found) {
let sub_right = Excluded(left_found);
debug!("calling left with {:?} to {:?} (level {})", left, sub_right, deeper_level);
self.explore_facet_levels(field_id, deeper_level, left, sub_right, output)?;
}
if !matches!(right, Included(r) if r == right_found) {
let sub_left = Excluded(right_found);
debug!("calling right with {:?} to {:?} (level {})", sub_left, right, deeper_level);
self.explore_facet_levels(field_id, deeper_level, sub_left, right, output)?;
}
},
None => {
// If we found nothing at this level it means that we must find
// the same bounds but at a deeper, more precise level.
self.explore_facet_levels(field_id, deeper_level, left, right, output)?;
},
}
Ok(())
}
pub fn execute(&self) -> anyhow::Result<SearchResult> { pub fn execute(&self) -> anyhow::Result<SearchResult> {
let limit = self.limit; let limit = self.limit;
let fst = self.index.words_fst(self.rtxn)?; let fst = self.index.words_fst(self.rtxn)?;
@ -239,64 +329,11 @@ impl<'a> Search<'a> {
// We create the original candidates with the facet conditions results. // We create the original candidates with the facet conditions results.
let facet_candidates = match self.facet_condition { let facet_candidates = match self.facet_condition {
Some(FacetCondition::Operator(fid, operator)) => { Some(FacetCondition::Operator(fid, operator)) => {
use std::ops::Bound::{self, Included, Excluded};
use FacetOperator::*; use FacetOperator::*;
fn explore_facet_levels( // Make sure we always bound the ranges with the field id and the level,
rtxn: &heed::RoTxn, // as the facets values are all in the same database and prefixed by the
db: &heed::Database<FacetLevelValueI64Codec, CboRoaringBitmapCodec>, // field id and the level.
field_id: u8,
level: u8,
left: Bound<i64>,
right: Bound<i64>,
candidates: &mut RoaringBitmap,
) -> anyhow::Result<()>
{
let mut left_found = left;
let mut right_found = right;
let range = {
let left = match left {
Included(left) => Included((field_id, level, left, i64::MIN)),
Excluded(left) => Excluded((field_id, level, left, i64::MIN)),
Bound::Unbounded => Bound::Unbounded,
};
let right = Included((field_id, level, i64::MAX, i64::MAX));
(left, right)
};
for (i, result) in db.range(rtxn, &range)?.enumerate() {
let ((_fid, _level, l, r), docids) = result?;
match right {
Included(right) if r > right => break,
Excluded(right) if r >= right => break,
_ => (),
}
eprintln!("{} to {} (level {})", l, r, _level);
candidates.union_with(&docids);
// We save the leftest and rightest bounds we actually found at this level.
if i == 0 { left_found = Excluded(l); }
right_found = Excluded(r);
}
// Can we go deeper?
let deeper_level = match level.checked_sub(1) {
Some(level) => level,
None => return Ok(()),
};
// We must refine the left and right bounds of this range by retrieving the
// missing part in a deeper level.
// TODO we must avoid going at deeper when the bounds are already satisfied.
explore_facet_levels(rtxn, db, field_id, deeper_level, left, left_found, candidates)?;
explore_facet_levels(rtxn, db, field_id, deeper_level, right_found, right, candidates)?;
Ok(())
}
// Make sure we always bound the ranges with the field id, as the facets
// values are all in the same database and prefixed by the field id.
let (left, right) = match operator { let (left, right) = match operator {
GreaterThan(val) => (Excluded(val), Included(i64::MAX)), GreaterThan(val) => (Excluded(val), Included(i64::MAX)),
GreaterThanOrEqual(val) => (Included(val), Included(i64::MAX)), GreaterThanOrEqual(val) => (Included(val), Included(i64::MAX)),
@ -316,7 +353,7 @@ impl<'a> Search<'a> {
// the first entry of it which corresponds to the last key of our field id. // the first entry of it which corresponds to the last key of our field id.
let db = db.remap_data_type::<DecodeIgnore>(); let db = db.remap_data_type::<DecodeIgnore>();
match db.get_lower_than(self.rtxn, &(next_fid, 0, i64::MIN, i64::MIN))? { match db.get_lower_than(self.rtxn, &(next_fid, 0, i64::MIN, i64::MIN))? {
Some(((id, level, _left, _right), _docids)) if fid == id => Some(level), Some(((id, level, ..), _)) if fid == id => Some(level),
_ => None, _ => None,
} }
}, },
@ -324,7 +361,7 @@ impl<'a> Search<'a> {
// If we can't generate a bigger field id, it must be equal to 255 and // If we can't generate a bigger field id, it must be equal to 255 and
// therefore the last key of the database must be the one we want. // therefore the last key of the database must be the one we want.
match db.remap_data_type::<DecodeIgnore>().last(self.rtxn)? { match db.remap_data_type::<DecodeIgnore>().last(self.rtxn)? {
Some(((id, level, _left, _right), _docids)) if fid == id => Some(level), Some(((id, level, ..), _)) if fid == id => Some(level),
_ => None, _ => None,
} }
}, },
@ -332,9 +369,9 @@ impl<'a> Search<'a> {
match biggest_level { match biggest_level {
Some(level) => { Some(level) => {
let mut candidates = RoaringBitmap::new(); let mut output = RoaringBitmap::new();
explore_facet_levels(self.rtxn, &db, fid, level, left, right, &mut candidates)?; self.explore_facet_levels(fid, level, left, right, &mut output)?;
Some(candidates) Some(output)
}, },
None => None, None => None,
} }
@ -342,6 +379,8 @@ impl<'a> Search<'a> {
None => None, None => None,
}; };
debug!("facet candidates: {:?}", facet_candidates);
let (candidates, derived_words) = match (facet_candidates, derived_words) { let (candidates, derived_words) = match (facet_candidates, derived_words) {
(Some(mut facet_candidates), Some(derived_words)) => { (Some(mut facet_candidates), Some(derived_words)) => {
let words_candidates = Self::compute_candidates(&derived_words); let words_candidates = Self::compute_candidates(&derived_words);