Add a search logger

This commit is contained in:
Loïc Lecrenier 2023-02-22 15:34:37 +01:00
parent dd12d44134
commit 6ba4d5e987
7 changed files with 406 additions and 16 deletions

View File

@ -2,6 +2,7 @@ use heed::RoTxn;
use roaring::RoaringBitmap;
use super::db_cache::DatabaseCache;
use super::logger::SearchLogger;
use super::ranking_rule_graph::cheapest_paths::KCheapestPathsState;
use super::ranking_rule_graph::edge_docids_cache::EdgeDocidsCache;
use super::ranking_rule_graph::empty_paths_cache::EmptyPathsCache;
@ -12,11 +13,12 @@ use crate::new::ranking_rule_graph::cheapest_paths::{self, Path};
use crate::{Index, Result};
pub struct GraphBasedRankingRule<G: RankingRuleGraphTrait> {
id: String,
state: Option<GraphBasedRankingRuleState<G>>,
}
impl<G: RankingRuleGraphTrait> Default for GraphBasedRankingRule<G> {
fn default() -> Self {
Self { state: None }
impl<G: RankingRuleGraphTrait> GraphBasedRankingRule<G> {
pub fn new(id: String) -> Self {
Self { id, state: None }
}
}
@ -30,11 +32,15 @@ pub struct GraphBasedRankingRuleState<G: RankingRuleGraphTrait> {
impl<'transaction, G: RankingRuleGraphTrait> RankingRule<'transaction, QueryGraph>
for GraphBasedRankingRule<G>
{
fn id(&self) -> String {
self.id.clone()
}
fn start_iteration(
&mut self,
index: &Index,
txn: &'transaction RoTxn,
db_cache: &mut DatabaseCache<'transaction>,
logger: &mut dyn SearchLogger<QueryGraph>,
universe: &RoaringBitmap,
query_graph: &QueryGraph,
) -> Result<()> {
@ -59,6 +65,7 @@ impl<'transaction, G: RankingRuleGraphTrait> RankingRule<'transaction, QueryGrap
index: &Index,
txn: &'transaction RoTxn,
db_cache: &mut DatabaseCache<'transaction>,
logger: &mut dyn SearchLogger<QueryGraph>,
universe: &RoaringBitmap,
) -> Result<Option<RankingRuleOutput<QueryGraph>>> {
assert!(universe.len() > 1);
@ -109,6 +116,7 @@ impl<'transaction, G: RankingRuleGraphTrait> RankingRule<'transaction, QueryGrap
_index: &Index,
_txn: &'transaction RoTxn,
_db_cache: &mut DatabaseCache<'transaction>,
logger: &mut dyn SearchLogger<QueryGraph>,
) {
self.state = None;
}

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@ -0,0 +1,238 @@
use rand::random;
use roaring::RoaringBitmap;
use std::fs::File;
use std::path::Path;
use std::{io::Write, path::PathBuf};
use crate::new::QueryNode;
use crate::new::ranking_rule_graph::{
paths_map::PathsMap, proximity::ProximityGraph, RankingRuleGraph,
};
use super::{QueryGraph, RankingRule, RankingRuleQueryTrait, SearchLogger};
pub enum SearchEvents {
RankingRuleStartIteration {
ranking_rule_idx: usize,
query: QueryGraph,
universe: RoaringBitmap,
},
RankingRuleNextBucket {
ranking_rule_idx: usize,
universe: RoaringBitmap,
},
RankingRuleEndIteration {
ranking_rule_idx: usize,
universe: RoaringBitmap,
},
ExtendResults {
new: RoaringBitmap,
},
WordsState {
query_graph: QueryGraph,
},
ProximityState {
graph: RankingRuleGraph<ProximityGraph>,
paths: PathsMap<u64>,
},
}
pub struct DetailedSearchLogger {
folder_path: PathBuf,
initial_query: Option<QueryGraph>,
initial_universe: Option<RoaringBitmap>,
ranking_rules_ids: Option<Vec<String>>,
events: Vec<SearchEvents>,
}
impl DetailedSearchLogger {
pub fn new(folder_path: &str) -> Self {
Self {
folder_path: PathBuf::new().join(folder_path),
initial_query: <_>::default(),
initial_universe: <_>::default(),
ranking_rules_ids: <_>::default(),
events: <_>::default(),
}
}
}
impl SearchLogger<QueryGraph> for DetailedSearchLogger {
fn initial_query(&mut self, query: &QueryGraph) {
self.initial_query = Some(query.clone());
}
fn initial_universe(&mut self, universe: &RoaringBitmap) {
self.initial_universe = Some(universe.clone());
}
fn ranking_rules(&mut self, rr: &[Box<dyn RankingRule<QueryGraph>>]) {
self.ranking_rules_ids = Some(rr.iter().map(|rr| rr.id()).collect());
}
fn start_iteration_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, QueryGraph>,
query: &QueryGraph,
universe: &RoaringBitmap,
) {
self.events.push(SearchEvents::RankingRuleStartIteration {
ranking_rule_idx,
query: query.clone(),
universe: universe.clone(),
})
}
fn next_bucket_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, QueryGraph>,
universe: &RoaringBitmap,
) {
self.events.push(SearchEvents::RankingRuleNextBucket {
ranking_rule_idx,
universe: universe.clone(),
})
}
fn end_iteration_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, QueryGraph>,
universe: &RoaringBitmap,
) {
self.events.push(SearchEvents::RankingRuleEndIteration {
ranking_rule_idx,
universe: universe.clone(),
})
}
fn add_to_results(&mut self, docids: &RoaringBitmap) {
self.events.push(SearchEvents::ExtendResults { new: docids.clone() });
}
fn log_words_state(&mut self, query_graph: &QueryGraph) {
self.events.push(SearchEvents::WordsState { query_graph: query_graph.clone() });
}
}
impl DetailedSearchLogger {
pub fn write_d2_description(&self) {
let mut timestamp_idx = 0;
let mut timestamp = vec![];
fn activated_id(timestamp: &[usize]) -> String {
let mut s = String::new();
s.push('0');
for t in timestamp.iter() {
s.push_str(&format!("{t}"));
}
s
}
let index_path = self.folder_path.join("index.d2");
let mut file = std::fs::File::create(&index_path).unwrap();
writeln!(&mut file, "Control Flow Between Ranking Rules: {{").unwrap();
writeln!(&mut file, "shape: sequence_diagram");
for (idx, rr_id) in self.ranking_rules_ids.as_ref().unwrap().iter().enumerate() {
writeln!(&mut file, "{idx}: {rr_id}").unwrap();
}
writeln!(&mut file, "results");
for event in self.events.iter() {
match event {
SearchEvents::RankingRuleStartIteration { query, universe, ranking_rule_idx } => {
let parent_activated_id = activated_id(&timestamp);
timestamp.push(0);
let self_activated_id = activated_id(&timestamp);
if *ranking_rule_idx != 0 {
let parent_ranking_rule_idx = ranking_rule_idx - 1;
writeln!(
&mut file,
"{parent_ranking_rule_idx}.{parent_activated_id} -> {ranking_rule_idx}.{self_activated_id} : start iteration",
)
.unwrap();
}
writeln!(&mut file,
"{ranking_rule_idx}.{self_activated_id} {{
style {{
fill: \"#D8A7B1\"
}}
}}").unwrap();
}
SearchEvents::RankingRuleNextBucket { universe, ranking_rule_idx } => {
let old_activated_id = activated_id(&timestamp);
*timestamp.last_mut().unwrap() += 1;
let next_activated_id = activated_id(&timestamp);
writeln!(&mut file,
"{ranking_rule_idx}.{old_activated_id} -> {ranking_rule_idx}.{next_activated_id} : next bucket",)
.unwrap();
}
SearchEvents::RankingRuleEndIteration { universe, ranking_rule_idx } => {
let cur_activated_id = activated_id(&timestamp);
timestamp.pop();
let parent_activated_id = activated_id(&timestamp);
let parent_ranking_rule = if *ranking_rule_idx == 0 {
"start".to_owned()
} else {
format!("{}.{parent_activated_id}", ranking_rule_idx - 1)
};
writeln!(
&mut file,
"{ranking_rule_idx}.{cur_activated_id} -> {parent_ranking_rule} : end iteration",
)
.unwrap();
}
SearchEvents::ExtendResults { new } => {
if new.is_empty() {
continue
}
let cur_ranking_rule = timestamp.len() - 1;
let cur_activated_id = activated_id(&timestamp);
let docids = new.iter().collect::<Vec<_>>();
let len = new.len();
let random = random::<u64>();
writeln!(
&mut file,
"{cur_ranking_rule}.{cur_activated_id} -> results.{random} : \"add {len}\"
results.{random} {{
tooltip: \"{docids:?}\"
style {{
fill: \"#B6E2D3\"
}}
}}
"
)
.unwrap();
},
SearchEvents::WordsState { query_graph } => {
let cur_ranking_rule = timestamp.len() - 1;
let cur_activated_id = activated_id(&timestamp);
let id = format!("{cur_ranking_rule}.{cur_activated_id}");
let mut new_file_path = self.folder_path.join(format!("{id}.d2"));
let mut new_file = std::fs::File::create(new_file_path).unwrap();
Self::query_graph_d2_description(&query_graph, &mut new_file);
writeln!(
&mut file,
"{id} {{
link: \"{id}.d2.svg\"
}}").unwrap();
},
SearchEvents::ProximityState { graph, paths } => todo!(),
}
}
writeln!(&mut file, "}}");
}
fn query_graph_d2_description(query_graph: &QueryGraph, file: &mut File) {
writeln!(file,"direction: right");
for node in 0..query_graph.nodes.len() {
if matches!(query_graph.nodes[node], QueryNode::Deleted) {
continue;
}
writeln!(file,"{node}");
for edge in query_graph.edges[node].successors.iter() {
writeln!(file, "{node} -> {edge};\n").unwrap();
}
}
}
}

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@ -0,0 +1,72 @@
pub mod detailed;
use roaring::RoaringBitmap;
use super::{query_graph, QueryGraph, RankingRule, RankingRuleQueryTrait};
pub struct DefaultSearchLogger;
impl<Q: RankingRuleQueryTrait> SearchLogger<Q> for DefaultSearchLogger {
fn initial_query(&mut self, query: &Q) {}
fn initial_universe(&mut self, universe: &RoaringBitmap) {}
fn ranking_rules(&mut self, rr: &[Box<dyn RankingRule<Q>>]) {}
fn start_iteration_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, Q>,
query: &Q,
universe: &RoaringBitmap,
) {
}
fn next_bucket_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, Q>,
universe: &RoaringBitmap,
) {
}
fn end_iteration_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, Q>,
universe: &RoaringBitmap,
) {
}
fn add_to_results(&mut self, docids: &RoaringBitmap) {}
fn log_words_state(&mut self, query_graph: &Q) {}
}
pub trait SearchLogger<Q: RankingRuleQueryTrait> {
fn initial_query(&mut self, query: &Q);
fn initial_universe(&mut self, universe: &RoaringBitmap);
fn ranking_rules(&mut self, rr: &[Box<dyn RankingRule<Q>>]);
fn start_iteration_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, Q>,
query: &Q,
universe: &RoaringBitmap,
);
fn next_bucket_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, Q>,
universe: &RoaringBitmap,
);
fn end_iteration_ranking_rule<'transaction>(
&mut self,
ranking_rule_idx: usize,
ranking_rule: &dyn RankingRule<'transaction, Q>,
universe: &RoaringBitmap,
);
fn add_to_results(&mut self, docids: &RoaringBitmap);
fn log_words_state(&mut self, query_graph: &Q);
}

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@ -1,5 +1,6 @@
pub mod db_cache;
pub mod graph_based_ranking_rule;
pub mod logger;
pub mod query_graph;
pub mod query_term;
pub mod ranking_rule_graph;

View File

@ -1,7 +1,10 @@
use std::fmt::Display;
use heed::RoTxn;
use roaring::RoaringBitmap;
use super::db_cache::DatabaseCache;
use super::logger::SearchLogger;
use super::resolve_query_graph::resolve_query_graph;
use super::QueryGraph;
use crate::new::graph_based_ranking_rule::GraphBasedRankingRule;
@ -43,6 +46,8 @@ impl RankingRuleQueryTrait for PlaceholderQuery {}
impl RankingRuleQueryTrait for QueryGraph {}
pub trait RankingRule<'transaction, Query: RankingRuleQueryTrait> {
fn id(&self) -> String;
/// Prepare the ranking rule such that it can start iterating over its
/// buckets using [`next_bucket`](RankingRule::next_bucket).
///
@ -52,6 +57,7 @@ pub trait RankingRule<'transaction, Query: RankingRuleQueryTrait> {
index: &Index,
txn: &'transaction RoTxn,
db_cache: &mut DatabaseCache<'transaction>,
logger: &mut dyn SearchLogger<Query>,
universe: &RoaringBitmap,
query: &Query,
) -> Result<()>;
@ -68,6 +74,7 @@ pub trait RankingRule<'transaction, Query: RankingRuleQueryTrait> {
index: &Index,
txn: &'transaction RoTxn,
db_cache: &mut DatabaseCache<'transaction>,
logger: &mut dyn SearchLogger<Query>,
universe: &RoaringBitmap,
) -> Result<Option<RankingRuleOutput<Query>>>;
@ -78,6 +85,7 @@ pub trait RankingRule<'transaction, Query: RankingRuleQueryTrait> {
index: &Index,
txn: &'transaction RoTxn,
db_cache: &mut DatabaseCache<'transaction>,
logger: &mut dyn SearchLogger<Query>,
);
}
@ -110,28 +118,36 @@ pub fn execute_search<'transaction>(
db_cache: &mut DatabaseCache<'transaction>,
universe: &RoaringBitmap,
query_graph: &QueryGraph,
logger: &mut dyn SearchLogger<QueryGraph>,
// _from: usize,
// _length: usize,
) -> Result<Vec<u32>> {
let words = Words::new(TermsMatchingStrategy::Last);
// let sort = Sort::new(index, txn, "sort1".to_owned(), true)?;
let proximity = GraphBasedRankingRule::<ProximityGraph>::default();
let proximity = GraphBasedRankingRule::<ProximityGraph>::new("proximity".to_owned());
// TODO: ranking rules given as argument
let mut ranking_rules: Vec<Box<dyn RankingRule<'transaction, QueryGraph>>> =
vec![Box::new(words), Box::new(proximity) /* Box::new(sort) */];
logger.ranking_rules(&ranking_rules);
let ranking_rules_len = ranking_rules.len();
ranking_rules[0].start_iteration(index, txn, db_cache, universe, query_graph)?;
logger.start_iteration_ranking_rule(0, ranking_rules[0].as_ref(), query_graph, universe);
ranking_rules[0].start_iteration(index, txn, db_cache, logger, universe, query_graph)?;
let mut candidates = vec![RoaringBitmap::default(); ranking_rules_len];
candidates[0] = universe.clone();
let mut cur_ranking_rule_index = 0;
macro_rules! back {
() => {
logger.end_iteration_ranking_rule(
cur_ranking_rule_index,
ranking_rules[cur_ranking_rule_index].as_ref(),
&candidates[cur_ranking_rule_index],
);
candidates[cur_ranking_rule_index].clear();
ranking_rules[cur_ranking_rule_index].end_iteration(index, txn, db_cache);
ranking_rules[cur_ranking_rule_index].end_iteration(index, txn, db_cache, logger);
if cur_ranking_rule_index == 0 {
break;
} else {
@ -146,11 +162,19 @@ pub fn execute_search<'transaction>(
// The universe for this bucket is zero or one element, so we don't need to sort
// anything, just extend the results and go back to the parent ranking rule.
if candidates[cur_ranking_rule_index].len() <= 1 {
logger.add_to_results(&candidates[cur_ranking_rule_index]);
results.extend(&candidates[cur_ranking_rule_index]);
back!();
continue;
}
let Some(next_bucket) = ranking_rules[cur_ranking_rule_index].next_bucket(index, txn, db_cache, &candidates[cur_ranking_rule_index])? else {
logger.next_bucket_ranking_rule(
cur_ranking_rule_index,
ranking_rules[cur_ranking_rule_index].as_ref(),
&candidates[cur_ranking_rule_index],
);
let Some(next_bucket) = ranking_rules[cur_ranking_rule_index].next_bucket(index, txn, db_cache, logger, &candidates[cur_ranking_rule_index])? else {
back!();
continue;
};
@ -159,20 +183,29 @@ pub fn execute_search<'transaction>(
if next_bucket.candidates.len() <= 1 {
// Only zero or one candidate, no need to sort through the child ranking rule.
logger.add_to_results(&next_bucket.candidates);
results.extend(next_bucket.candidates);
continue;
} else {
// many candidates, give to next ranking rule, if any
if cur_ranking_rule_index == ranking_rules_len - 1 {
// TODO: don't extend too much, up to the limit only
logger.add_to_results(&next_bucket.candidates);
results.extend(next_bucket.candidates);
} else {
cur_ranking_rule_index += 1;
candidates[cur_ranking_rule_index] = next_bucket.candidates.clone();
logger.start_iteration_ranking_rule(
cur_ranking_rule_index,
ranking_rules[cur_ranking_rule_index].as_ref(),
&next_bucket.query,
&candidates[cur_ranking_rule_index],
);
ranking_rules[cur_ranking_rule_index].start_iteration(
index,
txn,
db_cache,
logger,
&next_bucket.candidates,
&next_bucket.query,
)?;
@ -195,6 +228,8 @@ mod tests {
use crate::documents::{DocumentsBatchBuilder, DocumentsBatchReader};
use crate::index::tests::TempIndex;
use crate::new::db_cache::DatabaseCache;
use crate::new::logger::detailed::DetailedSearchLogger;
use crate::new::logger::{DefaultSearchLogger, SearchLogger};
use crate::new::make_query_graph;
use crate::update::{IndexDocuments, IndexDocumentsConfig, IndexerConfig, Settings};
use crate::{Criterion, Index, Object, Search, TermsMatchingStrategy};
@ -231,13 +266,14 @@ mod tests {
]))
.unwrap();
let txn = index.read_txn().unwrap();
let mut logger = DefaultSearchLogger;
let mut db_cache = DatabaseCache::default();
let query_graph =
make_query_graph(&index, &txn, &mut db_cache, "the quick brown fox jumps over")
.unwrap();
println!("{}", query_graph.graphviz());
logger.initial_query(&query_graph);
// TODO: filters + maybe distinct attributes?
let universe = get_start_universe(
@ -250,9 +286,15 @@ mod tests {
.unwrap();
println!("universe: {universe:?}");
let results =
execute_search(&index, &txn, &mut db_cache, &universe, &query_graph /* 0, 20 */)
.unwrap();
let results = execute_search(
&index,
&txn,
&mut db_cache,
&universe,
&query_graph,
&mut logger, /* 0, 20 */
)
.unwrap();
println!("{results:?}")
}
@ -285,9 +327,19 @@ mod tests {
)
.unwrap();
let results =
execute_search(&index, &txn, &mut db_cache, &universe, &query_graph /* 0, 20 */)
.unwrap();
let mut logger = DetailedSearchLogger::new("log");
let results = execute_search(
&index,
&txn,
&mut db_cache,
&universe,
&query_graph,
&mut logger, /* 0, 20 */
)
.unwrap();
logger.write_d2_description();
let elapsed = start.elapsed();

View File

@ -2,6 +2,7 @@ use heed::RoTxn;
use roaring::RoaringBitmap;
use super::db_cache::DatabaseCache;
use super::logger::SearchLogger;
use super::{
RankingRule, RankingRuleOutput, RankingRuleOutputIter, RankingRuleOutputIterWrapper,
RankingRuleQueryTrait,
@ -20,6 +21,7 @@ use crate::{
// (2) at the end, it should return all the remaining documents (this could be ensured at the trait level?)
pub struct Sort<'transaction, Query> {
field_name: String,
field_id: Option<FieldId>,
is_ascending: bool,
iter: Option<RankingRuleOutputIterWrapper<'transaction, Query>>,
@ -34,18 +36,23 @@ impl<'transaction, Query> Sort<'transaction, Query> {
let fields_ids_map = index.fields_ids_map(rtxn)?;
let field_id = fields_ids_map.id(&field_name);
Ok(Self { field_id, is_ascending, iter: None })
Ok(Self { field_name, field_id, is_ascending, iter: None })
}
}
impl<'transaction, Query: RankingRuleQueryTrait> RankingRule<'transaction, Query>
for Sort<'transaction, Query>
{
fn id(&self) -> String {
let Self { field_name, is_ascending, .. } = self;
format!("{field_name}:{}", if *is_ascending { "asc" } else { "desc " })
}
fn start_iteration(
&mut self,
index: &Index,
txn: &'transaction RoTxn,
_db_cache: &mut DatabaseCache<'transaction>,
_logger: &mut dyn SearchLogger<Query>,
parent_candidates: &RoaringBitmap,
parent_query_graph: &Query,
) -> Result<()> {
@ -89,6 +96,7 @@ impl<'transaction, Query: RankingRuleQueryTrait> RankingRule<'transaction, Query
_index: &Index,
_txn: &'transaction RoTxn,
_db_cache: &mut DatabaseCache<'transaction>,
_logger: &mut dyn SearchLogger<Query>,
_universe: &RoaringBitmap,
) -> Result<Option<RankingRuleOutput<Query>>> {
let iter = self.iter.as_mut().unwrap();
@ -101,6 +109,7 @@ impl<'transaction, Query: RankingRuleQueryTrait> RankingRule<'transaction, Query
_index: &Index,
_txn: &'transaction RoTxn,
_db_cache: &mut DatabaseCache<'transaction>,
_logger: &mut dyn SearchLogger<Query>,
) {
self.iter = None;
}

View File

@ -4,6 +4,7 @@ use heed::RoTxn;
use roaring::RoaringBitmap;
use super::db_cache::DatabaseCache;
use super::logger::SearchLogger;
use super::resolve_query_graph::{resolve_query_graph, NodeDocIdsCache};
use super::{QueryGraph, QueryNode, RankingRule, RankingRuleOutput};
use crate::{Index, Result, TermsMatchingStrategy};
@ -30,11 +31,15 @@ impl Words {
}
impl<'transaction> RankingRule<'transaction, QueryGraph> for Words {
fn id(&self) -> String {
"words".to_owned()
}
fn start_iteration(
&mut self,
_index: &Index,
_txn: &'transaction RoTxn,
_db_cache: &mut DatabaseCache<'transaction>,
logger: &mut dyn SearchLogger<QueryGraph>,
parent_candidates: &RoaringBitmap,
parent_query_graph: &QueryGraph,
) -> Result<()> {
@ -42,6 +47,8 @@ impl<'transaction> RankingRule<'transaction, QueryGraph> for Words {
self.exhausted = false;
self.query_graph = Some(parent_query_graph.clone());
logger.log_words_state(parent_query_graph);
// TODO: a phrase can contain many positions, but represents a single node.
// That's a problem.
let positions_to_remove = match self.terms_matching_strategy {
@ -70,6 +77,7 @@ impl<'transaction> RankingRule<'transaction, QueryGraph> for Words {
index: &Index,
txn: &'transaction RoTxn,
db_cache: &mut DatabaseCache<'transaction>,
logger: &mut dyn SearchLogger<QueryGraph>,
universe: &RoaringBitmap,
) -> Result<Option<RankingRuleOutput<QueryGraph>>> {
// println!("Words: next bucket");
@ -99,6 +107,7 @@ impl<'transaction> RankingRule<'transaction, QueryGraph> for Words {
let position_to_remove = self.positions_to_remove.pop().unwrap();
query_graph.remove_words_at_position(position_to_remove);
}
logger.log_words_state(query_graph);
Ok(Some(RankingRuleOutput { query: child_query_graph, candidates: this_bucket }))
}
@ -108,6 +117,7 @@ impl<'transaction> RankingRule<'transaction, QueryGraph> for Words {
_index: &Index,
_txn: &'transaction RoTxn,
_db_cache: &mut DatabaseCache<'transaction>,
_logger: &mut dyn SearchLogger<QueryGraph>,
) {
// println!("Words: end iteration");
self.iterating = false;