meilisearch/milli/src/search/mod.rs

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use std::borrow::Cow;
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use std::collections::hash_map::{Entry, HashMap};
use std::fmt;
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use std::mem::take;
use std::result::Result as StdResult;
use std::str::Utf8Error;
use std::time::Instant;
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use distinct::{Distinct, DocIter, FacetDistinct, NoopDistinct};
use fst::{IntoStreamer, Streamer};
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use levenshtein_automata::{LevenshteinAutomatonBuilder as LevBuilder, DFA};
use log::debug;
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use meilisearch_tokenizer::{Analyzer, AnalyzerConfig};
use once_cell::sync::Lazy;
use roaring::bitmap::RoaringBitmap;
pub(crate) use self::facet::ParserRule;
pub use self::facet::{FacetDistribution, FacetNumberIter, FilterCondition, Operator};
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pub use self::matching_words::MatchingWords;
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use self::query_tree::QueryTreeBuilder;
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use crate::criterion::AscDesc;
use crate::error::UserError;
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use crate::search::criteria::r#final::{Final, FinalResult};
use crate::{DocumentId, Index, Result};
// Building these factories is not free.
static LEVDIST0: Lazy<LevBuilder> = Lazy::new(|| LevBuilder::new(0, true));
static LEVDIST1: Lazy<LevBuilder> = Lazy::new(|| LevBuilder::new(1, true));
static LEVDIST2: Lazy<LevBuilder> = Lazy::new(|| LevBuilder::new(2, true));
mod criteria;
mod distinct;
mod facet;
mod matching_words;
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mod query_tree;
pub struct Search<'a> {
query: Option<String>,
filter: Option<FilterCondition>,
offset: usize,
limit: usize,
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sort_criteria: Option<Vec<AscDesc>>,
optional_words: bool,
authorize_typos: bool,
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words_limit: usize,
rtxn: &'a heed::RoTxn<'a>,
index: &'a Index,
}
impl<'a> Search<'a> {
pub fn new(rtxn: &'a heed::RoTxn, index: &'a Index) -> Search<'a> {
Search {
query: None,
filter: None,
offset: 0,
limit: 20,
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sort_criteria: None,
optional_words: true,
authorize_typos: true,
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words_limit: 10,
rtxn,
index,
}
}
pub fn query(&mut self, query: impl Into<String>) -> &mut Search<'a> {
self.query = Some(query.into());
self
}
pub fn offset(&mut self, offset: usize) -> &mut Search<'a> {
self.offset = offset;
self
}
pub fn limit(&mut self, limit: usize) -> &mut Search<'a> {
self.limit = limit;
self
}
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pub fn sort_criteria(&mut self, criteria: Vec<AscDesc>) -> &mut Search<'a> {
self.sort_criteria = Some(criteria);
self
}
pub fn optional_words(&mut self, value: bool) -> &mut Search<'a> {
self.optional_words = value;
self
}
pub fn authorize_typos(&mut self, value: bool) -> &mut Search<'a> {
self.authorize_typos = value;
self
}
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pub fn words_limit(&mut self, value: usize) -> &mut Search<'a> {
self.words_limit = value;
self
}
pub fn filter(&mut self, condition: FilterCondition) -> &mut Search<'a> {
self.filter = Some(condition);
self
}
pub fn execute(&self) -> Result<SearchResult> {
// We create the query tree by spliting the query into tokens.
let before = Instant::now();
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let (query_tree, primitive_query) = match self.query.as_ref() {
Some(query) => {
let mut builder = QueryTreeBuilder::new(self.rtxn, self.index);
builder.optional_words(self.optional_words);
builder.authorize_typos(self.authorize_typos);
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builder.words_limit(self.words_limit);
// We make sure that the analyzer is aware of the stop words
// this ensures that the query builder is able to properly remove them.
let mut config = AnalyzerConfig::default();
let stop_words = self.index.stop_words(self.rtxn)?;
if let Some(ref stop_words) = stop_words {
config.stop_words(stop_words);
}
let analyzer = Analyzer::new(config);
let result = analyzer.analyze(query);
let tokens = result.tokens();
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builder.build(tokens)?.map_or((None, None), |(qt, pq)| (Some(qt), Some(pq)))
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}
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None => (None, None),
};
debug!("query tree: {:?} took {:.02?}", query_tree, before.elapsed());
// We create the original candidates with the facet conditions results.
let before = Instant::now();
let filtered_candidates = match &self.filter {
Some(condition) => Some(condition.evaluate(self.rtxn, self.index)?),
None => None,
};
debug!("facet candidates: {:?} took {:.02?}", filtered_candidates, before.elapsed());
let matching_words = match query_tree.as_ref() {
Some(query_tree) => MatchingWords::from_query_tree(&query_tree),
None => MatchingWords::default(),
};
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// We check that we are allowed to use the sort criteria, we check
// that they are declared in the sortable fields.
if let Some(sort_criteria) = &self.sort_criteria {
let sortable_fields = self.index.sortable_fields(self.rtxn)?;
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for asc_desc in sort_criteria {
let field = asc_desc.field();
if !sortable_fields.contains(field) {
return Err(UserError::InvalidSortableAttribute {
field: field.to_string(),
valid_fields: sortable_fields,
}
.into());
}
}
}
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let criteria_builder = criteria::CriteriaBuilder::new(self.rtxn, self.index)?;
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let criteria = criteria_builder.build(
query_tree,
primitive_query,
filtered_candidates,
self.sort_criteria.clone(),
)?;
match self.index.distinct_field(self.rtxn)? {
None => self.perform_sort(NoopDistinct, matching_words, criteria),
Some(name) => {
let field_ids_map = self.index.fields_ids_map(self.rtxn)?;
match field_ids_map.id(name) {
Some(fid) => {
let distinct = FacetDistinct::new(fid, self.index, self.rtxn);
self.perform_sort(distinct, matching_words, criteria)
}
None => Ok(SearchResult::default()),
}
}
}
}
fn perform_sort<D: Distinct>(
&self,
mut distinct: D,
matching_words: MatchingWords,
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mut criteria: Final,
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) -> Result<SearchResult> {
let mut offset = self.offset;
let mut initial_candidates = RoaringBitmap::new();
let mut excluded_candidates = RoaringBitmap::new();
let mut documents_ids = Vec::new();
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while let Some(FinalResult { candidates, bucket_candidates, .. }) =
criteria.next(&excluded_candidates)?
{
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debug!("Number of candidates found {}", candidates.len());
let excluded = take(&mut excluded_candidates);
let mut candidates = distinct.distinct(candidates, excluded);
initial_candidates |= bucket_candidates;
if offset != 0 {
let discarded = candidates.by_ref().take(offset).count();
offset = offset.saturating_sub(discarded);
}
for candidate in candidates.by_ref().take(self.limit - documents_ids.len()) {
documents_ids.push(candidate?);
}
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if documents_ids.len() == self.limit {
break;
}
excluded_candidates = candidates.into_excluded();
}
Ok(SearchResult { matching_words, candidates: initial_candidates, documents_ids })
}
}
impl fmt::Debug for Search<'_> {
fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result {
let Search {
query,
filter,
offset,
limit,
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sort_criteria,
optional_words,
authorize_typos,
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words_limit,
rtxn: _,
index: _,
} = self;
f.debug_struct("Search")
.field("query", query)
.field("filter", filter)
.field("offset", offset)
.field("limit", limit)
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.field("sort_criteria", sort_criteria)
.field("optional_words", optional_words)
.field("authorize_typos", authorize_typos)
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.field("words_limit", words_limit)
.finish()
}
}
#[derive(Default)]
pub struct SearchResult {
pub matching_words: MatchingWords,
pub candidates: RoaringBitmap,
// TODO those documents ids should be associated with their criteria scores.
pub documents_ids: Vec<DocumentId>,
}
pub type WordDerivationsCache = HashMap<(String, bool, u8), Vec<(String, u8)>>;
pub fn word_derivations<'c>(
word: &str,
is_prefix: bool,
max_typo: u8,
fst: &fst::Set<Cow<[u8]>>,
cache: &'c mut WordDerivationsCache,
) -> StdResult<&'c [(String, u8)], Utf8Error> {
match cache.entry((word.to_string(), is_prefix, max_typo)) {
Entry::Occupied(entry) => Ok(entry.into_mut()),
Entry::Vacant(entry) => {
let mut derived_words = Vec::new();
let dfa = build_dfa(word, max_typo, is_prefix);
let mut stream = fst.search_with_state(&dfa).into_stream();
while let Some((word, state)) = stream.next() {
let word = std::str::from_utf8(word)?;
let distance = dfa.distance(state);
derived_words.push((word.to_string(), distance.to_u8()));
}
Ok(entry.insert(derived_words))
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}
}
}
pub fn build_dfa(word: &str, typos: u8, is_prefix: bool) -> DFA {
let lev = match typos {
0 => &LEVDIST0,
1 => &LEVDIST1,
_ => &LEVDIST2,
};
if is_prefix {
lev.build_prefix_dfa(word)
} else {
lev.build_dfa(word)
}
}