use hashbrown::HashMap; use std::convert::TryFrom; use std::ops::Range; use std::rc::Rc; use std::time::{Duration, Instant}; use std::{cmp, mem}; use fst::{IntoStreamer, Streamer}; use log::debug; use sdset::SetBuf; use slice_group_by::{GroupBy, GroupByMut}; use crate::database::MainT; use crate::automaton::{Automaton, AutomatonGroup, AutomatonProducer, QueryEnhancer}; use crate::distinct_map::{BufferedDistinctMap, DistinctMap}; use crate::levenshtein::prefix_damerau_levenshtein; use crate::raw_document::{raw_documents_from, RawDocument}; use crate::{criterion::Criteria, Document, DocumentId, Highlight, TmpMatch, AttrCount}; use crate::{reordered_attrs::ReorderedAttrs, store, MResult}; pub struct QueryBuilder<'c, 'f, 'd> { criteria: Criteria<'c>, searchable_attrs: Option, filter: Option bool + 'f>>, distinct: Option<(Box Option + 'd>, usize)>, timeout: Option, main_store: store::Main, postings_lists_store: store::PostingsLists, documents_fields_counts_store: store::DocumentsFieldsCounts, synonyms_store: store::Synonyms, } fn multiword_rewrite_matches( mut matches: Vec<(DocumentId, TmpMatch)>, query_enhancer: &QueryEnhancer, ) -> SetBuf<(DocumentId, TmpMatch)> { let mut padded_matches = Vec::with_capacity(matches.len()); // we sort the matches by word index to make them rewritable matches.sort_unstable_by_key(|(id, match_)| (*id, match_.attribute, match_.word_index)); // for each attribute of each document for same_document_attribute in matches.linear_group_by_key(|(id, m)| (*id, m.attribute)) { // padding will only be applied // to word indices in the same attribute let mut padding = 0; let mut iter = same_document_attribute.linear_group_by_key(|(_, m)| m.word_index); // for each match at the same position // in this document attribute while let Some(same_word_index) = iter.next() { // find the biggest padding let mut biggest = 0; for (id, match_) in same_word_index { let mut replacement = query_enhancer.replacement(match_.query_index); let replacement_len = replacement.len(); let nexts = iter.remainder().linear_group_by_key(|(_, m)| m.word_index); if let Some(query_index) = replacement.next() { let word_index = match_.word_index + padding as u16; let match_ = TmpMatch { query_index, word_index, ..*match_ }; padded_matches.push((*id, match_)); } let mut found = false; // look ahead and if there already is a match // corresponding to this padding word, abort the padding 'padding: for (x, next_group) in nexts.enumerate() { for (i, query_index) in replacement.clone().enumerate().skip(x) { let word_index = match_.word_index + padding as u16 + (i + 1) as u16; let padmatch = TmpMatch { query_index, word_index, ..*match_ }; for (_, nmatch_) in next_group { let mut rep = query_enhancer.replacement(nmatch_.query_index); let query_index = rep.next().unwrap(); if query_index == padmatch.query_index { if !found { // if we find a corresponding padding for the // first time we must push preceding paddings for (i, query_index) in replacement.clone().enumerate().take(i) { let word_index = match_.word_index + padding as u16 + (i + 1) as u16; let match_ = TmpMatch { query_index, word_index, ..*match_ }; padded_matches.push((*id, match_)); biggest = biggest.max(i + 1); } } padded_matches.push((*id, padmatch)); found = true; continue 'padding; } } } // if we do not find a corresponding padding in the // next groups so stop here and pad what was found break; } if !found { // if no padding was found in the following matches // we must insert the entire padding for (i, query_index) in replacement.enumerate() { let word_index = match_.word_index + padding as u16 + (i + 1) as u16; let match_ = TmpMatch { query_index, word_index, ..*match_ }; padded_matches.push((*id, match_)); } biggest = biggest.max(replacement_len - 1); } } padding += biggest; } } for document_matches in padded_matches.linear_group_by_key_mut(|(id, _)| *id) { document_matches.sort_unstable(); } SetBuf::new_unchecked(padded_matches) } fn fetch_raw_documents( reader: &heed::RoTxn, automatons_groups: &[AutomatonGroup], query_enhancer: &QueryEnhancer, searchables: Option<&ReorderedAttrs>, main_store: store::Main, postings_lists_store: store::PostingsLists, ) -> MResult> { let mut matches = Vec::new(); let mut highlights = Vec::new(); let before_automatons_groups_loop = Instant::now(); for group in automatons_groups { let AutomatonGroup { is_phrase_query, automatons } = group; let phrase_query_len = automatons.len(); let mut tmp_matches = Vec::new(); for (id, automaton) in automatons.into_iter().enumerate() { let Automaton { index, is_exact, query_len, query, .. } = automaton; let dfa = automaton.dfa(); let words = match main_store.words_fst(reader)? { Some(words) => words, None => return Ok(Vec::new()), }; let mut stream = words.search(&dfa).into_stream(); while let Some(input) = stream.next() { let distance = dfa.eval(input).to_u8(); let is_exact = *is_exact && distance == 0 && input.len() == *query_len; let covered_area = if *query_len > input.len() { input.len() } else { prefix_damerau_levenshtein(query.as_bytes(), input).1 }; let doc_indexes = match postings_lists_store.postings_list(reader, input)? { Some(doc_indexes) => doc_indexes, None => continue, }; tmp_matches.reserve(doc_indexes.len()); for di in doc_indexes.as_ref() { let attribute = searchables.map_or(Some(di.attribute), |r| r.get(di.attribute)); if let Some(attribute) = attribute { let match_ = TmpMatch { query_index: *index as u32, distance, attribute, word_index: di.word_index, is_exact, }; let covered_area = u16::try_from(covered_area).unwrap_or(u16::max_value()); let covered_area = cmp::min(covered_area, di.char_length); let highlight = Highlight { attribute: di.attribute, char_index: di.char_index, char_length: covered_area, }; tmp_matches.push((di.document_id, id, match_, highlight)); } } } } if *is_phrase_query { tmp_matches.sort_unstable_by_key(|(id, _, m, _)| (*id, m.attribute, m.word_index)); for group in tmp_matches.linear_group_by_key(|(id, _, m, _)| (*id, m.attribute)) { for window in group.windows(2) { let (ida, ia, ma, ha) = window[0]; let (idb, ib, mb, hb) = window[1]; debug_assert_eq!(ida, idb); // if matches must follow and actually follows themselves if ia + 1 == ib && ma.word_index + 1 == mb.word_index { // TODO we must make it work for phrase query longer than 2 // if the second match is the last phrase query word if ib + 1 == phrase_query_len { // insert first match matches.push((ida, ma)); highlights.push((ida, ha)); // insert second match matches.push((idb, mb)); highlights.push((idb, hb)); } } } } } else { for (id, _, match_, highlight) in tmp_matches { matches.push((id, match_)); highlights.push((id, highlight)); } } } debug!("automatons_groups_loop took {:.02?}", before_automatons_groups_loop.elapsed()); let before_multiword_rewrite_matches = Instant::now(); let matches = multiword_rewrite_matches(matches, &query_enhancer); debug!("multiword_rewrite_matches took {:.02?}", before_multiword_rewrite_matches.elapsed()); let before_highlight_sorting = Instant::now(); let highlights = { highlights.sort_unstable_by_key(|(id, _)| *id); SetBuf::new_unchecked(highlights) }; debug!("highlight_sorting {:.02?}", before_highlight_sorting.elapsed()); let before_raw_documents = Instant::now(); let raw_documents = raw_documents_from(matches, highlights); debug!("raw_documents took {:.02?}", before_raw_documents.elapsed()); debug!("documents to worry about: {}", raw_documents.len()); Ok(raw_documents) } impl<'c, 'f, 'd> QueryBuilder<'c, 'f, 'd> { pub fn new( main: store::Main, postings_lists: store::PostingsLists, documents_fields_counts: store::DocumentsFieldsCounts, synonyms: store::Synonyms, ) -> QueryBuilder<'c, 'f, 'd> { QueryBuilder::with_criteria( main, postings_lists, documents_fields_counts, synonyms, Criteria::default(), ) } pub fn with_criteria( main: store::Main, postings_lists: store::PostingsLists, documents_fields_counts: store::DocumentsFieldsCounts, synonyms: store::Synonyms, criteria: Criteria<'c>, ) -> QueryBuilder<'c, 'f, 'd> { QueryBuilder { criteria, searchable_attrs: None, filter: None, distinct: None, timeout: None, main_store: main, postings_lists_store: postings_lists, documents_fields_counts_store: documents_fields_counts, synonyms_store: synonyms, } } } impl<'c, 'f, 'd> QueryBuilder<'c, 'f, 'd> { pub fn with_filter(&mut self, function: F) where F: Fn(DocumentId) -> bool + 'f, { self.filter = Some(Box::new(function)) } pub fn with_fetch_timeout(&mut self, timeout: Duration) { self.timeout = Some(timeout) } pub fn with_distinct(&mut self, function: F, size: usize) where F: Fn(DocumentId) -> Option + 'd, { self.distinct = Some((Box::new(function), size)) } pub fn add_searchable_attribute(&mut self, attribute: u16) { let reorders = self .searchable_attrs .get_or_insert_with(ReorderedAttrs::new); reorders.insert_attribute(attribute); } pub fn query( self, reader: &heed::RoTxn, query: &str, range: Range, ) -> MResult> { match self.distinct { Some((distinct, distinct_size)) => raw_query_with_distinct( reader, query, range, self.filter, distinct, distinct_size, self.timeout, self.criteria, self.searchable_attrs, self.main_store, self.postings_lists_store, self.documents_fields_counts_store, self.synonyms_store, ), None => raw_query( reader, query, range, self.filter, self.timeout, self.criteria, self.searchable_attrs, self.main_store, self.postings_lists_store, self.documents_fields_counts_store, self.synonyms_store, ), } } } fn raw_query<'c, FI>( reader: &heed::RoTxn, query: &str, range: Range, filter: Option, timeout: Option, criteria: Criteria<'c>, searchable_attrs: Option, main_store: store::Main, postings_lists_store: store::PostingsLists, documents_fields_counts_store: store::DocumentsFieldsCounts, synonyms_store: store::Synonyms, ) -> MResult> where FI: Fn(DocumentId) -> bool, { // We delegate the filter work to the distinct query builder, // specifying a distinct rule that has no effect. if filter.is_some() { let distinct = |_| None; let distinct_size = 1; return raw_query_with_distinct( reader, query, range, filter, distinct, distinct_size, timeout, criteria, searchable_attrs, main_store, postings_lists_store, documents_fields_counts_store, synonyms_store, ); } let start_processing = Instant::now(); let mut raw_documents_processed = Vec::with_capacity(range.len()); let (automaton_producer, query_enhancer) = AutomatonProducer::new( reader, query, main_store, postings_lists_store, synonyms_store, )?; let automaton_producer = automaton_producer.into_iter(); let mut automatons = Vec::new(); // aggregate automatons groups by groups after time for auts in automaton_producer { automatons.push(auts); for (i, group) in automatons.iter().enumerate() { debug!("group {} automatons {:?}", i, group.automatons); } let before_fetch_raw_documents = Instant::now(); // we must retrieve the documents associated // with the current automatons let mut raw_documents = fetch_raw_documents( reader, &automatons, &query_enhancer, searchable_attrs.as_ref(), main_store, postings_lists_store, )?; debug!("fetch_raw_documents took {:.02?}", before_fetch_raw_documents.elapsed()); // stop processing when time is running out if let Some(timeout) = timeout { if !raw_documents_processed.is_empty() && start_processing.elapsed() > timeout { break; } } let mut groups = vec![raw_documents.as_mut_slice()]; 'criteria: for criterion in criteria.as_ref() { let tmp_groups = mem::replace(&mut groups, Vec::new()); let mut documents_seen = 0; for group in tmp_groups { // if this group does not overlap with the requested range, // push it without sorting and splitting it if documents_seen + group.len() < range.start { documents_seen += group.len(); groups.push(group); continue; } // we must pull the fields counts of these documents // TODO it would be great to had a "dependency" thing for each criterion // and make it so that we can be lazy on pulling/computing some data. if criterion.name() == "Exact" { for document in group.iter_mut() { let mut fields_counts = Vec::new(); for result in documents_fields_counts_store.document_fields_counts(reader, document.id)? { let (attr, count) = result?; fields_counts.push(AttrCount { attr: attr.0, count }); } document.fields_counts = Some(SetBuf::new(fields_counts).unwrap()); } } group.sort_unstable_by(|a, b| criterion.evaluate(a, b)); for group in group.binary_group_by_mut(|a, b| criterion.eq(a, b)) { documents_seen += group.len(); groups.push(group); // we have sort enough documents if the last document sorted is after // the end of the requested range, we can continue to the next criterion if documents_seen >= range.end { continue 'criteria; } } } } // once we classified the documents related to the current // automatons we save that as the next valid result let iter = raw_documents .into_iter() .skip(range.start) .take(range.len()); raw_documents_processed.clear(); raw_documents_processed.extend(iter); // stop processing when time is running out if let Some(timeout) = timeout { if start_processing.elapsed() > timeout { break; } } } // make real documents now that we know // those must be returned let documents = raw_documents_processed .into_iter() .map(Document::from_raw) .collect(); Ok(documents) } fn raw_query_with_distinct<'c, FI, FD>( reader: &heed::RoTxn, query: &str, range: Range, filter: Option, distinct: FD, distinct_size: usize, timeout: Option, criteria: Criteria<'c>, searchable_attrs: Option, main_store: store::Main, postings_lists_store: store::PostingsLists, documents_fields_counts_store: store::DocumentsFieldsCounts, synonyms_store: store::Synonyms, ) -> MResult> where FI: Fn(DocumentId) -> bool, FD: Fn(DocumentId) -> Option, { let start_processing = Instant::now(); let mut raw_documents_processed = Vec::new(); let (automaton_producer, query_enhancer) = AutomatonProducer::new( reader, query, main_store, postings_lists_store, synonyms_store, )?; let automaton_producer = automaton_producer.into_iter(); let mut automatons = Vec::new(); // aggregate automatons groups by groups after time for auts in automaton_producer { automatons.push(auts); // we must retrieve the documents associated // with the current automatons let mut raw_documents = fetch_raw_documents( reader, &automatons, &query_enhancer, searchable_attrs.as_ref(), main_store, postings_lists_store, )?; // stop processing when time is running out if let Some(timeout) = timeout { if !raw_documents_processed.is_empty() && start_processing.elapsed() > timeout { break; } } let mut groups = vec![raw_documents.as_mut_slice()]; let mut key_cache = HashMap::new(); let mut filter_map = HashMap::new(); // these two variables informs on the current distinct map and // on the raw offset of the start of the group where the // range.start bound is located according to the distinct function let mut distinct_map = DistinctMap::new(distinct_size); let mut distinct_raw_offset = 0; 'criteria: for criterion in criteria.as_ref() { let tmp_groups = mem::replace(&mut groups, Vec::new()); let mut buf_distinct = BufferedDistinctMap::new(&mut distinct_map); let mut documents_seen = 0; for group in tmp_groups { // if this group does not overlap with the requested range, // push it without sorting and splitting it if documents_seen + group.len() < distinct_raw_offset { documents_seen += group.len(); groups.push(group); continue; } group.sort_unstable_by(|a, b| criterion.evaluate(a, b)); for group in group.binary_group_by_mut(|a, b| criterion.eq(a, b)) { // we must compute the real distinguished len of this sub-group for document in group.iter() { let filter_accepted = match &filter { Some(filter) => { let entry = filter_map.entry(document.id); *entry.or_insert_with(|| (filter)(document.id)) } None => true, }; if filter_accepted { let entry = key_cache.entry(document.id); let key = entry.or_insert_with(|| (distinct)(document.id).map(Rc::new)); match key.clone() { Some(key) => buf_distinct.register(key), None => buf_distinct.register_without_key(), }; } // the requested range end is reached: stop computing distinct if buf_distinct.len() >= range.end { break; } } documents_seen += group.len(); groups.push(group); // if this sub-group does not overlap with the requested range // we must update the distinct map and its start index if buf_distinct.len() < range.start { buf_distinct.transfert_to_internal(); distinct_raw_offset = documents_seen; } // we have sort enough documents if the last document sorted is after // the end of the requested range, we can continue to the next criterion if buf_distinct.len() >= range.end { continue 'criteria; } } } } // once we classified the documents related to the current // automatons we save that as the next valid result let mut seen = BufferedDistinctMap::new(&mut distinct_map); raw_documents_processed.clear(); for document in raw_documents.into_iter().skip(distinct_raw_offset) { let filter_accepted = match &filter { Some(_) => filter_map.remove(&document.id).unwrap(), None => true, }; if filter_accepted { let key = key_cache.remove(&document.id).unwrap(); let distinct_accepted = match key { Some(key) => seen.register(key), None => seen.register_without_key(), }; if distinct_accepted && seen.len() > range.start { raw_documents_processed.push(document); if raw_documents_processed.len() == range.len() { break; } } } } // stop processing when time is running out if let Some(timeout) = timeout { if start_processing.elapsed() > timeout { break; } } } // make real documents now that we know // those must be returned let documents = raw_documents_processed .into_iter() .map(Document::from_raw) .collect(); Ok(documents) } #[cfg(test)] mod tests { use super::*; use std::collections::{BTreeSet, HashMap}; use std::iter::FromIterator; use fst::{IntoStreamer, Set}; use meilisearch_schema::SchemaAttr; use sdset::SetBuf; use tempfile::TempDir; use crate::automaton::normalize_str; use crate::database::Database; use crate::store::Index; use crate::DocIndex; fn set_from_stream<'f, I, S>(stream: I) -> Set where I: for<'a> fst::IntoStreamer<'a, Into = S, Item = &'a [u8]>, S: 'f + for<'a> fst::Streamer<'a, Item = &'a [u8]>, { let mut builder = fst::SetBuilder::memory(); builder.extend_stream(stream).unwrap(); builder.into_inner().and_then(Set::from_bytes).unwrap() } fn insert_key(set: &Set, key: &[u8]) -> Set { let unique_key = { let mut builder = fst::SetBuilder::memory(); builder.insert(key).unwrap(); builder.into_inner().and_then(Set::from_bytes).unwrap() }; let union_ = set.op().add(unique_key.into_stream()).r#union(); set_from_stream(union_) } fn sdset_into_fstset(set: &sdset::Set<&str>) -> Set { let mut builder = fst::SetBuilder::memory(); let set = SetBuf::from_dirty(set.into_iter().map(|s| normalize_str(s)).collect()); builder.extend_iter(set.into_iter()).unwrap(); builder.into_inner().and_then(Set::from_bytes).unwrap() } const fn doc_index(document_id: u64, word_index: u16) -> DocIndex { DocIndex { document_id: DocumentId(document_id), attribute: 0, word_index, char_index: 0, char_length: 0, } } const fn doc_char_index(document_id: u64, word_index: u16, char_index: u16) -> DocIndex { DocIndex { document_id: DocumentId(document_id), attribute: 0, word_index, char_index, char_length: 0, } } pub struct TempDatabase { database: Database, index: Index, _tempdir: TempDir, } impl TempDatabase { pub fn query_builder(&self) -> QueryBuilder { self.index.query_builder() } pub fn add_synonym(&mut self, word: &str, new: SetBuf<&str>) { let db = &self.database; let mut writer = db.main_write_txn().unwrap(); let word = word.to_lowercase(); let alternatives = match self .index .synonyms .synonyms(&writer, word.as_bytes()) .unwrap() { Some(alternatives) => alternatives, None => fst::Set::default(), }; let new = sdset_into_fstset(&new); let new_alternatives = set_from_stream(alternatives.op().add(new.into_stream()).r#union()); self.index .synonyms .put_synonyms(&mut writer, word.as_bytes(), &new_alternatives) .unwrap(); let synonyms = match self.index.main.synonyms_fst(&writer).unwrap() { Some(synonyms) => synonyms, None => fst::Set::default(), }; let synonyms_fst = insert_key(&synonyms, word.as_bytes()); self.index .main .put_synonyms_fst(&mut writer, &synonyms_fst) .unwrap(); writer.commit().unwrap(); } } impl<'a> FromIterator<(&'a str, &'a [DocIndex])> for TempDatabase { fn from_iter>(iter: I) -> Self { let tempdir = TempDir::new().unwrap(); let database = Database::open_or_create(&tempdir).unwrap(); let index = database.create_index("default").unwrap(); let db = &database; let mut writer = db.main_write_txn().unwrap(); let mut words_fst = BTreeSet::new(); let mut postings_lists = HashMap::new(); let mut fields_counts = HashMap::<_, u16>::new(); for (word, indexes) in iter { let word = word.to_lowercase().into_bytes(); words_fst.insert(word.clone()); postings_lists .entry(word) .or_insert_with(Vec::new) .extend_from_slice(indexes); for idx in indexes { fields_counts.insert((idx.document_id, idx.attribute, idx.word_index), 1); } } let words_fst = Set::from_iter(words_fst).unwrap(); index.main.put_words_fst(&mut writer, &words_fst).unwrap(); for (word, postings_list) in postings_lists { let postings_list = SetBuf::from_dirty(postings_list); index .postings_lists .put_postings_list(&mut writer, &word, &postings_list) .unwrap(); } for ((docid, attr, _), count) in fields_counts { let prev = index .documents_fields_counts .document_field_count(&mut writer, docid, SchemaAttr(attr)) .unwrap(); let prev = prev.unwrap_or(0); index .documents_fields_counts .put_document_field_count(&mut writer, docid, SchemaAttr(attr), prev + count) .unwrap(); } writer.commit().unwrap(); TempDatabase { database, index, _tempdir: tempdir, } } } #[test] fn simple() { let store = TempDatabase::from_iter(vec![ ("iphone", &[doc_char_index(0, 0, 0)][..]), ("from", &[doc_char_index(0, 1, 1)][..]), ("apple", &[doc_char_index(0, 2, 2)][..]), ]); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "iphone from apple", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, .. })); assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn simple_synonyms() { let mut store = TempDatabase::from_iter(vec![("hello", &[doc_index(0, 0)][..])]); store.add_synonym("bonjour", SetBuf::from_dirty(vec!["hello"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "hello", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "bonjour", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn prefix_synonyms() { let mut store = TempDatabase::from_iter(vec![("hello", &[doc_index(0, 0)][..])]); store.add_synonym("bonjour", SetBuf::from_dirty(vec!["hello"])); store.add_synonym("salut", SetBuf::from_dirty(vec!["hello"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "sal", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "bonj", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "sal blabla", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "bonj blabla", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), None); } #[test] fn levenshtein_synonyms() { let mut store = TempDatabase::from_iter(vec![("hello", &[doc_index(0, 0)][..])]); store.add_synonym("salutation", SetBuf::from_dirty(vec!["hello"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "salutution", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "saluttion", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn harder_synonyms() { let mut store = TempDatabase::from_iter(vec![ ("hello", &[doc_index(0, 0)][..]), ("bonjour", &[doc_index(1, 3)]), ("salut", &[doc_index(2, 5)]), ]); store.add_synonym("hello", SetBuf::from_dirty(vec!["bonjour", "salut"])); store.add_synonym("bonjour", SetBuf::from_dirty(vec!["hello", "salut"])); store.add_synonym("salut", SetBuf::from_dirty(vec!["hello", "bonjour"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "hello", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 3, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(2), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 5, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "bonjour", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 3, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(2), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 5, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "salut", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 3, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(2), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 5, .. })); assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); } #[test] /// Unique word has multi-word synonyms fn unique_to_multiword_synonyms() { let mut store = TempDatabase::from_iter(vec![ ("new", &[doc_char_index(0, 0, 0)][..]), ("york", &[doc_char_index(0, 1, 1)][..]), ("city", &[doc_char_index(0, 2, 2)][..]), ("subway", &[doc_char_index(0, 3, 3)][..]), ("NY", &[doc_char_index(1, 0, 0)][..]), ("subway", &[doc_char_index(1, 1, 1)][..]), ]); store.add_synonym( "NY", SetBuf::from_dirty(vec!["NYC", "new york", "new york city"]), ); store.add_synonym( "NYC", SetBuf::from_dirty(vec!["NY", "new york", "new york city"]), ); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "NY subway", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NY ± new assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NY ± york assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // NY ± city assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // subway assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // subway assert_matches!(iter.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "NYC subway", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NYC ± new assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NYC ± york assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // NYC ± city assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // subway assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // subway assert_matches!(iter.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), None); } #[test] fn unique_to_multiword_synonyms_words_proximity() { let mut store = TempDatabase::from_iter(vec![ ("new", &[doc_char_index(0, 0, 0)][..]), ("york", &[doc_char_index(0, 1, 1)][..]), ("city", &[doc_char_index(0, 2, 2)][..]), ("subway", &[doc_char_index(0, 3, 3)][..]), ("york", &[doc_char_index(1, 0, 0)][..]), ("new", &[doc_char_index(1, 1, 1)][..]), ("subway", &[doc_char_index(1, 2, 2)][..]), ("NY", &[doc_char_index(2, 0, 0)][..]), ("subway", &[doc_char_index(2, 1, 1)][..]), ]); store.add_synonym("NY", SetBuf::from_dirty(vec!["york new"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "NY", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(2), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); // NY ± york assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, .. })); // NY ± new assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); // york = NY assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, .. })); // new = NY assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 1, .. })); // york = NY assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 0, .. })); // new = NY assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "new york", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, .. })); // york assert_matches!(matches.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 1, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 0, .. })); // new assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn unique_to_multiword_synonyms_cumulative_word_index() { let mut store = TempDatabase::from_iter(vec![ ("NY", &[doc_char_index(0, 0, 0)][..]), ("subway", &[doc_char_index(0, 1, 1)][..]), ("new", &[doc_char_index(1, 0, 0)][..]), ("york", &[doc_char_index(1, 1, 1)][..]), ("subway", &[doc_char_index(1, 2, 2)][..]), ]); store.add_synonym("new york", SetBuf::from_dirty(vec!["NY"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "NY subway", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NY assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // subway assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 2, is_exact: true, .. })); // subway assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "new york subway", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new = NY assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york = NY assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // subway assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // subway assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); } #[test] /// Unique word has multi-word synonyms fn harder_unique_to_multiword_synonyms_one() { let mut store = TempDatabase::from_iter(vec![ ("new", &[doc_char_index(0, 0, 0)][..]), ("york", &[doc_char_index(0, 1, 1)][..]), ("city", &[doc_char_index(0, 2, 2)][..]), ("yellow", &[doc_char_index(0, 3, 3)][..]), ("subway", &[doc_char_index(0, 4, 4)][..]), ("broken", &[doc_char_index(0, 5, 5)][..]), ("NY", &[doc_char_index(1, 0, 0)][..]), ("blue", &[doc_char_index(1, 1, 1)][..]), ("subway", &[doc_char_index(1, 2, 2)][..]), ]); store.add_synonym( "NY", SetBuf::from_dirty(vec!["NYC", "new york", "new york city"]), ); store.add_synonym( "NYC", SetBuf::from_dirty(vec!["NY", "new york", "new york city"]), ); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "NY subway", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: true, .. })); // subway assert_matches!(iter.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: true, .. })); // subway assert_matches!(iter.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "NYC subway", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // NYC // because one-word to one-word ^^^^ assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: true, .. })); // subway assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: true, .. })); // subway assert_matches!(iter.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), None); } #[test] /// Unique word has multi-word synonyms fn even_harder_unique_to_multiword_synonyms() { let mut store = TempDatabase::from_iter(vec![ ("new", &[doc_char_index(0, 0, 0)][..]), ("york", &[doc_char_index(0, 1, 1)][..]), ("city", &[doc_char_index(0, 2, 2)][..]), ("yellow", &[doc_char_index(0, 3, 3)][..]), ("underground", &[doc_char_index(0, 4, 4)][..]), ("train", &[doc_char_index(0, 5, 5)][..]), ("broken", &[doc_char_index(0, 6, 6)][..]), ("NY", &[doc_char_index(1, 0, 0)][..]), ("blue", &[doc_char_index(1, 1, 1)][..]), ("subway", &[doc_char_index(1, 2, 2)][..]), ]); store.add_synonym( "NY", SetBuf::from_dirty(vec!["NYC", "new york", "new york city"]), ); store.add_synonym( "NYC", SetBuf::from_dirty(vec!["NY", "new york", "new york city"]), ); store.add_synonym("subway", SetBuf::from_dirty(vec!["underground train"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "NY subway broken", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: false, .. })); // underground = subway assert_matches!(iter.next(), Some(TmpMatch { query_index: 4, word_index: 5, is_exact: false, .. })); // train = subway assert_matches!(iter.next(), Some(TmpMatch { query_index: 5, word_index: 6, is_exact: true, .. })); // broken assert_matches!(iter.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city = NY assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: true, .. })); // underground = subway assert_matches!(iter.next(), Some(TmpMatch { query_index: 4, word_index: 5, is_exact: true, .. })); // train = subway assert_matches!(iter.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "NYC subway", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city = NYC // because one-word to one-word ^^^^ assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: true, .. })); // underground = subway assert_matches!(iter.next(), Some(TmpMatch { query_index: 4, word_index: 5, is_exact: true, .. })); // train = subway assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city = NYC assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: false, .. })); // underground = subway assert_matches!(iter.next(), Some(TmpMatch { query_index: 4, word_index: 5, is_exact: false, .. })); // train = subway assert_matches!(iter.next(), None); // position rewritten ^ }); assert_matches!(iter.next(), None); } #[test] /// Multi-word has multi-word synonyms fn multiword_to_multiword_synonyms() { let mut store = TempDatabase::from_iter(vec![ ("NY", &[doc_char_index(0, 0, 0)][..]), ("subway", &[doc_char_index(0, 1, 1)][..]), ("NYC", &[doc_char_index(1, 0, 0)][..]), ("blue", &[doc_char_index(1, 1, 1)][..]), ("subway", &[doc_char_index(1, 2, 2)][..]), ("broken", &[doc_char_index(1, 3, 3)][..]), ("new", &[doc_char_index(2, 0, 0)][..]), ("york", &[doc_char_index(2, 1, 1)][..]), ("underground", &[doc_char_index(2, 2, 2)][..]), ("train", &[doc_char_index(2, 3, 3)][..]), ("broken", &[doc_char_index(2, 4, 4)][..]), ]); store.add_synonym( "new york", SetBuf::from_dirty(vec!["NYC", "NY", "new york city"]), ); store.add_synonym( "new york city", SetBuf::from_dirty(vec!["NYC", "NY", "new york"]), ); store.add_synonym("underground train", SetBuf::from_dirty(vec!["subway"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder .query(&reader, "new york underground train broken", 0..20) .unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(2), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // underground assert_matches!(matches.next(), Some(TmpMatch { query_index: 4, word_index: 4, is_exact: true, .. })); // train assert_matches!(matches.next(), Some(TmpMatch { query_index: 5, word_index: 5, is_exact: true, .. })); // broken assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NYC = new assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NYC = york assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // NYC = city assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: true, .. })); // subway = underground assert_matches!(iter.next(), Some(TmpMatch { query_index: 4, word_index: 5, is_exact: true, .. })); // subway = train assert_matches!(iter.next(), Some(TmpMatch { query_index: 5, word_index: 6, is_exact: true, .. })); // broken assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NY = new assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NY = york assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // NY = city assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // subway = underground assert_matches!(iter.next(), Some(TmpMatch { query_index: 4, word_index: 4, is_exact: true, .. })); // subway = train assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder .query(&reader, "new york city underground train broken", 0..20) .unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(2), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // underground assert_matches!(matches.next(), Some(TmpMatch { query_index: 4, word_index: 4, is_exact: true, .. })); // train assert_matches!(matches.next(), Some(TmpMatch { query_index: 5, word_index: 5, is_exact: true, .. })); // broken assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NYC = new assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NYC = new assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NYC = york assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NYC = york assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // NYC = city assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 4, is_exact: true, .. })); // subway = underground assert_matches!(iter.next(), Some(TmpMatch { query_index: 4, word_index: 5, is_exact: true, .. })); // subway = train assert_matches!(iter.next(), Some(TmpMatch { query_index: 5, word_index: 6, is_exact: true, .. })); // broken assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NY = new assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // NY = new assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NY = york assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // NY = york assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // NY = city assert_matches!(iter.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // subway = underground assert_matches!(iter.next(), Some(TmpMatch { query_index: 4, word_index: 4, is_exact: true, .. })); // subway = train assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn intercrossed_multiword_synonyms() { let mut store = TempDatabase::from_iter(vec![ ("new", &[doc_index(0, 0)][..]), ("york", &[doc_index(0, 1)][..]), ("big", &[doc_index(0, 2)][..]), ("city", &[doc_index(0, 3)][..]), ]); store.add_synonym("new york", SetBuf::from_dirty(vec!["new york city"])); store.add_synonym("new york city", SetBuf::from_dirty(vec!["new york"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "new york big ", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: false, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 4, is_exact: false, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // big assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); let mut store = TempDatabase::from_iter(vec![ ("NY", &[doc_index(0, 0)][..]), ("city", &[doc_index(0, 1)][..]), ("subway", &[doc_index(0, 2)][..]), ("NY", &[doc_index(1, 0)][..]), ("subway", &[doc_index(1, 1)][..]), ("NY", &[doc_index(2, 0)][..]), ("york", &[doc_index(2, 1)][..]), ("city", &[doc_index(2, 2)][..]), ("subway", &[doc_index(2, 3)][..]), ]); store.add_synonym("NY", SetBuf::from_dirty(vec!["new york city story"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "NY subway ", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // story assert_matches!(matches.next(), Some(TmpMatch { query_index: 4, word_index: 4, is_exact: true, .. })); // subway assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 4, word_index: 3, is_exact: true, .. })); // subway assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(2), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: false, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: false, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city assert_matches!(matches.next(), Some(TmpMatch { query_index: 4, word_index: 3, is_exact: true, .. })); // subway assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn cumulative_word_indices() { let mut store = TempDatabase::from_iter(vec![ ("NYC", &[doc_index(0, 0)][..]), ("long", &[doc_index(0, 1)][..]), ("subway", &[doc_index(0, 2)][..]), ("cool", &[doc_index(0, 3)][..]), ]); store.add_synonym("new york city", SetBuf::from_dirty(vec!["NYC"])); store.add_synonym("subway", SetBuf::from_dirty(vec!["underground train"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder .query(&reader, "new york city long subway cool ", 0..20) .unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut matches = matches.into_iter(); assert_matches!(matches.next(), Some(TmpMatch { query_index: 0, word_index: 0, is_exact: true, .. })); // new = NYC assert_matches!(matches.next(), Some(TmpMatch { query_index: 1, word_index: 1, is_exact: true, .. })); // york = NYC assert_matches!(matches.next(), Some(TmpMatch { query_index: 2, word_index: 2, is_exact: true, .. })); // city = NYC assert_matches!(matches.next(), Some(TmpMatch { query_index: 3, word_index: 3, is_exact: true, .. })); // long assert_matches!(matches.next(), Some(TmpMatch { query_index: 4, word_index: 4, is_exact: true, .. })); // subway = underground assert_matches!(matches.next(), Some(TmpMatch { query_index: 5, word_index: 5, is_exact: true, .. })); // subway = train assert_matches!(matches.next(), Some(TmpMatch { query_index: 6, word_index: 6, is_exact: true, .. })); // cool assert_matches!(matches.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn deunicoded_synonyms() { let mut store = TempDatabase::from_iter(vec![ ("telephone", &[doc_index(0, 0)][..]), // meilisearch indexes the unidecoded ("téléphone", &[doc_index(0, 0)][..]), // and the original words on the same DocIndex ("iphone", &[doc_index(1, 0)][..]), ]); store.add_synonym("téléphone", SetBuf::from_dirty(vec!["iphone"])); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "telephone", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, .. })); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, .. })); assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, .. })); assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "téléphone", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, .. })); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, .. })); assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, .. })); assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), None); let builder = store.query_builder(); let results = builder.query(&reader, "télephone", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, .. })); assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, distance: 1, word_index: 0, is_exact: false, .. })); // iphone assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, distance: 1, word_index: 0, is_exact: false, .. })); // téléphone assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn simple_concatenation() { let store = TempDatabase::from_iter(vec![ ("iphone", &[doc_index(0, 0)][..]), ("case", &[doc_index(0, 1)][..]), ]); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "i phone case", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, distance: 0, .. })); // iphone assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 1, distance: 0, .. })); // iphone assert_matches!(iter.next(), Some(TmpMatch { query_index: 1, word_index: 0, distance: 1, .. })); // phone assert_matches!(iter.next(), Some(TmpMatch { query_index: 2, word_index: 2, distance: 0, .. })); // case assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn simple_phrase_query_splitting() { let store = TempDatabase::from_iter(vec![ ("search", &[doc_index(0, 0)][..]), ("engine", &[doc_index(0, 1)][..]), ("search", &[doc_index(1, 0)][..]), ("slow", &[doc_index(1, 1)][..]), ("engine", &[doc_index(1, 2)][..]), ]); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "searchengine", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 0, distance: 0, .. })); // search assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 1, distance: 0, .. })); // engine assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), None); } #[test] fn harder_phrase_query_splitting() { let store = TempDatabase::from_iter(vec![ ("search", &[doc_index(0, 0)][..]), ("search", &[doc_index(0, 1)][..]), ("engine", &[doc_index(0, 2)][..]), ("search", &[doc_index(1, 0)][..]), ("slow", &[doc_index(1, 1)][..]), ("search", &[doc_index(1, 2)][..]), ("engine", &[doc_index(1, 3)][..]), ("search", &[doc_index(1, 0)][..]), ("search", &[doc_index(1, 1)][..]), ("slow", &[doc_index(1, 2)][..]), ("engine", &[doc_index(1, 3)][..]), ]); let db = &store.database; let reader = db.main_read_txn().unwrap(); let builder = store.query_builder(); let results = builder.query(&reader, "searchengine", 0..20).unwrap(); let mut iter = results.into_iter(); assert_matches!(iter.next(), Some(Document { id: DocumentId(0), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 1, distance: 0, .. })); // search assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 2, distance: 0, .. })); // engine assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), Some(Document { id: DocumentId(1), matches, .. }) => { let mut iter = matches.into_iter(); assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 2, distance: 0, .. })); // search assert_matches!(iter.next(), Some(TmpMatch { query_index: 0, word_index: 3, distance: 0, .. })); // engine assert_matches!(iter.next(), None); }); assert_matches!(iter.next(), None); } }