MeiliSearch/crates/milli/tests/search/typo_tolerance.rs

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use std::collections::BTreeSet;
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use bumpalo::Bump;
use heed::EnvOpenOptions;
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use milli::documents::mmap_from_objects;
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use milli::progress::Progress;
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use milli::update::new::indexer;
use milli::update::{IndexDocumentsMethod, IndexerConfig, Settings};
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use milli::vector::EmbeddingConfigs;
use milli::{Criterion, Index, Object, Search, TermsMatchingStrategy};
use serde_json::from_value;
use tempfile::tempdir;
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use ureq::json;
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use Criterion::*;
#[test]
fn test_typo_tolerance_one_typo() {
let criteria = [Typo];
let index = super::setup_search_index_with_criteria(&criteria);
// basic typo search with default typo settings
{
let txn = index.read_txn().unwrap();
let mut search = Search::new(&txn, &index);
search.query("zeal");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
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let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 1);
let mut search = Search::new(&txn, &index);
search.query("zean");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
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let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 0);
}
let mut txn = index.write_txn().unwrap();
let config = IndexerConfig::default();
let mut builder = Settings::new(&mut txn, &index, &config);
builder.set_min_word_len_one_typo(4);
builder.execute(|_| (), || false).unwrap();
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// typo is now supported for 4 letters words
let mut search = Search::new(&txn, &index);
search.query("zean");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
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let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 1);
}
#[test]
fn test_typo_tolerance_two_typo() {
let criteria = [Typo];
let index = super::setup_search_index_with_criteria(&criteria);
// basic typo search with default typo settings
{
let txn = index.read_txn().unwrap();
let mut search = Search::new(&txn, &index);
search.query("zealand");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
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let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 1);
let mut search = Search::new(&txn, &index);
search.query("zealemd");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
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let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 0);
}
let mut txn = index.write_txn().unwrap();
let config = IndexerConfig::default();
let mut builder = Settings::new(&mut txn, &index, &config);
builder.set_min_word_len_two_typos(7);
builder.execute(|_| (), || false).unwrap();
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// typo is now supported for 4 letters words
let mut search = Search::new(&txn, &index);
search.query("zealemd");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
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let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 1);
}
#[test]
fn test_typo_disabled_on_word() {
let tmp = tempdir().unwrap();
let mut options = EnvOpenOptions::new();
options.map_size(4096 * 100);
let index = Index::new(options, tmp.path()).unwrap();
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let doc1: Object = from_value(json!({ "id": 1usize, "data": "zealand" })).unwrap();
let doc2: Object = from_value(json!({ "id": 2usize, "data": "zearand" })).unwrap();
let documents = mmap_from_objects(vec![doc1, doc2]);
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let mut wtxn = index.write_txn().unwrap();
let rtxn = index.read_txn().unwrap();
let config = IndexerConfig::default();
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let db_fields_ids_map = index.fields_ids_map(&rtxn).unwrap();
let mut new_fields_ids_map = db_fields_ids_map.clone();
let embedders = EmbeddingConfigs::default();
let mut indexer = indexer::DocumentOperation::new(IndexDocumentsMethod::ReplaceDocuments);
indexer.add_documents(&documents).unwrap();
let indexer_alloc = Bump::new();
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let (document_changes, _operation_stats, primary_key) = indexer
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.into_changes(
&indexer_alloc,
&index,
&rtxn,
None,
&mut new_fields_ids_map,
&|| false,
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Progress::default(),
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)
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.unwrap();
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indexer::index(
&mut wtxn,
&index,
&milli::ThreadPoolNoAbortBuilder::new().build().unwrap(),
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config.grenad_parameters(),
&db_fields_ids_map,
new_fields_ids_map,
primary_key,
&document_changes,
embedders,
&|| false,
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&Progress::default(),
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)
.unwrap();
wtxn.commit().unwrap();
// basic typo search with default typo settings
{
let txn = index.read_txn().unwrap();
let mut search = Search::new(&txn, &index);
search.query("zealand");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 2);
}
let mut txn = index.write_txn().unwrap();
let config = IndexerConfig::default();
let mut builder = Settings::new(&mut txn, &index, &config);
let mut exact_words = BTreeSet::new();
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// `zealand` doesn't allow typos anymore
exact_words.insert("zealand".to_string());
builder.set_exact_words(exact_words);
builder.execute(|_| (), || false).unwrap();
let mut search = Search::new(&txn, &index);
search.query("zealand");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 1);
}
#[test]
fn test_disable_typo_on_attribute() {
let criteria = [Typo];
let index = super::setup_search_index_with_criteria(&criteria);
// basic typo search with default typo settings
{
let txn = index.read_txn().unwrap();
let mut search = Search::new(&txn, &index);
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// typo in `antebel(l)um`
search.query("antebelum");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 1);
}
let mut txn = index.write_txn().unwrap();
let config = IndexerConfig::default();
let mut builder = Settings::new(&mut txn, &index, &config);
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// disable typos on `description`
builder.set_exact_attributes(vec!["description".to_string()].into_iter().collect());
builder.execute(|_| (), || false).unwrap();
let mut search = Search::new(&txn, &index);
search.query("antebelum");
search.limit(10);
search.terms_matching_strategy(TermsMatchingStrategy::default());
let result = search.execute().unwrap();
assert_eq!(result.documents_ids.len(), 0);
}