meilisearch/meilisearch-http/src/index/search.rs

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Rust
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use std::borrow::Cow;
use std::collections::{BTreeMap, HashMap, HashSet, VecDeque};
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use std::time::Instant;
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use anyhow::bail;
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use either::Either;
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use heed::RoTxn;
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use indexmap::IndexMap;
use itertools::Itertools;
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use meilisearch_tokenizer::{Analyzer, AnalyzerConfig, Token};
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use milli::{FilterCondition, FieldId, FieldsIdsMap, MatchingWords};
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use serde::{Deserialize, Serialize};
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use serde_json::Value;
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use super::Index;
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pub type Document = IndexMap<String, Value>;
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pub const DEFAULT_SEARCH_LIMIT: usize = 20;
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const fn default_search_limit() -> usize {
DEFAULT_SEARCH_LIMIT
}
pub const DEFAULT_CROP_LENGTH: usize = 200;
const fn default_crop_length() -> usize {
DEFAULT_CROP_LENGTH
}
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#[derive(Deserialize)]
#[serde(rename_all = "camelCase", deny_unknown_fields)]
pub struct SearchQuery {
pub q: Option<String>,
pub offset: Option<usize>,
#[serde(default = "default_search_limit")]
pub limit: usize,
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pub attributes_to_retrieve: Option<HashSet<String>>,
pub attributes_to_crop: Option<Vec<String>>,
#[serde(default = "default_crop_length")]
pub crop_length: usize,
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pub attributes_to_highlight: Option<HashSet<String>>,
pub matches: Option<bool>,
pub filter: Option<Value>,
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pub facet_distributions: Option<Vec<String>>,
}
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#[derive(Debug, Clone, Serialize)]
pub struct SearchHit {
#[serde(flatten)]
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pub document: Document,
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#[serde(rename = "_formatted", skip_serializing_if = "Document::is_empty")]
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pub formatted: Document,
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}
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#[derive(Serialize)]
#[serde(rename_all = "camelCase")]
pub struct SearchResult {
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pub hits: Vec<SearchHit>,
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pub nb_hits: u64,
pub exhaustive_nb_hits: bool,
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pub query: String,
pub limit: usize,
pub offset: usize,
pub processing_time_ms: u128,
#[serde(skip_serializing_if = "Option::is_none")]
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pub facet_distributions: Option<BTreeMap<String, BTreeMap<String, u64>>>,
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}
impl Index {
pub fn perform_search(&self, query: SearchQuery) -> anyhow::Result<SearchResult> {
let before_search = Instant::now();
let rtxn = self.read_txn()?;
let mut search = self.search(&rtxn);
if let Some(ref query) = query.q {
search.query(query);
}
search.limit(query.limit);
search.offset(query.offset.unwrap_or_default());
if let Some(ref filter) = query.filter {
if let Some(facets) = parse_facets(filter, self, &rtxn)? {
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search.filter(facets);
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}
}
let milli::SearchResult {
documents_ids,
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matching_words,
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candidates,
..
} = search.execute()?;
let mut documents = Vec::new();
let fields_ids_map = self.fields_ids_map(&rtxn).unwrap();
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let displayed_ids = self
.displayed_fields_ids(&rtxn)?
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.map(|fields| fields.into_iter().collect::<HashSet<_>>())
.unwrap_or_else(|| fields_ids_map.iter().map(|(id, _)| id).collect());
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let fids = |attrs: &HashSet<String>| {
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let mut ids = HashSet::new();
for attr in attrs {
if attr == "*" {
ids = displayed_ids.clone();
break;
}
if let Some(id) = fields_ids_map.id(attr) {
ids.insert(id);
}
}
ids
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};
let to_retrieve_ids = query
.attributes_to_retrieve
.as_ref()
.map(fids)
.unwrap_or_else(|| displayed_ids.clone());
let to_highlight_ids = query
.attributes_to_highlight
.as_ref()
.map(fids)
.unwrap_or_default();
let to_crop_ids_length = query
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.attributes_to_crop
.as_ref()
.map(|attributes: &Vec<String>| {
let mut ids_length_crop = HashMap::new();
for attribute in attributes {
let mut attr_name = attribute.clone();
let mut attr_len = Some(query.crop_length);
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if attr_name.contains(':') {
let mut split = attr_name.rsplit(':');
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attr_len = match split.next() {
Some(s) => s.parse::<usize>().ok(),
None => None,
};
attr_name = split.flat_map(|s| s.chars()).collect();
}
if attr_name == "*" {
let ids = displayed_ids.clone();
for id in ids {
ids_length_crop.insert(id, attr_len);
}
}
if let Some(id) = fields_ids_map.id(&attr_name) {
ids_length_crop.insert(id, attr_len);
}
}
ids_length_crop
})
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.unwrap_or_default();
let to_crop_ids = to_crop_ids_length
.clone()
.into_iter()
.map(|(k, _)| k)
.collect::<HashSet<_>>();
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// The attributes to retrieve are:
// - the ones explicitly marked as to retrieve that are also in the displayed attributes
let all_attributes: Vec<_> = to_retrieve_ids
.intersection(&displayed_ids)
.cloned()
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.sorted()
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.collect();
// The formatted attributes are:
// - The one in either highlighted attributes or cropped attributes if there are attributes
// to retrieve
// - All the attributes to retrieve if there are either highlighted or cropped attributes
// the request specified that all attributes are to retrieve (i.e attributes to retrieve is
// empty in the query)
let all_formatted = if query.attributes_to_retrieve.is_none() {
if query.attributes_to_highlight.is_some() || query.attributes_to_crop.is_some() {
Cow::Borrowed(&all_attributes)
} else {
Cow::Owned(Vec::new())
}
} else {
let attrs = (&to_crop_ids | &to_highlight_ids)
.intersection(&displayed_ids)
.cloned()
.collect::<Vec<_>>();
Cow::Owned(attrs)
};
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let stop_words = fst::Set::default();
let formatter =
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Formatter::new(&stop_words, (String::from("<em>"), String::from("</em>")));
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for (_id, obkv) in self.documents(&rtxn, documents_ids)? {
let document = make_document(&all_attributes, &fields_ids_map, obkv)?;
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let formatted = compute_formatted(
&fields_ids_map,
obkv,
&formatter,
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&matching_words,
all_formatted.as_ref().as_slice(),
&to_highlight_ids,
&to_crop_ids_length,
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)?;
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let hit = SearchHit {
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document,
formatted,
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};
documents.push(hit);
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}
let nb_hits = candidates.len();
let facet_distributions = match query.facet_distributions {
Some(ref fields) => {
let mut facet_distribution = self.facets_distribution(&rtxn);
if fields.iter().all(|f| f != "*") {
facet_distribution.facets(fields);
}
Some(facet_distribution.candidates(candidates).execute()?)
}
None => None,
};
let result = SearchResult {
exhaustive_nb_hits: false, // not implemented yet
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hits: documents,
nb_hits,
query: query.q.clone().unwrap_or_default(),
limit: query.limit,
offset: query.offset.unwrap_or_default(),
processing_time_ms: before_search.elapsed().as_millis(),
facet_distributions,
};
Ok(result)
}
}
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fn make_document(
attributes_to_retrieve: &[FieldId],
field_ids_map: &FieldsIdsMap,
obkv: obkv::KvReader,
) -> anyhow::Result<Document> {
let mut document = Document::new();
for attr in attributes_to_retrieve {
if let Some(value) = obkv.get(*attr) {
let value = serde_json::from_slice(value)?;
// This unwrap must be safe since we got the ids from the fields_ids_map just
// before.
let key = field_ids_map
.name(*attr)
.expect("Missing field name")
.to_string();
document.insert(key, value);
}
}
Ok(document)
}
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fn compute_formatted<A: AsRef<[u8]>>(
field_ids_map: &FieldsIdsMap,
obkv: obkv::KvReader,
formatter: &Formatter<A>,
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matching_words: &impl Matcher,
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all_formatted: &[FieldId],
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to_highlight_fields: &HashSet<FieldId>,
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to_crop_fields: &HashMap<FieldId, Option<usize>>,
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) -> anyhow::Result<Document> {
let mut document = Document::new();
for field in all_formatted {
if let Some(value) = obkv.get(*field) {
let mut value: Value = serde_json::from_slice(value)?;
value = formatter.format_value(
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value,
matching_words,
to_crop_fields.get(field).copied().flatten(),
to_highlight_fields.contains(field),
);
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// This unwrap must be safe since we got the ids from the fields_ids_map just
// before.
let key = field_ids_map
.name(*field)
.expect("Missing field name")
.to_string();
document.insert(key, value);
}
}
Ok(document)
}
/// trait to allow unit testing of `compute_formatted`
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trait Matcher {
fn matches(&self, w: &str) -> bool;
}
#[cfg(test)]
impl Matcher for HashSet<String> {
fn matches(&self, w: &str) -> bool {
self.contains(w)
}
}
impl Matcher for MatchingWords {
fn matches(&self, w: &str) -> bool {
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self.matching_bytes(w).is_some()
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}
}
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struct Formatter<'a, A> {
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analyzer: Analyzer<'a, A>,
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marks: (String, String),
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}
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impl<'a, A: AsRef<[u8]>> Formatter<'a, A> {
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pub fn new(stop_words: &'a fst::Set<A>, marks: (String, String)) -> Self {
let mut config = AnalyzerConfig::default();
config.stop_words(stop_words);
let analyzer = Analyzer::new(config);
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Self { analyzer, marks }
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}
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fn format_value(
&self,
value: Value,
matcher: &impl Matcher,
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need_to_crop: Option<usize>,
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need_to_highlight: bool,
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) -> Value {
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match value {
Value::String(old_string) => {
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let value =
self.format_string(old_string, matcher, need_to_crop, need_to_highlight);
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Value::String(value)
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}
Value::Array(values) => Value::Array(
values
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.into_iter()
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.map(|v| self.format_value(v, matcher, None, need_to_highlight))
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.collect(),
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),
Value::Object(object) => Value::Object(
object
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.into_iter()
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.map(|(k, v)| (k, self.format_value(v, matcher, None, need_to_highlight)))
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.collect(),
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),
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value => value,
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}
}
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fn format_string(
&self,
s: String,
matcher: &impl Matcher,
need_to_crop: Option<usize>,
need_to_highlight: bool,
) -> String {
let analyzed = self.analyzer.analyze(&s);
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let tokens: Box<dyn Iterator<Item = (&str, Token)>> = match need_to_crop {
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Some(crop_len) => {
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let mut buffer = VecDeque::new();
let mut tokens = analyzed.reconstruct().peekable();
let mut taken_before = 0;
while let Some((word, token)) = tokens.next_if(|(_, token)| !matcher.matches(token.text())) {
buffer.push_back((word, token));
taken_before += word.chars().count();
while taken_before > crop_len {
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// Around to the previous word
if let Some((word, _)) = buffer.front() {
if taken_before - word.chars().count() < crop_len {
break;
}
}
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if let Some((word, _)) = buffer.pop_front() {
taken_before -= word.chars().count();
}
}
}
if let Some(token) = tokens.next() {
buffer.push_back(token);
}
let mut taken_after = 0;
let after_iter = tokens
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.take_while(move |(word, _)| {
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let take = taken_after < crop_len;
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taken_after += word.chars().count();
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take
});
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let iter = buffer
.into_iter()
.chain(after_iter);
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Box::new(iter)
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}
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None => Box::new(analyzed.reconstruct()),
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};
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tokens
.map(|(word, token)| {
if need_to_highlight && token.is_word() && matcher.matches(token.text()) {
let mut new_word = String::new();
new_word.push_str(&self.marks.0);
new_word.push_str(&word);
new_word.push_str(&self.marks.1);
new_word
} else {
word.to_string()
}
})
.collect::<String>()
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}
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}
fn parse_facets(
facets: &Value,
index: &Index,
txn: &RoTxn,
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) -> anyhow::Result<Option<FilterCondition>> {
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match facets {
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Value::String(expr) => Ok(Some(FilterCondition::from_str(txn, index, expr)?)),
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Value::Array(arr) => parse_facets_array(txn, index, arr),
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v => bail!("Invalid facet expression, expected Array, found: {:?}", v),
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}
}
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fn parse_facets_array(
txn: &RoTxn,
index: &Index,
arr: &[Value],
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) -> anyhow::Result<Option<FilterCondition>> {
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let mut ands = Vec::new();
for value in arr {
match value {
Value::String(s) => ands.push(Either::Right(s.clone())),
Value::Array(arr) => {
let mut ors = Vec::new();
for value in arr {
match value {
Value::String(s) => ors.push(s.clone()),
v => bail!("Invalid facet expression, expected String, found: {:?}", v),
}
}
ands.push(Either::Left(ors));
}
v => bail!(
"Invalid facet expression, expected String or [String], found: {:?}",
v
),
}
}
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FilterCondition::from_array(txn, &index.0, ands)
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}
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#[cfg(test)]
mod test {
use std::iter::FromIterator;
use super::*;
#[test]
fn no_formatted() {
let stop_words = fst::Set::default();
let formatter =
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Formatter::new(&stop_words, (String::from("<em>"), String::from("</em>")));
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let mut fields = FieldsIdsMap::new();
let id = fields.insert("test").unwrap();
let mut buf = Vec::new();
let mut obkv = obkv::KvWriter::new(&mut buf);
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obkv.insert(id, Value::String("hello".into()).to_string().as_bytes())
.unwrap();
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obkv.finish().unwrap();
let obkv = obkv::KvReader::new(&buf);
let all_formatted = Vec::new();
let to_highlight_ids = HashSet::new();
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let to_crop_ids = HashMap::new();
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let matching_words = MatchingWords::default();
let value = compute_formatted(
&fields,
obkv,
&formatter,
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&matching_words,
&all_formatted,
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&to_highlight_ids,
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&to_crop_ids,
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)
.unwrap();
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assert!(value.is_empty());
}
#[test]
fn formatted_no_highlight() {
let stop_words = fst::Set::default();
let formatter =
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Formatter::new(&stop_words, (String::from("<em>"), String::from("</em>")));
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let mut fields = FieldsIdsMap::new();
let id = fields.insert("test").unwrap();
let mut buf = Vec::new();
let mut obkv = obkv::KvWriter::new(&mut buf);
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obkv.insert(id, Value::String("hello".into()).to_string().as_bytes())
.unwrap();
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obkv.finish().unwrap();
let obkv = obkv::KvReader::new(&buf);
let all_formatted = vec![id];
let to_highlight_ids = HashSet::new();
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let to_crop_ids = HashMap::new();
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let matching_words = MatchingWords::default();
let value = compute_formatted(
&fields,
obkv,
&formatter,
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&matching_words,
&all_formatted,
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&to_highlight_ids,
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&to_crop_ids,
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)
.unwrap();
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assert_eq!(value["test"], "hello");
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}
#[test]
fn formatted_with_highlight() {
let stop_words = fst::Set::default();
let formatter =
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Formatter::new(&stop_words, (String::from("<em>"), String::from("</em>")));
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let mut fields = FieldsIdsMap::new();
let id = fields.insert("test").unwrap();
let mut buf = Vec::new();
let mut obkv = obkv::KvWriter::new(&mut buf);
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obkv.insert(id, Value::String("hello".into()).to_string().as_bytes())
.unwrap();
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obkv.finish().unwrap();
let obkv = obkv::KvReader::new(&buf);
let all_formatted = vec![id];
let to_highlight_ids = HashSet::from_iter(Some(id));
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let to_crop_ids = HashMap::new();
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let matching_words = HashSet::from_iter(Some(String::from("hello")));
let value = compute_formatted(
&fields,
obkv,
&formatter,
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&matching_words,
&all_formatted,
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&to_highlight_ids,
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&to_crop_ids,
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)
.unwrap();
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assert_eq!(value["test"], "<em>hello</em>");
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}
}