MeiliSearch/meilidb-core/src/criterion/words_proximity.rs

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use std::cmp::{self, Ordering};
use slice_group_by::GroupBy;
use crate::criterion::Criterion;
use crate::RawDocument;
const MAX_DISTANCE: u16 = 8;
#[inline]
fn clone_tuple<T: Clone, U: Clone>((a, b): (&T, &U)) -> (T, U) {
(a.clone(), b.clone())
}
fn index_proximity(lhs: u16, rhs: u16) -> u16 {
if lhs < rhs {
cmp::min(rhs - lhs, MAX_DISTANCE)
} else {
cmp::min(lhs - rhs, MAX_DISTANCE) + 1
}
}
fn attribute_proximity((lattr, lwi): (u16, u16), (rattr, rwi): (u16, u16)) -> u16 {
if lattr != rattr { return MAX_DISTANCE }
index_proximity(lwi, rwi)
}
fn min_proximity((lattr, lwi): (&[u16], &[u16]), (rattr, rwi): (&[u16], &[u16])) -> u16 {
let mut min_prox = u16::max_value();
for a in lattr.iter().zip(lwi) {
for b in rattr.iter().zip(rwi) {
let a = clone_tuple(a);
let b = clone_tuple(b);
min_prox = cmp::min(min_prox, attribute_proximity(a, b));
}
}
min_prox
}
fn matches_proximity(
query_index: &[u32],
distance: &[u8],
attribute: &[u16],
word_index: &[u16],
) -> u16
{
let mut query_index_groups = query_index.linear_group();
let mut proximity = 0;
let mut index = 0;
let get_attr_wi = |index: usize, group_len: usize| {
// retrieve the first distance group (with the lowest values)
let len = distance[index..index + group_len].linear_group().next().unwrap().len();
let rattr = &attribute[index..index + len];
let rwi = &word_index[index..index + len];
(rattr, rwi)
};
let mut last = query_index_groups.next().map(|group| {
let attr_wi = get_attr_wi(index, group.len());
index += group.len();
attr_wi
});
// iter by windows of size 2
while let (Some(lhs), Some(rhs)) = (last, query_index_groups.next()) {
let attr_wi = get_attr_wi(index, rhs.len());
proximity += min_proximity(lhs, attr_wi);
last = Some(attr_wi);
index += rhs.len();
}
proximity
}
#[derive(Debug, Clone, Copy)]
pub struct WordsProximity;
impl Criterion for WordsProximity {
fn evaluate(&self, lhs: &RawDocument, rhs: &RawDocument) -> Ordering {
let lhs = {
let query_index = lhs.query_index();
let distance = lhs.distance();
let attribute = lhs.attribute();
let word_index = lhs.word_index();
matches_proximity(query_index, distance, attribute, word_index)
};
let rhs = {
let query_index = rhs.query_index();
let distance = rhs.distance();
let attribute = rhs.attribute();
let word_index = rhs.word_index();
matches_proximity(query_index, distance, attribute, word_index)
};
lhs.cmp(&rhs)
}
fn name(&self) -> &'static str {
"WordsProximity"
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn three_different_attributes() {
// "soup" "of the" "the day"
//
// { id: 0, attr: 0, attr_index: 0 }
// { id: 1, attr: 1, attr_index: 0 }
// { id: 2, attr: 1, attr_index: 1 }
// { id: 2, attr: 2, attr_index: 0 }
// { id: 3, attr: 3, attr_index: 1 }
let query_index = &[0, 1, 2, 2, 3];
let distance = &[0, 0, 0, 0, 0];
let attribute = &[0, 1, 1, 2, 3];
let word_index = &[0, 0, 1, 0, 1];
// soup -> of = 8
// + of -> the = 1
// + the -> day = 8 (not 1)
assert_eq!(matches_proximity(query_index, distance, attribute, word_index), 17);
}
#[test]
fn two_different_attributes() {
// "soup day" "soup of the day"
//
// { id: 0, attr: 0, attr_index: 0 }
// { id: 0, attr: 1, attr_index: 0 }
// { id: 1, attr: 1, attr_index: 1 }
// { id: 2, attr: 1, attr_index: 2 }
// { id: 3, attr: 0, attr_index: 1 }
// { id: 3, attr: 1, attr_index: 3 }
let query_index = &[0, 0, 1, 2, 3, 3];
let distance = &[0, 0, 0, 0, 0, 0];
let attribute = &[0, 1, 1, 1, 0, 1];
let word_index = &[0, 0, 1, 2, 1, 3];
// soup -> of = 1
// + of -> the = 1
// + the -> day = 1
assert_eq!(matches_proximity(query_index, distance, attribute, word_index), 3);
}
}