meilisearch/milli/src/update/word_prefix_pair_proximity_docids.rs

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Rust
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use std::collections::HashMap;
use grenad::{CompressionType, MergerBuilder};
use heed::types::ByteSlice;
use heed::BytesDecode;
use log::debug;
use slice_group_by::GroupBy;
use crate::update::index_documents::{
create_sorter, fst_stream_into_hashset, fst_stream_into_vec, merge_cbo_roaring_bitmaps,
sorter_into_lmdb_database, CursorClonableMmap, MergeFn, WriteMethod,
};
use crate::{Index, Result, StrStrU8Codec};
pub struct WordPrefixPairProximityDocids<'t, 'u, 'i> {
wtxn: &'t mut heed::RwTxn<'i, 'u>,
index: &'i Index,
pub(crate) chunk_compression_type: CompressionType,
pub(crate) chunk_compression_level: Option<u32>,
pub(crate) max_nb_chunks: Option<usize>,
pub(crate) max_memory: Option<usize>,
max_proximity: u8,
max_prefix_length: usize,
}
impl<'t, 'u, 'i> WordPrefixPairProximityDocids<'t, 'u, 'i> {
pub fn new(
wtxn: &'t mut heed::RwTxn<'i, 'u>,
index: &'i Index,
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) -> WordPrefixPairProximityDocids<'t, 'u, 'i> {
WordPrefixPairProximityDocids {
wtxn,
index,
chunk_compression_type: CompressionType::None,
chunk_compression_level: None,
max_nb_chunks: None,
max_memory: None,
max_proximity: 4,
max_prefix_length: 2,
}
}
/// Set the maximum proximity required to make a prefix be part of the words prefixes
/// database. If two words are too far from the threshold the associated documents will
/// not be part of the prefix database.
///
/// Default value is 4. This value must be lower or equal than 7 and will be clamped
/// to this bound otherwise.
pub fn max_proximity(&mut self, value: u8) -> &mut Self {
self.max_proximity = value.max(7);
self
}
/// Set the maximum length the prefix of a word pair is allowed to have to be part of the words
/// prefixes database. If the prefix length is higher than the threshold, the associated documents
/// will not be part of the prefix database.
///
/// Default value is 2.
pub fn max_prefix_length(&mut self, value: usize) -> &mut Self {
self.max_prefix_length = value;
self
}
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#[logging_timer::time("WordPrefixPairProximityDocids::{}")]
pub fn execute<A: AsRef<[u8]>>(
self,
new_word_pair_proximity_docids: Vec<grenad::Reader<CursorClonableMmap>>,
old_prefix_fst: &fst::Set<A>,
) -> Result<()> {
debug!("Computing and writing the word prefix pair proximity docids into LMDB on disk...");
// We retrieve and merge the created word pair proximities docids entries
// for the newly added documents.
let mut wppd_merger = MergerBuilder::new(merge_cbo_roaring_bitmaps);
wppd_merger.extend(new_word_pair_proximity_docids);
let mut wppd_iter = wppd_merger.build().into_merger_iter()?;
let prefix_fst = self.index.words_prefixes_fst(self.wtxn)?;
// We retrieve the common words between the previous and new prefix word fst.
let common_prefix_fst_keys =
fst_stream_into_vec(old_prefix_fst.op().add(&prefix_fst).intersection());
let common_prefix_fst_keys: Vec<_> = common_prefix_fst_keys
.as_slice()
.linear_group_by_key(|x| x.chars().nth(0).unwrap())
.collect();
// We retrieve the newly added words between the previous and new prefix word fst.
let new_prefix_fst_keys =
fst_stream_into_vec(prefix_fst.op().add(old_prefix_fst).difference());
let new_prefix_fst_keys: Vec<_> = new_prefix_fst_keys
.as_slice()
.linear_group_by_key(|x| x.chars().nth(0).unwrap())
.collect();
// We compute the set of prefixes that are no more part of the prefix fst.
let suppr_pw = fst_stream_into_hashset(old_prefix_fst.op().add(&prefix_fst).difference());
let mut word_prefix_pair_proximity_docids_sorter = create_sorter(
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merge_cbo_roaring_bitmaps,
self.chunk_compression_type,
self.chunk_compression_level,
self.max_nb_chunks,
self.max_memory,
);
// We compute the prefix docids associated with the common prefixes between
// the old and new word prefix fst.
let mut buffer = Vec::new();
let mut current_prefixes: Option<&&[String]> = None;
let mut prefixes_cache = HashMap::new();
while let Some((key, data)) = wppd_iter.next()? {
let (w1, w2, prox) = StrStrU8Codec::bytes_decode(key).ok_or(heed::Error::Decoding)?;
if prox > self.max_proximity {
continue;
}
insert_current_prefix_data_in_sorter(
&mut buffer,
&mut current_prefixes,
&mut prefixes_cache,
&mut word_prefix_pair_proximity_docids_sorter,
&common_prefix_fst_keys,
self.max_prefix_length,
w1,
w2,
prox,
data,
)?;
}
write_prefixes_in_sorter(
&mut prefixes_cache,
&mut word_prefix_pair_proximity_docids_sorter,
)?;
// We compute the prefix docids associated with the newly added prefixes
// in the new word prefix fst.
let mut db_iter =
self.index.word_pair_proximity_docids.remap_data_type::<ByteSlice>().iter(self.wtxn)?;
let mut buffer = Vec::new();
let mut current_prefixes: Option<&&[String]> = None;
let mut prefixes_cache = HashMap::new();
while let Some(((w1, w2, prox), data)) = db_iter.next().transpose()? {
if prox > self.max_proximity {
continue;
}
insert_current_prefix_data_in_sorter(
&mut buffer,
&mut current_prefixes,
&mut prefixes_cache,
&mut word_prefix_pair_proximity_docids_sorter,
&new_prefix_fst_keys,
self.max_prefix_length,
w1,
w2,
prox,
data,
)?;
}
write_prefixes_in_sorter(
&mut prefixes_cache,
&mut word_prefix_pair_proximity_docids_sorter,
)?;
drop(prefix_fst);
drop(db_iter);
// All of the word prefix pairs in the database that have a w2
// that is contained in the `suppr_pw` set must be removed as well.
let mut iter = self
.index
.word_prefix_pair_proximity_docids
.remap_data_type::<ByteSlice>()
.iter_mut(self.wtxn)?;
while let Some(((_, w2, _), _)) = iter.next().transpose()? {
if suppr_pw.contains(w2.as_bytes()) {
// Delete this entry as the w2 prefix is no more in the words prefix fst.
unsafe { iter.del_current()? };
}
}
drop(iter);
// We finally write and merge the new word prefix pair proximity docids
// in the LMDB database.
sorter_into_lmdb_database(
self.wtxn,
*self.index.word_prefix_pair_proximity_docids.as_polymorph(),
word_prefix_pair_proximity_docids_sorter,
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merge_cbo_roaring_bitmaps,
WriteMethod::GetMergePut,
)?;
Ok(())
}
}
fn write_prefixes_in_sorter(
prefixes: &mut HashMap<Vec<u8>, Vec<Vec<u8>>>,
sorter: &mut grenad::Sorter<MergeFn>,
) -> Result<()> {
for (key, data_slices) in prefixes.drain() {
for data in data_slices {
sorter.insert(&key, data)?;
}
}
Ok(())
}
/// Computes the current prefix based on the previous and the currently iterated value
/// i.e. w1, w2, prox. It also makes sure to follow the `max_prefix_length` setting.
///
/// Uses the current prefixes values to insert the associated data i.e. RoaringBitmap,
/// into the sorter that will, later, be inserted in the LMDB database.
fn insert_current_prefix_data_in_sorter<'a>(
buffer: &mut Vec<u8>,
current_prefixes: &mut Option<&'a &'a [String]>,
prefixes_cache: &mut HashMap<Vec<u8>, Vec<Vec<u8>>>,
word_prefix_pair_proximity_docids_sorter: &mut grenad::Sorter<MergeFn>,
prefix_fst_keys: &'a [&'a [std::string::String]],
max_prefix_length: usize,
w1: &str,
w2: &str,
prox: u8,
data: &[u8],
) -> Result<()> {
*current_prefixes = match current_prefixes.take() {
Some(prefixes) if w2.starts_with(&prefixes[0]) => Some(prefixes),
_otherwise => {
write_prefixes_in_sorter(prefixes_cache, word_prefix_pair_proximity_docids_sorter)?;
prefix_fst_keys.iter().find(|prefixes| w2.starts_with(&prefixes[0]))
}
};
if let Some(prefixes) = current_prefixes {
buffer.clear();
buffer.extend_from_slice(w1.as_bytes());
buffer.push(0);
for prefix in prefixes.iter() {
if prefix.len() <= max_prefix_length && w2.starts_with(prefix) {
buffer.truncate(w1.len() + 1);
buffer.extend_from_slice(prefix.as_bytes());
buffer.push(prox);
match prefixes_cache.get_mut(buffer.as_slice()) {
Some(value) => value.push(data.to_owned()),
None => {
prefixes_cache.insert(buffer.clone(), vec![data.to_owned()]);
}
}
}
}
}
Ok(())
}