MeiliSearch/milli/src/update/facets.rs

225 lines
7.5 KiB
Rust

use std::cmp;
use std::fs::File;
use std::num::NonZeroUsize;
use chrono::Utc;
use grenad::{CompressionType, FileFuse, Reader, Writer};
use heed::types::{ByteSlice, DecodeIgnore};
use heed::{BytesEncode, Error};
use log::debug;
use roaring::RoaringBitmap;
use crate::error::InternalError;
use crate::heed_codec::facet::FacetLevelValueF64Codec;
use crate::heed_codec::CboRoaringBitmapCodec;
use crate::update::index_documents::{
create_writer, write_into_lmdb_database, writer_into_reader, WriteMethod,
};
use crate::{Index, Result};
pub struct Facets<'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) chunk_fusing_shrink_size: Option<u64>,
level_group_size: NonZeroUsize,
min_level_size: NonZeroUsize,
_update_id: u64,
}
impl<'t, 'u, 'i> Facets<'t, 'u, 'i> {
pub fn new(
wtxn: &'t mut heed::RwTxn<'i, 'u>,
index: &'i Index,
update_id: u64,
) -> Facets<'t, 'u, 'i> {
Facets {
wtxn,
index,
chunk_compression_type: CompressionType::None,
chunk_compression_level: None,
chunk_fusing_shrink_size: None,
level_group_size: NonZeroUsize::new(4).unwrap(),
min_level_size: NonZeroUsize::new(5).unwrap(),
_update_id: update_id,
}
}
pub fn level_group_size(&mut self, value: NonZeroUsize) -> &mut Self {
self.level_group_size = NonZeroUsize::new(cmp::max(value.get(), 2)).unwrap();
self
}
pub fn min_level_size(&mut self, value: NonZeroUsize) -> &mut Self {
self.min_level_size = value;
self
}
pub fn execute(self) -> Result<()> {
self.index.set_updated_at(self.wtxn, &Utc::now())?;
// We get the faceted fields to be able to create the facet levels.
let faceted_fields = self.index.faceted_fields_ids(self.wtxn)?;
debug!("Computing and writing the facet values levels docids into LMDB on disk...");
for field_id in faceted_fields {
// Compute and store the faceted strings documents ids.
let string_documents_ids = compute_faceted_documents_ids(
self.wtxn,
self.index.facet_id_string_docids.remap_key_type::<ByteSlice>(),
field_id,
)?;
// Clear the facet number levels.
clear_field_number_levels(self.wtxn, self.index.facet_id_f64_docids, field_id)?;
// Compute and store the faceted numbers documents ids.
let number_documents_ids = compute_faceted_documents_ids(
self.wtxn,
self.index.facet_id_f64_docids.remap_key_type::<ByteSlice>(),
field_id,
)?;
let content = compute_facet_number_levels(
self.wtxn,
self.index.facet_id_f64_docids,
self.chunk_compression_type,
self.chunk_compression_level,
self.chunk_fusing_shrink_size,
self.level_group_size,
self.min_level_size,
field_id,
)?;
self.index.put_string_faceted_documents_ids(
self.wtxn,
field_id,
&string_documents_ids,
)?;
self.index.put_number_faceted_documents_ids(
self.wtxn,
field_id,
&number_documents_ids,
)?;
write_into_lmdb_database(
self.wtxn,
*self.index.facet_id_f64_docids.as_polymorph(),
content,
|_, _| Err(InternalError::IndexingMergingKeys { process: "facet number level" }),
WriteMethod::GetMergePut,
)?;
}
Ok(())
}
}
fn clear_field_number_levels<'t>(
wtxn: &'t mut heed::RwTxn,
db: heed::Database<FacetLevelValueF64Codec, CboRoaringBitmapCodec>,
field_id: u8,
) -> heed::Result<()> {
let left = (field_id, 1, f64::MIN, f64::MIN);
let right = (field_id, u8::MAX, f64::MAX, f64::MAX);
let range = left..=right;
db.delete_range(wtxn, &range).map(drop)
}
fn compute_facet_number_levels<'t>(
rtxn: &'t heed::RoTxn,
db: heed::Database<FacetLevelValueF64Codec, CboRoaringBitmapCodec>,
compression_type: CompressionType,
compression_level: Option<u32>,
shrink_size: Option<u64>,
level_group_size: NonZeroUsize,
min_level_size: NonZeroUsize,
field_id: u8,
) -> Result<Reader<FileFuse>> {
let first_level_size = db
.remap_key_type::<ByteSlice>()
.prefix_iter(rtxn, &[field_id])?
.remap_types::<DecodeIgnore, DecodeIgnore>()
.fold(Ok(0usize), |count, result| result.and(count).map(|c| c + 1))?;
// It is forbidden to keep a cursor and write in a database at the same time with LMDB
// therefore we write the facet levels entries into a grenad file before transfering them.
let mut writer = tempfile::tempfile()
.and_then(|file| create_writer(compression_type, compression_level, file))?;
let level_0_range = {
let left = (field_id, 0, f64::MIN, f64::MIN);
let right = (field_id, 0, f64::MAX, f64::MAX);
left..=right
};
// Groups sizes are always a power of the original level_group_size and therefore a group
// always maps groups of the previous level and never splits previous levels groups in half.
let group_size_iter = (1u8..)
.map(|l| (l, level_group_size.get().pow(l as u32)))
.take_while(|(_, s)| first_level_size / *s >= min_level_size.get());
for (level, group_size) in group_size_iter {
let mut left = 0.0;
let mut right = 0.0;
let mut group_docids = RoaringBitmap::new();
for (i, result) in db.range(rtxn, &level_0_range)?.enumerate() {
let ((_field_id, _level, value, _right), docids) = result?;
if i == 0 {
left = value;
} else if i % group_size == 0 {
// we found the first bound of the next group, we must store the left
// and right bounds associated with the docids.
write_number_entry(&mut writer, field_id, level, left, right, &group_docids)?;
// We save the left bound for the new group and also reset the docids.
group_docids = RoaringBitmap::new();
left = value;
}
// The right bound is always the bound we run through.
group_docids.union_with(&docids);
right = value;
}
if !group_docids.is_empty() {
write_number_entry(&mut writer, field_id, level, left, right, &group_docids)?;
}
}
writer_into_reader(writer, shrink_size)
}
fn compute_faceted_documents_ids(
rtxn: &heed::RoTxn,
db: heed::Database<ByteSlice, CboRoaringBitmapCodec>,
field_id: u8,
) -> Result<RoaringBitmap> {
let mut documents_ids = RoaringBitmap::new();
for result in db.prefix_iter(rtxn, &[field_id])? {
let (_key, docids) = result?;
documents_ids |= docids;
}
Ok(documents_ids)
}
fn write_number_entry(
writer: &mut Writer<File>,
field_id: u8,
level: u8,
left: f64,
right: f64,
ids: &RoaringBitmap,
) -> Result<()> {
let key = (field_id, level, left, right);
let key = FacetLevelValueF64Codec::bytes_encode(&key).ok_or(Error::Encoding)?;
let data = CboRoaringBitmapCodec::bytes_encode(&ids).ok_or(Error::Encoding)?;
writer.insert(&key, &data)?;
Ok(())
}