feat: Introduce the new Index system

This commit is contained in:
Clément Renault 2019-04-19 18:27:57 +02:00
parent e142339106
commit 3dc057ca9c
No known key found for this signature in database
GPG Key ID: 0151CDAB43460DAE
8 changed files with 235 additions and 202 deletions

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@ -14,6 +14,7 @@ rayon = "1.0.3"
sdset = "0.3.1"
serde = { version = "1.0.88", features = ["derive"] }
slice-group-by = "0.2.4"
zerocopy = "0.2.2"
[dependencies.fst]
git = "https://github.com/Kerollmops/fst.git"

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@ -1,175 +1,134 @@
use std::error::Error;
use byteorder::{LittleEndian, ReadBytesExt, WriteBytesExt};
use fst::{map, Map, IntoStreamer, Streamer};
use fst::raw::Fst;
use std::collections::BTreeMap;
use fst::{set, IntoStreamer, Streamer};
use sdset::{Set, SetBuf, SetOperation};
use sdset::duo::{Union, DifferenceByKey};
use sdset::{Set, SetOperation};
use crate::{DocIndex, DocumentId};
use crate::shared_data_cursor::{SharedDataCursor, FromSharedDataCursor};
use crate::write_to_bytes::WriteToBytes;
use crate::data::{DocIndexes, DocIndexesBuilder};
use crate::{DocumentId, DocIndex};
pub type Word = Vec<u8>; // TODO should be a smallvec
#[derive(Default)]
pub struct Index {
pub map: Map,
pub indexes: DocIndexes,
pub trait Store: Clone {
type Error: std::error::Error;
fn get_fst(&self) -> Result<fst::Set, Self::Error>;
fn set_fst(&self, set: &fst::Set) -> Result<(), Self::Error>;
fn get_indexes(&self, word: &[u8]) -> Result<Option<SetBuf<DocIndex>>, Self::Error>;
fn set_indexes(&self, word: &[u8], indexes: &Set<DocIndex>) -> Result<(), Self::Error>;
fn del_indexes(&self, word: &[u8]) -> Result<(), Self::Error>;
}
impl Index {
pub fn remove_documents(&self, documents: &Set<DocumentId>) -> Index {
pub struct Index<S> {
pub set: fst::Set,
pub store: S,
}
impl<S> Index<S>
where S: Store,
{
pub fn from_store(store: S) -> Result<Index<S>, S::Error> {
let set = store.get_fst()?;
Ok(Index { set, store })
}
pub fn remove_documents(&self, documents: &Set<DocumentId>) -> Result<Index<S>, S::Error> {
let mut buffer = Vec::new();
let mut builder = IndexBuilder::new();
let mut builder = fst::SetBuilder::memory();
let mut stream = self.into_stream();
while let Some((key, indexes)) = stream.next() {
buffer.clear();
while let Some((input, result)) = stream.next() {
let indexes = match result? {
Some(indexes) => indexes,
None => continue,
};
let op = DifferenceByKey::new(indexes, documents, |x| x.document_id, |x| *x);
let op = DifferenceByKey::new(&indexes, documents, |x| x.document_id, |x| *x);
buffer.clear();
op.extend_vec(&mut buffer);
if !buffer.is_empty() {
if buffer.is_empty() {
self.store.del_indexes(input)?;
} else {
builder.insert(input).unwrap();
let indexes = Set::new_unchecked(&buffer);
builder.insert(key, indexes).unwrap();
self.store.set_indexes(input, indexes)?;
}
}
builder.build()
let set = builder.into_inner().and_then(fst::Set::from_bytes).unwrap();
self.store.set_fst(&set)?;
Ok(Index { set, store: self.store.clone() })
}
pub fn union(&self, other: &Index) -> Index {
let mut builder = IndexBuilder::new();
let mut stream = map::OpBuilder::new().add(&self.map).add(&other.map).union();
pub fn insert_indexes(&self, map: BTreeMap<Word, SetBuf<DocIndex>>) -> Result<Index<S>, S::Error> {
let mut buffer = Vec::new();
while let Some((key, ivalues)) = stream.next() {
let mut builder = fst::SetBuilder::memory();
let set = fst::Set::from_iter(map.keys()).unwrap();
let mut union_ = self.set.op().add(&set).r#union();
while let Some(input) = union_.next() {
let remote = self.store.get_indexes(input)?;
let locale = map.get(input);
match (remote, locale) {
(Some(remote), Some(locale)) => {
buffer.clear();
match ivalues {
[a, b] => {
let indexes = if a.index == 0 { &self.indexes } else { &other.indexes };
let indexes = &indexes[a.value as usize];
let a = Set::new_unchecked(indexes);
let indexes = if b.index == 0 { &self.indexes } else { &other.indexes };
let indexes = &indexes[b.value as usize];
let b = Set::new_unchecked(indexes);
let op = Union::new(a, b);
op.extend_vec(&mut buffer);
},
[x] => {
let indexes = if x.index == 0 { &self.indexes } else { &other.indexes };
let indexes = &indexes[x.value as usize];
buffer.extend_from_slice(indexes)
},
_ => continue,
}
if !buffer.is_empty() {
Union::new(&remote, &locale).extend_vec(&mut buffer);
let indexes = Set::new_unchecked(&buffer);
builder.insert(key, indexes).unwrap();
if !indexes.is_empty() {
self.store.set_indexes(input, indexes)?;
builder.insert(input).unwrap();
} else {
self.store.del_indexes(input)?;
}
},
(None, Some(locale)) => {
self.store.set_indexes(input, &locale)?;
builder.insert(input).unwrap();
},
(Some(_), None) => {
builder.insert(input).unwrap();
},
(None, None) => unreachable!(),
}
}
builder.build()
let set = builder.into_inner().and_then(fst::Set::from_bytes).unwrap();
self.store.set_fst(&set)?;
Ok(Index { set, store: self.store.clone() })
}
}
impl FromSharedDataCursor for Index {
type Error = Box<Error>;
fn from_shared_data_cursor(cursor: &mut SharedDataCursor) -> Result<Index, Self::Error> {
let len = cursor.read_u64::<LittleEndian>()? as usize;
let data = cursor.extract(len);
let fst = Fst::from_shared_bytes(data.bytes, data.offset, data.len)?;
let map = Map::from(fst);
let indexes = DocIndexes::from_shared_data_cursor(cursor)?;
Ok(Index { map, indexes})
}
pub struct Stream<'m, S> {
set_stream: set::Stream<'m>,
store: &'m S,
}
impl WriteToBytes for Index {
fn write_to_bytes(&self, bytes: &mut Vec<u8>) {
let slice = self.map.as_fst().as_bytes();
let len = slice.len() as u64;
let _ = bytes.write_u64::<LittleEndian>(len);
bytes.extend_from_slice(slice);
self.indexes.write_to_bytes(bytes);
}
}
impl<'m, 'a> IntoStreamer<'a> for &'m Index {
type Item = (&'a [u8], &'a Set<DocIndex>);
type Into = Stream<'m>;
fn into_stream(self) -> Self::Into {
Stream {
map_stream: self.map.into_stream(),
indexes: &self.indexes,
}
}
}
pub struct Stream<'m> {
map_stream: map::Stream<'m>,
indexes: &'m DocIndexes,
}
impl<'m, 'a> Streamer<'a> for Stream<'m> {
type Item = (&'a [u8], &'a Set<DocIndex>);
impl<'m, 'a, S> Streamer<'a> for Stream<'m, S>
where S: 'a + Store,
{
type Item = (&'a [u8], Result<Option<SetBuf<DocIndex>>, S::Error>);
fn next(&'a mut self) -> Option<Self::Item> {
match self.map_stream.next() {
Some((input, index)) => {
let indexes = &self.indexes[index as usize];
let indexes = Set::new_unchecked(indexes);
Some((input, indexes))
},
match self.set_stream.next() {
Some(input) => Some((input, self.store.get_indexes(input))),
None => None,
}
}
}
pub struct IndexBuilder {
map: fst::MapBuilder<Vec<u8>>,
indexes: DocIndexesBuilder<Vec<u8>>,
value: u64,
}
impl IndexBuilder {
pub fn new() -> Self {
IndexBuilder {
map: fst::MapBuilder::memory(),
indexes: DocIndexesBuilder::memory(),
value: 0,
}
}
/// If a key is inserted that is less than or equal to any previous key added,
/// then an error is returned. Similarly, if there was a problem writing
/// to the underlying writer, an error is returned.
// FIXME what if one write doesn't work but the other do ?
pub fn insert<K>(&mut self, key: K, indexes: &Set<DocIndex>) -> fst::Result<()>
where K: AsRef<[u8]>,
impl<'m, 'a, S> IntoStreamer<'a> for &'m Index<S>
where S: 'a + Store,
{
self.map.insert(key, self.value)?;
self.indexes.insert(indexes);
self.value += 1;
Ok(())
}
type Item = (&'a [u8], Result<Option<SetBuf<DocIndex>>, S::Error>);
type Into = Stream<'m, S>;
pub fn build(self) -> Index {
let map = self.map.into_inner().unwrap();
let indexes = self.indexes.into_inner().unwrap();
let map = Map::from_bytes(map).unwrap();
let indexes = DocIndexes::from_bytes(indexes).unwrap();
Index { map, indexes }
fn into_stream(self) -> Self::Into {
Stream {
set_stream: self.set.into_stream(),
store: &self.store,
}
}
}

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@ -13,16 +13,19 @@ use serde::{Serialize, Deserialize};
use slice_group_by::GroupBy;
use rayon::slice::ParallelSliceMut;
use zerocopy::{AsBytes, FromBytes};
pub use self::index::{Index, IndexBuilder};
pub use self::index::{Index, Store};
pub use self::query_builder::{QueryBuilder, DistinctQueryBuilder};
/// Represent an internally generated document unique identifier.
///
/// It is used to inform the database the document you want to deserialize.
/// Helpful for custom ranking.
#[derive(Serialize, Deserialize)]
#[derive(Debug, Copy, Clone, Eq, PartialEq, PartialOrd, Ord, Hash)]
#[derive(Serialize, Deserialize)]
#[derive(AsBytes, FromBytes)]
#[repr(C)]
pub struct DocumentId(pub u64);
/// This structure represent the position of a word
@ -31,6 +34,7 @@ pub struct DocumentId(pub u64);
/// This is stored in the map, generated at index time,
/// extracted and interpreted at search time.
#[derive(Debug, Copy, Clone, PartialEq, Eq, PartialOrd, Ord, Hash)]
#[derive(AsBytes, FromBytes)]
#[repr(C)]
pub struct DocIndex {
/// The document identifier where the word was found.

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@ -14,8 +14,8 @@ use log::info;
use crate::automaton::{self, DfaExt, AutomatonExt};
use crate::distinct_map::{DistinctMap, BufferedDistinctMap};
use crate::criterion::Criteria;
use crate::{raw_documents_from_matches, RawDocument, Document};
use crate::{Index, Match, DocumentId};
use crate::raw_documents_from_matches;
use crate::{Match, DocumentId, Index, Store, RawDocument, Document};
fn generate_automatons(query: &str) -> Vec<DfaExt> {
let has_end_whitespace = query.chars().last().map_or(false, char::is_whitespace);
@ -82,16 +82,18 @@ impl<'c, I, FI> QueryBuilder<'c, I, FI>
}
}
impl<'c, I, FI> QueryBuilder<'c, I, FI>
where I: Deref<Target=Index>,
impl<'c, I, FI, S> QueryBuilder<'c, I, FI>
where I: Deref<Target=Index<S>>,
S: Store,
{
fn query_all(&self, query: &str) -> Vec<RawDocument> {
let automatons = generate_automatons(query);
let fst = self.index.set.as_fst();
let mut stream = {
let mut op_builder = fst::map::OpBuilder::new();
let mut op_builder = fst::raw::OpBuilder::new();
for automaton in &automatons {
let stream = self.index.map.search(automaton);
let stream = fst.search(automaton);
op_builder.push(stream);
}
op_builder.r#union()
@ -105,10 +107,12 @@ where I: Deref<Target=Index>,
let distance = automaton.eval(input).to_u8();
let is_exact = distance == 0 && input.len() == automaton.query_len();
let doc_indexes = &self.index.indexes;
let doc_indexes = &doc_indexes[iv.value as usize];
// let doc_indexes = &self.index.indexes;
// let doc_indexes = &doc_indexes[iv.value as usize];
for di in doc_indexes {
let doc_indexes = self.index.store.get_indexes(input).unwrap().unwrap();
for di in doc_indexes.as_slice() {
if self.searchable_attrs.as_ref().map_or(true, |r| r.contains(&di.attribute)) {
let match_ = Match {
query_index: iv.index as u32,
@ -135,9 +139,10 @@ where I: Deref<Target=Index>,
}
}
impl<'c, I, FI> QueryBuilder<'c, I, FI>
where I: Deref<Target=Index>,
impl<'c, I, FI, S> QueryBuilder<'c, I, FI>
where I: Deref<Target=Index<S>>,
FI: Fn(DocumentId) -> bool,
S: Store,
{
pub fn query(self, query: &str, range: Range<usize>) -> Vec<Document> {
// We delegate the filter work to the distinct query builder,
@ -212,11 +217,12 @@ impl<'c, I, FI, FD> DistinctQueryBuilder<'c, I, FI, FD>
}
}
impl<'c, I, FI, FD, K> DistinctQueryBuilder<'c, I, FI, FD>
where I: Deref<Target=Index>,
impl<'c, I, FI, FD, K, S> DistinctQueryBuilder<'c, I, FI, FD>
where I: Deref<Target=Index<S>>,
FI: Fn(DocumentId) -> bool,
FD: Fn(DocumentId) -> Option<K>,
K: Hash + Eq,
S: Store,
{
pub fn query(self, query: &str, range: Range<usize>) -> Vec<Document> {
let start = Instant::now();

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@ -8,6 +8,7 @@ edition = "2018"
arc-swap = "0.3.11"
bincode = "1.1.2"
byteorder = "1.3.1"
deunicode = "1.0.0"
hashbrown = { version = "0.2.2", features = ["serde"] }
linked-hash-map = { version = "0.5.2", features = ["serde_impl"] }
meilidb-core = { path = "../meilidb-core", version = "0.1.0" }
@ -18,8 +19,12 @@ serde = { version = "1.0.90", features = ["derive"] }
serde_json = { version = "1.0.39", features = ["preserve_order"] }
sled = "0.23.0"
toml = { version = "0.5.0", features = ["preserve_order"] }
deunicode = "1.0.0"
zerocopy = "0.2.2"
[dependencies.rmp-serde]
git = "https://github.com/3Hren/msgpack-rust.git"
rev = "40b3d48"
[dependencies.fst]
git = "https://github.com/Kerollmops/fst.git"
branch = "arc-byte-slice"

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@ -12,7 +12,7 @@ use meilidb_core::criterion::Criteria;
use meilidb_core::QueryBuilder;
use meilidb_core::shared_data_cursor::{FromSharedDataCursor, SharedDataCursor};
use meilidb_core::write_to_bytes::WriteToBytes;
use meilidb_core::{DocumentId, Index as WordIndex};
use meilidb_core::DocumentId;
use rmp_serde::decode::{Error as RmpError};
use sdset::SetBuf;
use serde::de;
@ -20,7 +20,9 @@ use sled::IVec;
use crate::{Schema, SchemaAttr, RankedMap};
use crate::serde::{extract_document_id, Serializer, Deserializer, SerializerError};
use crate::indexer::Indexer;
use crate::indexer::{Indexer, WordIndexTree};
pub type WordIndex = meilidb_core::Index<WordIndexTree>;
#[derive(Debug)]
pub enum Error {
@ -72,6 +74,10 @@ fn index_name(name: &str) -> Vec<u8> {
format!("index-{}", name).into_bytes()
}
fn word_index_name(name: &str) -> Vec<u8> {
format!("word-index-{}", name).into_bytes()
}
fn document_key(id: DocumentId, attr: SchemaAttr) -> Vec<u8> {
let DocumentId(document_id) = id;
let SchemaAttr(schema_attr) = attr;
@ -136,7 +142,8 @@ impl Database {
let raw_name = index_name(name);
if self.inner.tree_names().into_iter().any(|tn| tn == raw_name) {
let tree = self.inner.open_tree(raw_name)?;
let raw_index = RawIndex::from_raw(tree)?;
let word_index_tree = self.inner.open_tree(word_index_name(name))?;
let raw_index = RawIndex::from_raw(tree, word_index_tree)?;
self.opened.rcu(|opened| {
let mut opened = HashMap::clone(opened);
@ -162,7 +169,8 @@ impl Database {
None => {
let raw_name = index_name(&name);
let tree = self.inner.open_tree(raw_name)?;
let raw_index = RawIndex::new_from_raw(tree, schema)?;
let word_index_tree = self.inner.open_tree(word_index_name(&name))?;
let raw_index = RawIndex::new_from_raw(tree, word_index_tree, schema)?;
self.opened.rcu(|opened| {
let mut opened = HashMap::clone(opened);
@ -185,25 +193,16 @@ pub struct RawIndex {
}
impl RawIndex {
fn from_raw(inner: Arc<sled::Tree>) -> Result<RawIndex, Error> {
fn from_raw(inner: Arc<sled::Tree>, word_index: Arc<sled::Tree>) -> Result<RawIndex, Error> {
let schema = {
let bytes = inner.get("schema")?;
let bytes = bytes.ok_or(Error::SchemaMissing)?;
Schema::read_from_bin(bytes.as_ref())?
};
let bytes = inner.get("word-index")?;
let bytes = bytes.ok_or(Error::WordIndexMissing)?;
let word_index = {
let len = bytes.len();
let bytes: Arc<[u8]> = Into::into(bytes);
let mut cursor = SharedDataCursor::from_shared_bytes(bytes, 0, len);
// TODO must handle this error
let word_index = WordIndex::from_shared_data_cursor(&mut cursor).unwrap();
Arc::new(ArcSwap::new(Arc::new(word_index)))
};
let store = WordIndexTree(word_index);
let word_index = WordIndex::from_store(store)?;
let word_index = Arc::new(ArcSwap::new(Arc::new(word_index)));
let ranked_map = {
let map = match inner.get("ranked-map")? {
@ -217,13 +216,18 @@ impl RawIndex {
Ok(RawIndex { schema, word_index, ranked_map, inner })
}
fn new_from_raw(inner: Arc<sled::Tree>, schema: Schema) -> Result<RawIndex, Error> {
fn new_from_raw(
inner: Arc<sled::Tree>,
word_index: Arc<sled::Tree>,
schema: Schema,
) -> Result<RawIndex, Error>
{
let mut schema_bytes = Vec::new();
schema.write_to_bin(&mut schema_bytes)?;
inner.set("schema", schema_bytes)?;
let word_index = WordIndex::default();
inner.set("word-index", word_index.into_bytes())?;
let store = WordIndexTree(word_index);
let word_index = WordIndex::from_store(store)?;
let word_index = Arc::new(ArcSwap::new(Arc::new(word_index)));
let ranked_map = Arc::new(ArcSwap::new(Arc::new(RankedMap::default())));
@ -243,12 +247,8 @@ impl RawIndex {
self.ranked_map.lease()
}
pub fn update_word_index(&self, word_index: Arc<WordIndex>) -> sled::Result<()> {
let data = word_index.into_bytes();
self.inner.set("word-index", data).map(drop)?;
self.word_index.store(word_index);
Ok(())
pub fn update_word_index(&self, word_index: Arc<WordIndex>) {
self.word_index.store(word_index)
}
pub fn update_ranked_map(&self, ranked_map: Arc<RankedMap>) -> sled::Result<()> {
@ -417,14 +417,15 @@ impl DocumentsAddition {
Ok(())
}
pub fn finalize(self) -> sled::Result<()> {
let delta_index = self.indexer.build();
let index = self.inner.word_index();
let new_index = index.r#union(&delta_index);
let new_index = index.insert_indexes(delta_index)?;
let new_index = Arc::from(new_index);
self.inner.update_word_index(new_index)?;
self.inner.update_word_index(new_index);
Ok(())
}
@ -454,10 +455,10 @@ impl DocumentsDeletion {
let idset = SetBuf::new_unchecked(self.documents);
let index = self.inner.word_index();
let new_index = index.remove_documents(&idset);
let new_index = index.remove_documents(&idset)?;
let new_index = Arc::from(new_index);
self.inner.update_word_index(new_index)?;
self.inner.update_word_index(new_index);
Ok(())
}

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@ -7,12 +7,12 @@ use meilidb_core::data::DocIds;
use meilidb_core::write_to_bytes::WriteToBytes;
use meilidb_core::shared_data_cursor::{SharedDataCursor, FromSharedDataCursor};
enum NewIndexEvent<'a> {
enum NewIndexEvent<'a, S> {
RemovedDocuments(&'a DocIds),
UpdatedDocuments(&'a WordIndex),
UpdatedDocuments(&'a WordIndex<S>),
}
impl<'a> WriteToBytes for NewIndexEvent<'a> {
impl<'a, S> WriteToBytes for NewIndexEvent<'a, S> {
fn write_to_bytes(&self, bytes: &mut Vec<u8>) {
match self {
NewIndexEvent::RemovedDocuments(doc_ids) => {
@ -21,24 +21,24 @@ impl<'a> WriteToBytes for NewIndexEvent<'a> {
},
NewIndexEvent::UpdatedDocuments(index) => {
let _ = bytes.write_u8(1);
index.write_to_bytes(bytes);
// index.write_to_bytes(bytes);
}
}
}
}
enum IndexEvent {
enum IndexEvent<S> {
RemovedDocuments(DocIds),
UpdatedDocuments(WordIndex),
UpdatedDocuments(WordIndex<S>),
}
impl FromSharedDataCursor for IndexEvent {
impl<S> FromSharedDataCursor for IndexEvent<S> {
type Error = Box<Error>;
fn from_shared_data_cursor(cursor: &mut SharedDataCursor) -> Result<Self, Self::Error> {
match cursor.read_u8()? {
0 => DocIds::from_shared_data_cursor(cursor).map(IndexEvent::RemovedDocuments),
1 => WordIndex::from_shared_data_cursor(cursor).map(IndexEvent::UpdatedDocuments),
// 1 => WordIndex::from_shared_data_cursor(cursor).map(IndexEvent::UpdatedDocuments),
_ => Err("invalid index event type".into()),
}
}

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@ -1,14 +1,78 @@
use std::collections::BTreeMap;
use std::convert::TryFrom;
use std::sync::Arc;
use deunicode::deunicode_with_tofu;
use meilidb_core::{DocumentId, DocIndex};
use meilidb_core::{Index as WordIndex, IndexBuilder as WordIndexBuilder};
use meilidb_core::{DocumentId, DocIndex, Store};
use meilidb_tokenizer::{is_cjk, Tokenizer, SeqTokenizer, Token};
use sdset::Set;
use sdset::{Set, SetBuf};
use sled::Tree;
use zerocopy::{AsBytes, LayoutVerified};
use crate::SchemaAttr;
#[derive(Clone)]
pub struct WordIndexTree(pub Arc<Tree>);
impl Store for WordIndexTree {
type Error = sled::Error;
fn get_fst(&self) -> Result<fst::Set, Self::Error> {
match self.0.get("fst")? {
Some(bytes) => {
let bytes: Arc<[u8]> = bytes.into();
let len = bytes.len();
let raw = fst::raw::Fst::from_shared_bytes(bytes, 0, len).unwrap();
Ok(fst::Set::from(raw))
},
None => Ok(fst::Set::default()),
}
}
fn set_fst(&self, set: &fst::Set) -> Result<(), Self::Error> {
let bytes = set.as_fst().to_vec();
self.0.set("fst", bytes)?;
Ok(())
}
fn get_indexes(&self, word: &[u8]) -> Result<Option<SetBuf<DocIndex>>, Self::Error> {
let mut word_bytes = Vec::from("word-");
word_bytes.extend_from_slice(word);
match self.0.get(word_bytes)? {
Some(bytes) => {
let layout = LayoutVerified::new_slice(bytes.as_ref()).unwrap();
let slice = layout.into_slice();
let setbuf = SetBuf::new_unchecked(slice.to_vec());
Ok(Some(setbuf))
},
None => Ok(None),
}
}
fn set_indexes(&self, word: &[u8], indexes: &Set<DocIndex>) -> Result<(), Self::Error> {
let mut word_bytes = Vec::from("word-");
word_bytes.extend_from_slice(word);
let slice = indexes.as_slice();
let bytes = slice.as_bytes();
self.0.set(word_bytes, bytes)?;
Ok(())
}
fn del_indexes(&self, word: &[u8]) -> Result<(), Self::Error> {
let mut word_bytes = Vec::from("word-");
word_bytes.extend_from_slice(word);
self.0.del(word_bytes)?;
Ok(())
}
}
type Word = Vec<u8>; // TODO make it be a SmallVec
pub struct Indexer {
@ -48,18 +112,11 @@ impl Indexer {
}
}
pub fn build(self) -> WordIndex {
let mut builder = WordIndexBuilder::new();
for (key, mut indexes) in self.indexed {
pub fn build(self) -> BTreeMap<Word, SetBuf<DocIndex>> {
self.indexed.into_iter().map(|(word, mut indexes)| {
indexes.sort_unstable();
indexes.dedup();
let indexes = Set::new_unchecked(&indexes);
builder.insert(key, indexes).unwrap();
}
builder.build()
(word, SetBuf::new_unchecked(indexes))
}).collect()
}
}