mirror of
https://github.com/meilisearch/meilisearch.git
synced 2024-11-26 12:05:05 +08:00
Far better usage of rayon to fold indexed data
This commit is contained in:
parent
1237306ca8
commit
3a998cf39c
11
Cargo.lock
generated
11
Cargo.lock
generated
@ -84,16 +84,6 @@ dependencies = [
|
|||||||
"unicode-width",
|
"unicode-width",
|
||||||
]
|
]
|
||||||
|
|
||||||
[[package]]
|
|
||||||
name = "crossbeam-channel"
|
|
||||||
version = "0.4.2"
|
|
||||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
|
||||||
checksum = "cced8691919c02aac3cb0a1bc2e9b73d89e832bf9a06fc579d4e71b68a2da061"
|
|
||||||
dependencies = [
|
|
||||||
"crossbeam-utils",
|
|
||||||
"maybe-uninit",
|
|
||||||
]
|
|
||||||
|
|
||||||
[[package]]
|
[[package]]
|
||||||
name = "crossbeam-deque"
|
name = "crossbeam-deque"
|
||||||
version = "0.7.3"
|
version = "0.7.3"
|
||||||
@ -330,7 +320,6 @@ dependencies = [
|
|||||||
"anyhow",
|
"anyhow",
|
||||||
"bitpacking",
|
"bitpacking",
|
||||||
"byteorder 1.3.4",
|
"byteorder 1.3.4",
|
||||||
"crossbeam-channel",
|
|
||||||
"csv",
|
"csv",
|
||||||
"fst",
|
"fst",
|
||||||
"fxhash",
|
"fxhash",
|
||||||
|
@ -9,7 +9,6 @@ anyhow = "1.0.28"
|
|||||||
bitpacking = "0.8.2"
|
bitpacking = "0.8.2"
|
||||||
byteorder = "1.3.4"
|
byteorder = "1.3.4"
|
||||||
roaring = "0.5.2"
|
roaring = "0.5.2"
|
||||||
crossbeam-channel = "0.4.2"
|
|
||||||
csv = "1.1.3"
|
csv = "1.1.3"
|
||||||
fst = "0.4.3"
|
fst = "0.4.3"
|
||||||
fxhash = "0.2.1"
|
fxhash = "0.2.1"
|
||||||
|
208
src/main.rs
208
src/main.rs
@ -1,17 +1,16 @@
|
|||||||
|
use std::collections::hash_map::Entry;
|
||||||
use std::collections::{HashMap, BTreeSet};
|
use std::collections::{HashMap, BTreeSet};
|
||||||
use std::convert::TryFrom;
|
use std::convert::TryFrom;
|
||||||
use std::fs::File;
|
use std::fs::File;
|
||||||
use std::hash::BuildHasherDefault;
|
use std::hash::BuildHasherDefault;
|
||||||
use std::path::PathBuf;
|
use std::path::PathBuf;
|
||||||
use std::sync::atomic::{AtomicUsize, Ordering};
|
use std::sync::atomic::{AtomicUsize, Ordering};
|
||||||
use std::thread;
|
|
||||||
|
|
||||||
use anyhow::{ensure, Context};
|
use anyhow::{ensure, Context};
|
||||||
use roaring::RoaringBitmap;
|
use roaring::RoaringBitmap;
|
||||||
use crossbeam_channel::{select, Sender, Receiver};
|
|
||||||
use fst::IntoStreamer;
|
use fst::IntoStreamer;
|
||||||
use fxhash::FxHasher32;
|
use fxhash::FxHasher32;
|
||||||
use heed::{EnvOpenOptions, Database};
|
use heed::{EnvOpenOptions, PolyDatabase, Database};
|
||||||
use heed::types::*;
|
use heed::types::*;
|
||||||
use rayon::prelude::*;
|
use rayon::prelude::*;
|
||||||
use slice_group_by::StrGroupBy;
|
use slice_group_by::StrGroupBy;
|
||||||
@ -81,97 +80,67 @@ fn alphanumeric_tokens(string: &str) -> impl Iterator<Item = &str> {
|
|||||||
string.linear_group_by_key(|c| c.is_alphanumeric()).filter(is_alphanumeric)
|
string.linear_group_by_key(|c| c.is_alphanumeric()).filter(is_alphanumeric)
|
||||||
}
|
}
|
||||||
|
|
||||||
enum MainKey {
|
#[derive(Default)]
|
||||||
WordsFst(fst::Set<Vec<u8>>),
|
struct Indexed {
|
||||||
Headers(Vec<u8>),
|
fst: fst::Set<Vec<u8>>,
|
||||||
|
postings_ids: FastMap4<SmallString32, RoaringBitmap>,
|
||||||
|
headers: Vec<u8>,
|
||||||
|
documents: Vec<(DocumentId, Vec<u8>)>,
|
||||||
}
|
}
|
||||||
|
|
||||||
#[derive(Clone)]
|
impl Indexed {
|
||||||
struct DbSender {
|
fn merge_with(mut self, mut other: Indexed) -> Indexed {
|
||||||
main: Sender<MainKey>,
|
|
||||||
postings_ids: Sender<(SmallString32, RoaringBitmap)>,
|
|
||||||
documents: Sender<(DocumentId, Vec<u8>)>,
|
|
||||||
}
|
|
||||||
|
|
||||||
struct DbReceiver {
|
// Union of the two FSTs
|
||||||
main: Receiver<MainKey>,
|
let op = fst::set::OpBuilder::new()
|
||||||
postings_ids: Receiver<(SmallString32, RoaringBitmap)>,
|
.add(self.fst.into_stream())
|
||||||
documents: Receiver<(DocumentId, Vec<u8>)>,
|
.add(other.fst.into_stream())
|
||||||
}
|
.r#union();
|
||||||
|
|
||||||
fn thread_channel() -> (DbSender, DbReceiver) {
|
let mut build = fst::SetBuilder::memory();
|
||||||
let (sd_main, rc_main) = crossbeam_channel::bounded(4);
|
build.extend_stream(op.into_stream()).unwrap();
|
||||||
let (sd_postings, rc_postings) = crossbeam_channel::bounded(10);
|
let fst = build.into_set();
|
||||||
let (sd_documents, rc_documents) = crossbeam_channel::bounded(10);
|
|
||||||
|
|
||||||
let sender = DbSender { main: sd_main, postings_ids: sd_postings, documents: sd_documents };
|
// Merge the postings by unions
|
||||||
let receiver = DbReceiver { main: rc_main, postings_ids: rc_postings, documents: rc_documents };
|
for (word, mut postings) in other.postings_ids {
|
||||||
|
match self.postings_ids.entry(word) {
|
||||||
(sender, receiver)
|
Entry::Occupied(mut entry) => {
|
||||||
}
|
let old = entry.get();
|
||||||
|
postings.union_with(&old);
|
||||||
fn writer_thread(env: heed::Env, receiver: DbReceiver) -> anyhow::Result<()> {
|
entry.insert(postings);
|
||||||
let main = env.create_poly_database(None)?;
|
|
||||||
let postings_ids: Database<Str, ByteSlice> = env.create_database(Some("postings-ids"))?;
|
|
||||||
let documents: Database<OwnedType<BEU32>, ByteSlice> = env.create_database(Some("documents"))?;
|
|
||||||
|
|
||||||
let mut wtxn = env.write_txn()?;
|
|
||||||
|
|
||||||
loop {
|
|
||||||
select! {
|
|
||||||
recv(receiver.main) -> msg => {
|
|
||||||
let msg = match msg {
|
|
||||||
Err(_) => break,
|
|
||||||
Ok(msg) => msg,
|
|
||||||
};
|
|
||||||
|
|
||||||
match msg {
|
|
||||||
MainKey::WordsFst(new_fst) => {
|
|
||||||
let old_value = main.get::<_, Str, ByteSlice>(&wtxn, "words-fst")?;
|
|
||||||
let new_value = union_words_fst(b"words-fst", old_value, &new_fst)
|
|
||||||
.context("error while do a words-fst union")?;
|
|
||||||
main.put::<_, Str, ByteSlice>(&mut wtxn, "words-fst", &new_value)?;
|
|
||||||
},
|
},
|
||||||
MainKey::Headers(headers) => {
|
Entry::Vacant(entry) => {
|
||||||
if let Some(old_headers) = main.get::<_, Str, ByteSlice>(&wtxn, "headers")? {
|
entry.insert(postings);
|
||||||
ensure!(old_headers == &*headers, "headers differs from the previous ones");
|
|
||||||
}
|
|
||||||
main.put::<_, Str, ByteSlice>(&mut wtxn, "headers", &headers)?;
|
|
||||||
},
|
|
||||||
}
|
|
||||||
},
|
|
||||||
recv(receiver.postings_ids) -> msg => {
|
|
||||||
let (word, postings) = match msg {
|
|
||||||
Err(_) => break,
|
|
||||||
Ok(msg) => msg,
|
|
||||||
};
|
|
||||||
|
|
||||||
let old_value = postings_ids.get(&wtxn, &word)?;
|
|
||||||
let new_value = union_postings_ids(word.as_bytes(), old_value, postings)
|
|
||||||
.context("error while do a words-fst union")?;
|
|
||||||
postings_ids.put(&mut wtxn, &word, &new_value)?;
|
|
||||||
},
|
|
||||||
recv(receiver.documents) -> msg => {
|
|
||||||
let (id, content) = match msg {
|
|
||||||
Err(_) => break,
|
|
||||||
Ok(msg) => msg,
|
|
||||||
};
|
|
||||||
documents.put(&mut wtxn, &BEU32::new(id), &content)?;
|
|
||||||
},
|
},
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
wtxn.commit()?;
|
// assert headers are valid
|
||||||
Ok(())
|
assert_eq!(self.headers, other.headers);
|
||||||
|
|
||||||
|
// extend the documents
|
||||||
|
self.documents.append(&mut other.documents);
|
||||||
|
|
||||||
|
Indexed {
|
||||||
|
fst,
|
||||||
|
postings_ids: self.postings_ids,
|
||||||
|
headers: self.headers,
|
||||||
|
documents: self.documents,
|
||||||
|
}
|
||||||
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
fn index_csv(tid: usize, db_sender: DbSender, mut rdr: csv::Reader<File>) -> anyhow::Result<usize> {
|
fn index_csv(
|
||||||
|
tid: usize,
|
||||||
|
mut rdr: csv::Reader<File>,
|
||||||
|
) -> anyhow::Result<Indexed>
|
||||||
|
{
|
||||||
const MAX_POSITION: usize = 1000;
|
const MAX_POSITION: usize = 1000;
|
||||||
const MAX_ATTRIBUTES: usize = u32::max_value() as usize / MAX_POSITION;
|
const MAX_ATTRIBUTES: usize = u32::max_value() as usize / MAX_POSITION;
|
||||||
|
|
||||||
let mut document = csv::StringRecord::new();
|
let mut document = csv::StringRecord::new();
|
||||||
let mut new_postings_ids = FastMap4::default();
|
let mut postings_ids = FastMap4::default();
|
||||||
let mut new_words = BTreeSet::default();
|
let mut documents = Vec::new();
|
||||||
let mut number_of_documents = 0;
|
let mut number_of_documents = 0;
|
||||||
|
|
||||||
// Write the headers into a Vec of bytes.
|
// Write the headers into a Vec of bytes.
|
||||||
@ -179,7 +148,6 @@ fn index_csv(tid: usize, db_sender: DbSender, mut rdr: csv::Reader<File>) -> any
|
|||||||
let mut writer = csv::WriterBuilder::new().has_headers(false).from_writer(Vec::new());
|
let mut writer = csv::WriterBuilder::new().has_headers(false).from_writer(Vec::new());
|
||||||
writer.write_byte_record(headers.as_byte_record())?;
|
writer.write_byte_record(headers.as_byte_record())?;
|
||||||
let headers = writer.into_inner()?;
|
let headers = writer.into_inner()?;
|
||||||
db_sender.main.send(MainKey::Headers(headers))?;
|
|
||||||
|
|
||||||
while rdr.read_record(&mut document)? {
|
while rdr.read_record(&mut document)? {
|
||||||
let document_id = ID_GENERATOR.fetch_add(1, Ordering::SeqCst);
|
let document_id = ID_GENERATOR.fetch_add(1, Ordering::SeqCst);
|
||||||
@ -188,7 +156,7 @@ fn index_csv(tid: usize, db_sender: DbSender, mut rdr: csv::Reader<File>) -> any
|
|||||||
for (_attr, content) in document.iter().enumerate().take(MAX_ATTRIBUTES) {
|
for (_attr, content) in document.iter().enumerate().take(MAX_ATTRIBUTES) {
|
||||||
for (_pos, word) in alphanumeric_tokens(&content).enumerate().take(MAX_POSITION) {
|
for (_pos, word) in alphanumeric_tokens(&content).enumerate().take(MAX_POSITION) {
|
||||||
if !word.is_empty() && word.len() < 500 { // LMDB limits
|
if !word.is_empty() && word.len() < 500 { // LMDB limits
|
||||||
new_postings_ids.entry(SmallString32::from(word))
|
postings_ids.entry(SmallString32::from(word))
|
||||||
.or_insert_with(RoaringBitmap::new)
|
.or_insert_with(RoaringBitmap::new)
|
||||||
.insert(document_id);
|
.insert(document_id);
|
||||||
}
|
}
|
||||||
@ -199,7 +167,7 @@ fn index_csv(tid: usize, db_sender: DbSender, mut rdr: csv::Reader<File>) -> any
|
|||||||
let mut writer = csv::WriterBuilder::new().has_headers(false).from_writer(Vec::new());
|
let mut writer = csv::WriterBuilder::new().has_headers(false).from_writer(Vec::new());
|
||||||
writer.write_byte_record(document.as_byte_record())?;
|
writer.write_byte_record(document.as_byte_record())?;
|
||||||
let document = writer.into_inner()?;
|
let document = writer.into_inner()?;
|
||||||
db_sender.documents.send((document_id, document))?;
|
documents.push((document_id, document));
|
||||||
|
|
||||||
number_of_documents += 1;
|
number_of_documents += 1;
|
||||||
if number_of_documents % 100000 == 0 {
|
if number_of_documents % 100000 == 0 {
|
||||||
@ -207,26 +175,57 @@ fn index_csv(tid: usize, db_sender: DbSender, mut rdr: csv::Reader<File>) -> any
|
|||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
eprintln!("Start collecting the postings lists and words");
|
eprintln!("Start collecting the words into an FST");
|
||||||
|
|
||||||
// We compute and store the postings list into the DB.
|
// We compute and store the postings list into the DB.
|
||||||
for (word, new_ids) in new_postings_ids {
|
let mut new_words = BTreeSet::default();
|
||||||
db_sender.postings_ids.send((word.clone(), new_ids))?;
|
for (word, _new_ids) in &postings_ids {
|
||||||
new_words.insert(word);
|
new_words.insert(word.clone());
|
||||||
}
|
}
|
||||||
|
|
||||||
eprintln!("Finished collecting the postings lists and words");
|
let new_words_fst = fst::Set::from_iter(new_words.iter().map(SmallString32::as_str))?;
|
||||||
|
|
||||||
eprintln!("Start merging the words-fst");
|
eprintln!("Total number of documents seen so far is {}", ID_GENERATOR.load(Ordering::Relaxed));
|
||||||
|
|
||||||
let new_words_fst = fst::Set::from_iter(new_words.iter().map(|s| s.as_str()))?;
|
Ok(Indexed { fst: new_words_fst, headers, postings_ids, documents })
|
||||||
drop(new_words);
|
}
|
||||||
db_sender.main.send(MainKey::WordsFst(new_words_fst))?;
|
|
||||||
|
|
||||||
eprintln!("Finished merging the words-fst");
|
fn writer(
|
||||||
eprintln!("Total number of documents seen is {}", ID_GENERATOR.load(Ordering::Relaxed));
|
wtxn: &mut heed::RwTxn,
|
||||||
|
main: PolyDatabase,
|
||||||
|
postings_ids: Database<Str, ByteSlice>,
|
||||||
|
documents: Database<OwnedType<BEU32>, ByteSlice>,
|
||||||
|
indexed: Indexed,
|
||||||
|
) -> anyhow::Result<usize>
|
||||||
|
{
|
||||||
|
// Write and merge the words fst
|
||||||
|
let old_value = main.get::<_, Str, ByteSlice>(wtxn, "words-fst")?;
|
||||||
|
let new_value = union_words_fst(b"words-fst", old_value, &indexed.fst)
|
||||||
|
.context("error while do a words-fst union")?;
|
||||||
|
main.put::<_, Str, ByteSlice>(wtxn, "words-fst", &new_value)?;
|
||||||
|
|
||||||
Ok(number_of_documents)
|
// Write and merge the headers
|
||||||
|
if let Some(old_headers) = main.get::<_, Str, ByteSlice>(wtxn, "headers")? {
|
||||||
|
ensure!(old_headers == &*indexed.headers, "headers differs from the previous ones");
|
||||||
|
}
|
||||||
|
main.put::<_, Str, ByteSlice>(wtxn, "headers", &indexed.headers)?;
|
||||||
|
|
||||||
|
// Write and merge the postings lists
|
||||||
|
for (word, postings) in indexed.postings_ids {
|
||||||
|
let old_value = postings_ids.get(wtxn, word.as_str())?;
|
||||||
|
let new_value = union_postings_ids(word.as_bytes(), old_value, postings)
|
||||||
|
.context("error while do a words-fst union")?;
|
||||||
|
postings_ids.put(wtxn, &word, &new_value)?;
|
||||||
|
}
|
||||||
|
|
||||||
|
let count = indexed.documents.len();
|
||||||
|
|
||||||
|
// Write the documents
|
||||||
|
for (id, content) in indexed.documents {
|
||||||
|
documents.put(wtxn, &BEU32::new(id), &content)?;
|
||||||
|
}
|
||||||
|
|
||||||
|
Ok(count)
|
||||||
}
|
}
|
||||||
|
|
||||||
fn main() -> anyhow::Result<()> {
|
fn main() -> anyhow::Result<()> {
|
||||||
@ -239,22 +238,29 @@ fn main() -> anyhow::Result<()> {
|
|||||||
.max_dbs(5)
|
.max_dbs(5)
|
||||||
.open(opt.database)?;
|
.open(opt.database)?;
|
||||||
|
|
||||||
let (sender, receiver) = thread_channel();
|
let main = env.create_poly_database(None)?;
|
||||||
let writing_child = thread::spawn(move || writer_thread(env, receiver));
|
let postings_ids: Database<Str, ByteSlice> = env.create_database(Some("postings-ids"))?;
|
||||||
|
let documents: Database<OwnedType<BEU32>, ByteSlice> = env.create_database(Some("documents"))?;
|
||||||
|
|
||||||
let res = opt.files_to_index
|
let res = opt.files_to_index
|
||||||
.into_par_iter()
|
.into_par_iter()
|
||||||
.enumerate()
|
.enumerate()
|
||||||
.map(|(tid, path)| {
|
.try_fold(|| Indexed::default(), |acc, (tid, path)| {
|
||||||
let rdr = csv::Reader::from_path(path)?;
|
let rdr = csv::Reader::from_path(path)?;
|
||||||
index_csv(tid, sender.clone(), rdr)
|
let indexed = index_csv(tid, rdr)?;
|
||||||
|
Ok(acc.merge_with(indexed)) as anyhow::Result<Indexed>
|
||||||
|
})
|
||||||
|
.map(|indexed| match indexed {
|
||||||
|
Ok(indexed) => {
|
||||||
|
let mut wtxn = env.write_txn()?;
|
||||||
|
let count = writer(&mut wtxn, main, postings_ids, documents, indexed)?;
|
||||||
|
wtxn.commit()?;
|
||||||
|
Ok(count)
|
||||||
|
},
|
||||||
|
Err(e) => Err(e),
|
||||||
})
|
})
|
||||||
.try_reduce(|| 0, |a, b| Ok(a + b));
|
.try_reduce(|| 0, |a, b| Ok(a + b));
|
||||||
|
|
||||||
|
|
||||||
eprintln!("witing the writing thread...");
|
|
||||||
writing_child.join().unwrap().unwrap();
|
|
||||||
|
|
||||||
println!("indexed {:?} documents", res);
|
println!("indexed {:?} documents", res);
|
||||||
|
|
||||||
Ok(())
|
Ok(())
|
||||||
|
Loading…
Reference in New Issue
Block a user