Files
tantivy/src/query/range_query_ip_fastfield.rs
2022-10-25 22:09:01 +08:00

596 lines
18 KiB
Rust

//! IP Fastfields support efficient scanning for range queries.
//! We use this variant only if the fastfield exists, otherwise the default in `range_query` is
//! used, which uses the term dictionary + postings.
use std::net::Ipv6Addr;
use std::ops::{Bound, RangeInclusive};
use std::sync::Arc;
use common::BinarySerializable;
use fastfield_codecs::{Column, MonotonicallyMappableToU128};
use super::range_query::map_bound;
use super::{ConstScorer, Explanation, Scorer, Weight};
use crate::schema::{Cardinality, Field};
use crate::{DocId, DocSet, Score, SegmentReader, TantivyError, TERMINATED};
/// `IPFastFieldRangeWeight` uses the ip address fast field to execute range queries.
pub struct IPFastFieldRangeWeight {
field: Field,
left_bound: Bound<Ipv6Addr>,
right_bound: Bound<Ipv6Addr>,
}
impl IPFastFieldRangeWeight {
pub fn new(field: Field, left_bound: &Bound<Vec<u8>>, right_bound: &Bound<Vec<u8>>) -> Self {
let ip_from_bound_raw_data = |data: &Vec<u8>| {
let left_ip_u128: u128 =
u128::from_be(BinarySerializable::deserialize(&mut &data[..]).unwrap());
Ipv6Addr::from_u128(left_ip_u128)
};
let left_bound = map_bound(left_bound, &ip_from_bound_raw_data);
let right_bound = map_bound(right_bound, &ip_from_bound_raw_data);
Self {
field,
left_bound,
right_bound,
}
}
}
impl Weight for IPFastFieldRangeWeight {
fn scorer(&self, reader: &SegmentReader, boost: Score) -> crate::Result<Box<dyn Scorer>> {
let field_type = reader.schema().get_field_entry(self.field).field_type();
match field_type.fastfield_cardinality().unwrap() {
Cardinality::SingleValue => {
let ip_addr_fast_field = reader.fast_fields().ip_addr(self.field)?;
let value_range = bound_to_value_range(
&self.left_bound,
&self.right_bound,
ip_addr_fast_field.as_ref(),
);
let docset = IpRangeDocSet::new(value_range, ip_addr_fast_field);
Ok(Box::new(ConstScorer::new(docset, boost)))
}
Cardinality::MultiValues => unimplemented!(),
}
}
fn explain(&self, reader: &SegmentReader, doc: DocId) -> crate::Result<Explanation> {
let mut scorer = self.scorer(reader, 1.0)?;
if scorer.seek(doc) != doc {
return Err(TantivyError::InvalidArgument(format!(
"Document #({}) does not match",
doc
)));
}
let explanation = Explanation::new("Const", scorer.score());
Ok(explanation)
}
}
fn bound_to_value_range(
left_bound: &Bound<Ipv6Addr>,
right_bound: &Bound<Ipv6Addr>,
column: &dyn Column<Ipv6Addr>,
) -> RangeInclusive<Ipv6Addr> {
let start_value = match left_bound {
Bound::Included(ip_addr) => *ip_addr,
Bound::Excluded(ip_addr) => Ipv6Addr::from(ip_addr.to_u128() + 1),
Bound::Unbounded => column.min_value(),
};
let end_value = match right_bound {
Bound::Included(ip_addr) => *ip_addr,
Bound::Excluded(ip_addr) => Ipv6Addr::from(ip_addr.to_u128() - 1),
Bound::Unbounded => column.max_value(),
};
start_value..=end_value
}
/// Helper to have a cursor over a vec of docids
struct VecCursor {
docs: Vec<u32>,
current_pos: usize,
}
impl VecCursor {
fn new() -> Self {
Self {
docs: Vec::with_capacity(32),
current_pos: 0,
}
}
fn next(&mut self) -> Option<u32> {
self.current_pos += 1;
self.current()
}
#[inline]
fn current(&self) -> Option<u32> {
self.docs.get(self.current_pos).map(|el| *el as u32)
}
fn get_cleared_data(&mut self) -> &mut Vec<u32> {
self.docs.clear();
self.current_pos = 0;
&mut self.docs
}
fn is_empty(&self) -> bool {
self.current_pos >= self.docs.len()
}
}
struct IpRangeDocSet {
/// The range filter on the values.
value_range: RangeInclusive<Ipv6Addr>,
ip_addr_fast_field: Arc<dyn Column<Ipv6Addr>>,
/// The next docid start range to fetch (inclusive).
next_fetch_start: u32,
/// Number of docs range checked in a batch.
///
/// There are two patterns.
/// - We do a full scan. => We can load large chunks. We don't know in advance if seek call
/// will come, so we start with small chunks
/// - We load docs, interspersed with seek calls. When there are big jumps in the seek, we
/// should load small chunks. When the seeks are small, we can employ the same strategy as on a
/// full scan.
fetch_horizon: u32,
/// Current batch of loaded docs.
loaded_docs: VecCursor,
last_seek_pos_opt: Option<u32>,
}
const DEFALT_FETCH_HORIZON: u32 = 128;
impl IpRangeDocSet {
fn new(
value_range: RangeInclusive<Ipv6Addr>,
ip_addr_fast_field: Arc<dyn Column<Ipv6Addr>>,
) -> Self {
let mut ip_range_docset = Self {
value_range,
ip_addr_fast_field,
loaded_docs: VecCursor::new(),
next_fetch_start: 0,
fetch_horizon: DEFALT_FETCH_HORIZON,
last_seek_pos_opt: None,
};
ip_range_docset.reset_fetch_range();
ip_range_docset.fetch_block();
ip_range_docset
}
fn reset_fetch_range(&mut self) {
self.fetch_horizon = DEFALT_FETCH_HORIZON;
}
/// Returns true if more data could be fetched
fn fetch_block(&mut self) {
const MAX_HORIZON: u32 = 100_000;
while self.loaded_docs.is_empty() {
let finished_to_end = self.fetch_horizon(self.fetch_horizon);
if finished_to_end {
break;
}
// Fetch more data, increase horizon. Horizon only gets reset when doing a seek.
self.fetch_horizon = (self.fetch_horizon * 2).min(MAX_HORIZON);
}
}
/// check if the distance between the seek calls is large
fn is_last_seek_distance_large(&self, new_seek: DocId) -> bool {
if let Some(last_seek_pos) = self.last_seek_pos_opt {
(new_seek - last_seek_pos) >= 128
} else {
true
}
}
/// Fetches a block for docid range [next_fetch_start .. next_fetch_start + HORIZON]
fn fetch_horizon(&mut self, horizon: u32) -> bool {
let mut finished_to_end = false;
let limit = self.ip_addr_fast_field.num_vals();
let mut end = self.next_fetch_start + horizon;
if end >= limit {
end = limit;
finished_to_end = true;
}
let data = self.loaded_docs.get_cleared_data();
self.ip_addr_fast_field.get_positions_for_value_range(
self.value_range.clone(),
self.next_fetch_start..end,
data,
);
self.next_fetch_start = end;
finished_to_end
}
}
impl DocSet for IpRangeDocSet {
#[inline]
fn advance(&mut self) -> DocId {
if let Some(docid) = self.loaded_docs.next() {
docid as u32
} else {
if self.next_fetch_start >= self.ip_addr_fast_field.num_vals() as u32 {
return TERMINATED;
}
self.fetch_block();
self.loaded_docs.current().unwrap_or(TERMINATED)
}
}
#[inline]
fn doc(&self) -> DocId {
self.loaded_docs
.current()
.map(|el| el as u32)
.unwrap_or(TERMINATED)
}
/// Advances the `DocSet` forward until reaching the target, or going to the
/// lowest [`DocId`] greater than the target.
///
/// If the end of the `DocSet` is reached, [`TERMINATED`] is returned.
///
/// Calling `.seek(target)` on a terminated `DocSet` is legal. Implementation
/// of `DocSet` should support it.
///
/// Calling `seek(TERMINATED)` is also legal and is the normal way to consume a `DocSet`.
fn seek(&mut self, target: DocId) -> DocId {
if self.is_last_seek_distance_large(target) {
self.reset_fetch_range();
}
if target > self.next_fetch_start {
self.next_fetch_start = target;
}
let mut doc = self.doc();
debug_assert!(doc <= target);
while doc < target {
doc = self.advance();
}
self.last_seek_pos_opt = Some(target);
doc
}
fn size_hint(&self) -> u32 {
0 // heuristic possible by checking number of hits when fetching a block
}
}
#[cfg(test)]
mod tests {
use proptest::prelude::ProptestConfig;
use proptest::strategy::Strategy;
use proptest::{prop_oneof, proptest};
use super::*;
use crate::collector::Count;
use crate::query::QueryParser;
use crate::schema::{Schema, FAST, INDEXED, STORED, STRING};
use crate::Index;
#[derive(Clone, Debug)]
pub struct Doc {
pub id: String,
pub ip: Ipv6Addr,
}
fn operation_strategy() -> impl Strategy<Value = Doc> {
prop_oneof![
(0u64..100u64).prop_map(doc_from_id_1),
(1u64..100u64).prop_map(doc_from_id_2),
]
}
pub fn doc_from_id_1(id: u64) -> Doc {
Doc {
// ip != id
id: id.to_string(),
ip: Ipv6Addr::from_u128(id as u128),
}
}
fn doc_from_id_2(id: u64) -> Doc {
Doc {
// ip != id
id: (id - 1).to_string(),
ip: Ipv6Addr::from_u128(id as u128),
}
}
proptest! {
#![proptest_config(ProptestConfig::with_cases(10))]
#[test]
fn test_ip_range_for_docs_prop(ops in proptest::collection::vec(operation_strategy(), 1..1000)) {
assert!(test_ip_range_for_docs(ops).is_ok());
}
}
#[test]
fn ip_range_regression1_test() {
let ops = vec![
doc_from_id_1(52),
doc_from_id_1(63),
doc_from_id_1(12),
doc_from_id_2(91),
doc_from_id_2(33),
];
assert!(test_ip_range_for_docs(ops).is_ok());
}
#[test]
fn ip_range_regression2_test() {
let ops = vec![doc_from_id_1(0)];
assert!(test_ip_range_for_docs(ops).is_ok());
}
pub fn create_index_from_docs(docs: &[Doc]) -> Index {
let mut schema_builder = Schema::builder();
let ip_field = schema_builder.add_ip_addr_field("ip", INDEXED | STORED | FAST);
let text_field = schema_builder.add_text_field("id", STRING | STORED);
let schema = schema_builder.build();
let index = Index::create_in_ram(schema);
{
let mut index_writer = index.writer(3_000_000).unwrap();
for doc in docs.iter() {
index_writer
.add_document(doc!(
ip_field => doc.ip,
text_field => doc.id.to_string(),
))
.unwrap();
}
index_writer.commit().unwrap();
}
index
}
fn test_ip_range_for_docs(docs: Vec<Doc>) -> crate::Result<()> {
let index = create_index_from_docs(&docs);
let reader = index.reader().unwrap();
let searcher = reader.searcher();
let get_num_hits = |query| searcher.search(&query, &(Count)).unwrap();
let query_from_text = |text: &str| {
QueryParser::for_index(&index, vec![])
.parse_query(text)
.unwrap()
};
let gen_query_inclusive = |from: Ipv6Addr, to: Ipv6Addr| {
format!("ip:[{} TO {}]", &from.to_string(), &to.to_string())
};
let test_sample = |sample_docs: Vec<Doc>| {
let mut ips: Vec<Ipv6Addr> = sample_docs.iter().map(|doc| doc.ip).collect();
ips.sort();
let expected_num_hits = docs
.iter()
.filter(|doc| (ips[0]..=ips[1]).contains(&doc.ip))
.count();
let query = gen_query_inclusive(ips[0], ips[1]);
assert_eq!(get_num_hits(query_from_text(&query)), expected_num_hits);
// Intersection search
let id_filter = sample_docs[0].id.to_string();
let expected_num_hits = docs
.iter()
.filter(|doc| (ips[0]..=ips[1]).contains(&doc.ip) && doc.id == id_filter)
.count();
let query = format!("{} AND id:{}", query, &id_filter);
assert_eq!(get_num_hits(query_from_text(&query)), expected_num_hits);
};
test_sample(vec![docs[0].clone(), docs[0].clone()]);
if docs.len() > 1 {
test_sample(vec![docs[0].clone(), docs[1].clone()]);
test_sample(vec![docs[1].clone(), docs[1].clone()]);
}
if docs.len() > 2 {
test_sample(vec![docs[1].clone(), docs[2].clone()]);
}
Ok(())
}
}
#[cfg(all(test, feature = "unstable"))]
mod bench {
use rand::{thread_rng, Rng};
use test::Bencher;
use super::tests::*;
use super::*;
use crate::collector::Count;
use crate::query::QueryParser;
use crate::Index;
fn get_index_0_to_100() -> Index {
let mut rng = thread_rng();
let num_vals = 100_000;
let docs: Vec<_> = (0..num_vals)
.map(|_i| {
let id = if rng.gen_bool(0.01) {
"veryfew".to_string() // 1%
} else if rng.gen_bool(0.1) {
"few".to_string() // 9%
} else {
"many".to_string() // 90%
};
Doc {
id: id,
// Multiply by 1000, so that we create many buckets in the compact space
ip: Ipv6Addr::from_u128(rng.gen_range(0..100) * 1000),
}
})
.collect();
let index = create_index_from_docs(&docs);
index
}
fn excute_query(
start_inclusive: Ipv6Addr,
end_inclusive: Ipv6Addr,
suffix: &str,
index: &Index,
) -> usize {
let gen_query_inclusive = |from: Ipv6Addr, to: Ipv6Addr| {
format!(
"ip:[{} TO {}] {}",
&from.to_string(),
&to.to_string(),
suffix
)
};
let query = gen_query_inclusive(start_inclusive, end_inclusive);
let query_from_text = |text: &str| {
QueryParser::for_index(&index, vec![])
.parse_query(text)
.unwrap()
};
let query = query_from_text(&query);
let reader = index.reader().unwrap();
let searcher = reader.searcher();
searcher.search(&query, &(Count)).unwrap()
}
#[bench]
fn bench_ip_range_hit_90_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(0);
let end = Ipv6Addr::from_u128(90 * 1000);
excute_query(start, end, "", &index)
});
}
#[bench]
fn bench_ip_range_hit_10_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(0);
let end = Ipv6Addr::from_u128(10 * 1000);
excute_query(start, end, "", &index)
});
}
#[bench]
fn bench_ip_range_hit_1_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(10 * 1000);
let end = Ipv6Addr::from_u128(10 * 1000);
excute_query(start, end, "", &index)
});
}
#[bench]
fn bench_ip_range_hit_10_percent_intersect_with_10_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(0);
let end = Ipv6Addr::from_u128(10 * 1000);
excute_query(start, end, "AND id:few", &index)
});
}
#[bench]
fn bench_ip_range_hit_1_percent_intersect_with_10_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(10 * 1000);
let end = Ipv6Addr::from_u128(10 * 1000);
excute_query(start, end, "AND id:few", &index)
});
}
#[bench]
fn bench_ip_range_hit_1_percent_intersect_with_90_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(10 * 1000);
let end = Ipv6Addr::from_u128(10 * 1000);
excute_query(start, end, "AND id:many", &index)
});
}
#[bench]
fn bench_ip_range_hit_1_percent_intersect_with_1_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(10 * 1000);
let end = Ipv6Addr::from_u128(10 * 1000);
excute_query(start, end, "AND id:veryfew", &index)
});
}
#[bench]
fn bench_ip_range_hit_10_percent_intersect_with_90_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(0);
let end = Ipv6Addr::from_u128(10 * 1000);
excute_query(start, end, "AND id:many", &index)
});
}
#[bench]
fn bench_ip_range_hit_90_percent_intersect_with_90_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(0);
let end = Ipv6Addr::from_u128(90 * 1000);
excute_query(start, end, "AND id:many", &index)
});
}
#[bench]
fn bench_ip_range_hit_90_percent_intersect_with_10_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(0);
let end = Ipv6Addr::from_u128(90 * 1000);
excute_query(start, end, "AND id:few", &index)
});
}
#[bench]
fn bench_ip_range_hit_90_percent_intersect_with_1_percent(bench: &mut Bencher) {
let index = get_index_0_to_100();
bench.iter(|| {
let start = Ipv6Addr::from_u128(0);
let end = Ipv6Addr::from_u128(90 * 1000);
excute_query(start, end, "AND id:veryfew", &index)
});
}
}