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feat(bloom-filter): add bloom filter reader
Signed-off-by: Zhenchi <[email protected]>
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// Copyright 2023 Greptime Team | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
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use std::ops::Range; | ||
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use async_trait::async_trait; | ||
use bytes::Bytes; | ||
use common_base::range_read::RangeReader; | ||
use fastbloom::BloomFilter; | ||
use snafu::{ensure, ResultExt}; | ||
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use super::error::{DeserializeJsonSnafu, IoSnafu}; | ||
use super::{BloomFilterSegmentLocation, SEED}; | ||
use crate::bloom_filter::error::{FileSizeTooSmallSnafu, Result, UnexpectedMetaSizeSnafu}; | ||
use crate::bloom_filter::BloomFilterMeta; | ||
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/// Minimum size of the bloom filter, which is the size of the length of the bloom filter. | ||
const BLOOM_META_LEN_SIZE: u64 = 4; | ||
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/// Default prefetch size of bloom filter meta. | ||
pub const DEFAULT_PREFETCH_SIZE: u64 = 1024; // 1KiB | ||
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/// `BloomFilterReader` reads the bloom filter from the file. | ||
#[async_trait] | ||
pub trait BloomFilterReader { | ||
/// Reads range of bytes from the file. | ||
async fn range_read(&mut self, offset: u64, size: u32) -> Result<Vec<u8>>; | ||
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/// Reads bunch of ranges from the file. | ||
async fn read_vec(&mut self, ranges: &[Range<u64>]) -> Result<Vec<Bytes>>; | ||
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/// Reads the meta information of the bloom filter. | ||
async fn metadata(&mut self) -> Result<BloomFilterMeta>; | ||
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/// Reads a bloom filter with the given location. | ||
async fn bloom_filter(&mut self, loc: &BloomFilterSegmentLocation) -> Result<BloomFilter> { | ||
let bytes = self.range_read(loc.offset, loc.size as _).await?; | ||
let vec = bytes | ||
.chunks_exact(std::mem::size_of::<u64>()) | ||
.map(|chunk| u64::from_le_bytes(chunk.try_into().unwrap())) | ||
.collect(); | ||
let bm = BloomFilter::from_vec(vec) | ||
.seed(&SEED) | ||
.expected_items(loc.elem_count); | ||
Ok(bm) | ||
} | ||
} | ||
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/// `BloomFilterReaderImpl` reads the bloom filter from the file. | ||
pub struct BloomFilterReaderImpl<R: RangeReader> { | ||
/// The underlying reader. | ||
reader: R, | ||
} | ||
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impl<R: RangeReader> BloomFilterReaderImpl<R> { | ||
/// Creates a new `BloomFilterReaderImpl` with the given reader. | ||
pub fn new(reader: R) -> Self { | ||
Self { reader } | ||
} | ||
} | ||
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#[async_trait] | ||
impl<R: RangeReader> BloomFilterReader for BloomFilterReaderImpl<R> { | ||
async fn range_read(&mut self, offset: u64, size: u32) -> Result<Vec<u8>> { | ||
let buf = self | ||
.reader | ||
.read(offset..offset + size as u64) | ||
.await | ||
.context(IoSnafu)?; | ||
Ok(buf.into()) | ||
} | ||
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async fn read_vec(&mut self, ranges: &[Range<u64>]) -> Result<Vec<Bytes>> { | ||
self.reader.read_vec(ranges).await.context(IoSnafu) | ||
} | ||
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async fn metadata(&mut self) -> Result<BloomFilterMeta> { | ||
let metadata = self.reader.metadata().await.context(IoSnafu)?; | ||
let file_size = metadata.content_length; | ||
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let mut meta_reader = | ||
BloomFilterMetaReader::new(&mut self.reader, file_size, Some(DEFAULT_PREFETCH_SIZE)); | ||
meta_reader.metadata().await | ||
} | ||
} | ||
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/// `BloomFilterMetaReader` reads the metadata of the bloom filter. | ||
struct BloomFilterMetaReader<R: RangeReader> { | ||
reader: R, | ||
file_size: u64, | ||
prefetch_size: u64, | ||
} | ||
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impl<R: RangeReader> BloomFilterMetaReader<R> { | ||
pub fn new(reader: R, file_size: u64, prefetch_size: Option<u64>) -> Self { | ||
Self { | ||
reader, | ||
file_size, | ||
prefetch_size: prefetch_size | ||
.unwrap_or(BLOOM_META_LEN_SIZE) | ||
.max(BLOOM_META_LEN_SIZE), | ||
} | ||
} | ||
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/// Reads the metadata of the bloom filter. | ||
/// | ||
/// It will first prefetch some bytes from the end of the file, | ||
/// then parse the metadata from the prefetch bytes. | ||
pub async fn metadata(&mut self) -> Result<BloomFilterMeta> { | ||
ensure!( | ||
self.file_size >= BLOOM_META_LEN_SIZE, | ||
FileSizeTooSmallSnafu { | ||
size: self.file_size, | ||
} | ||
); | ||
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let meta_start = self.file_size.saturating_sub(self.prefetch_size); | ||
let suffix = self | ||
.reader | ||
.read(meta_start..self.file_size) | ||
.await | ||
.context(IoSnafu)?; | ||
let suffix_len = suffix.len(); | ||
let length = u32::from_le_bytes(Self::read_tailing_four_bytes(&suffix)?) as u64; | ||
self.validate_meta_size(length)?; | ||
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if length > suffix_len as u64 - BLOOM_META_LEN_SIZE { | ||
let metadata_start = self.file_size - length - BLOOM_META_LEN_SIZE; | ||
let meta = self | ||
.reader | ||
.read(metadata_start..self.file_size - BLOOM_META_LEN_SIZE) | ||
.await | ||
.context(IoSnafu)?; | ||
serde_json::from_slice(&meta).context(DeserializeJsonSnafu) | ||
} else { | ||
let metadata_start = self.file_size - length - BLOOM_META_LEN_SIZE - meta_start; | ||
let meta = &suffix[metadata_start as usize..suffix_len - BLOOM_META_LEN_SIZE as usize]; | ||
serde_json::from_slice(meta).context(DeserializeJsonSnafu) | ||
} | ||
} | ||
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fn read_tailing_four_bytes(suffix: &[u8]) -> Result<[u8; 4]> { | ||
let suffix_len = suffix.len(); | ||
ensure!( | ||
suffix_len >= 4, | ||
FileSizeTooSmallSnafu { | ||
size: suffix_len as u64 | ||
} | ||
); | ||
let mut bytes = [0; 4]; | ||
bytes.copy_from_slice(&suffix[suffix_len - 4..suffix_len]); | ||
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Ok(bytes) | ||
} | ||
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fn validate_meta_size(&self, length: u64) -> Result<()> { | ||
let max_meta_size = self.file_size - BLOOM_META_LEN_SIZE; | ||
ensure!( | ||
length <= max_meta_size, | ||
UnexpectedMetaSizeSnafu { | ||
max_meta_size, | ||
actual_meta_size: length, | ||
} | ||
); | ||
Ok(()) | ||
} | ||
} | ||
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#[cfg(test)] | ||
mod tests { | ||
use futures::io::Cursor; | ||
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use super::*; | ||
use crate::bloom_filter::creator::BloomFilterCreator; | ||
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async fn mock_bloom_filter_bytes() -> Vec<u8> { | ||
let mut writer = Cursor::new(vec![]); | ||
let mut creator = BloomFilterCreator::new(2); | ||
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creator.push_row_elems(vec![b"a".to_vec(), b"b".to_vec()]); | ||
creator.push_row_elems(vec![b"c".to_vec(), b"d".to_vec()]); | ||
creator.push_row_elems(vec![b"e".to_vec(), b"f".to_vec()]); | ||
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creator.finish(&mut writer).await.unwrap(); | ||
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writer.into_inner() | ||
} | ||
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#[tokio::test] | ||
async fn test_bloom_filter_meta_reader() { | ||
let bytes = mock_bloom_filter_bytes().await; | ||
let file_size = bytes.len() as u64; | ||
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for prefetch in [0u64, file_size / 2, file_size, file_size + 10] { | ||
let mut reader = | ||
BloomFilterMetaReader::new(bytes.clone(), file_size as _, Some(prefetch)); | ||
let meta = reader.metadata().await.unwrap(); | ||
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assert_eq!(meta.rows_per_segment, 2); | ||
assert_eq!(meta.seg_count, 2); | ||
assert_eq!(meta.row_count, 3); | ||
assert_eq!(meta.bloom_filter_segments.len(), 2); | ||
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assert_eq!(meta.bloom_filter_segments[0].offset, 0); | ||
assert_eq!(meta.bloom_filter_segments[0].elem_count, 4); | ||
assert_eq!( | ||
meta.bloom_filter_segments[1].offset, | ||
meta.bloom_filter_segments[0].size | ||
); | ||
assert_eq!(meta.bloom_filter_segments[1].elem_count, 2); | ||
} | ||
} | ||
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#[tokio::test] | ||
async fn test_bloom_filter_reader() { | ||
let bytes = mock_bloom_filter_bytes().await; | ||
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let mut reader = BloomFilterReaderImpl::new(bytes); | ||
let meta = reader.metadata().await.unwrap(); | ||
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assert_eq!(meta.bloom_filter_segments.len(), 2); | ||
let bf = reader | ||
.bloom_filter(&meta.bloom_filter_segments[0]) | ||
.await | ||
.unwrap(); | ||
assert!(bf.contains(&b"a")); | ||
assert!(bf.contains(&b"b")); | ||
assert!(bf.contains(&b"c")); | ||
assert!(bf.contains(&b"d")); | ||
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let bf = reader | ||
.bloom_filter(&meta.bloom_filter_segments[1]) | ||
.await | ||
.unwrap(); | ||
assert!(bf.contains(&b"e")); | ||
assert!(bf.contains(&b"f")); | ||
} | ||
} |