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Journaling bloom filter crate in util #2395
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[project] | ||
name = "ethcore-bloom-journal" | ||
version = "0.1.0" | ||
authors = ["Ethcore<admin@ethcore.io>"] | ||
description = "Journaling bloom filter" | ||
license = "GPL3" | ||
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[lib] | ||
path = "src/lib.rs" |
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// Copyright 2015, 2016 Ethcore (UK) Ltd. | ||
// This file is part of Parity. | ||
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// Parity is free software: you can redistribute it and/or modify | ||
// it under the terms of the GNU General Public License as published by | ||
// the Free Software Foundation, either version 3 of the License, or | ||
// (at your option) any later version. | ||
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// Parity is distributed in the hope that it will be useful, | ||
// but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
// GNU General Public License for more details. | ||
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// You should have received a copy of the GNU General Public License | ||
// along with Parity. If not, see <http://www.gnu.org/licenses/>. | ||
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use std::cmp; | ||
use std::mem; | ||
use std::f64; | ||
use std::hash::{Hash, Hasher, SipHasher}; | ||
use std::collections::HashSet; | ||
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/// BitVec structure with journalling | ||
/// Every time any of the blocks is getting set it's index is tracked | ||
/// and can be then drained by `drain` method | ||
struct BitVecJournal { | ||
elems: Vec<u64>, | ||
journal: HashSet<usize>, | ||
} | ||
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impl BitVecJournal { | ||
pub fn new(size: usize) -> BitVecJournal { | ||
let extra = if size % 8 > 0 { 1 } else { 0 }; | ||
BitVecJournal { | ||
elems: vec![0u64; size / 8 + extra], | ||
journal: HashSet::new(), | ||
} | ||
} | ||
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pub fn from_parts(parts: &[u64]) -> BitVecJournal { | ||
BitVecJournal { | ||
elems: parts.to_vec(), | ||
journal: HashSet::new(), | ||
} | ||
} | ||
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pub fn set(&mut self, index: usize) { | ||
let e_index = index / 64; | ||
let bit_index = index % 64; | ||
let val = self.elems.get_mut(e_index).unwrap(); | ||
*val |= 1u64 << bit_index; | ||
self.journal.insert(e_index); | ||
} | ||
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pub fn get(&self, index: usize) -> bool { | ||
let e_index = index / 64; | ||
let bit_index = index % 64; | ||
self.elems[e_index] & (1 << bit_index) != 0 | ||
} | ||
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pub fn drain(&mut self) -> Vec<(usize, u64)> { | ||
let journal = mem::replace(&mut self.journal, HashSet::new()).into_iter(); | ||
journal.map(|idx| (idx, self.elems[idx])).collect::<Vec<(usize, u64)>>() | ||
} | ||
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pub fn saturation(&self) -> f64 { | ||
self.elems.iter().fold(0u64, |acc, e| acc + e.count_ones() as u64) as f64 / (self.elems.len() * 64) as f64 | ||
} | ||
} | ||
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/// Bloom filter structure | ||
pub struct Bloom { | ||
bitmap: BitVecJournal, | ||
bitmap_bits: u64, | ||
k_num: u32, | ||
sips: [SipHasher; 2], | ||
} | ||
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impl Bloom { | ||
/// Create a new bloom filter structure. | ||
/// bitmap_size is the size in bytes (not bits) that will be allocated in memory | ||
/// items_count is an estimation of the maximum number of items to store. | ||
pub fn new(bitmap_size: usize, items_count: usize) -> Bloom { | ||
assert!(bitmap_size > 0 && items_count > 0); | ||
let bitmap_bits = (bitmap_size as u64) * 8u64; | ||
let k_num = Bloom::optimal_k_num(bitmap_bits, items_count); | ||
let bitmap = BitVecJournal::new(bitmap_bits as usize); | ||
let sips = [Bloom::sip_new(), Bloom::sip_new()]; | ||
Bloom { | ||
bitmap: bitmap, | ||
bitmap_bits: bitmap_bits, | ||
k_num: k_num, | ||
sips: sips, | ||
} | ||
} | ||
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/// Initializes bloom filter from saved state | ||
pub fn from_parts(parts: &[u64], k_num: u32) -> Bloom { | ||
let bitmap_size = parts.len() * 8; | ||
let bitmap_bits = (bitmap_size as u64) * 8u64; | ||
let bitmap = BitVecJournal::from_parts(parts); | ||
let sips = [Bloom::sip_new(), Bloom::sip_new()]; | ||
Bloom { | ||
bitmap: bitmap, | ||
bitmap_bits: bitmap_bits, | ||
k_num: k_num, | ||
sips: sips, | ||
} | ||
} | ||
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/// Create a new bloom filter structure. | ||
/// items_count is an estimation of the maximum number of items to store. | ||
/// fp_p is the wanted rate of false positives, in ]0.0, 1.0[ | ||
pub fn new_for_fp_rate(items_count: usize, fp_p: f64) -> Bloom { | ||
let bitmap_size = Bloom::compute_bitmap_size(items_count, fp_p); | ||
Bloom::new(bitmap_size, items_count) | ||
} | ||
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/// Compute a recommended bitmap size for items_count items | ||
/// and a fp_p rate of false positives. | ||
/// fp_p obviously has to be within the ]0.0, 1.0[ range. | ||
pub fn compute_bitmap_size(items_count: usize, fp_p: f64) -> usize { | ||
assert!(items_count > 0); | ||
assert!(fp_p > 0.0 && fp_p < 1.0); | ||
let log2 = f64::consts::LN_2; | ||
let log2_2 = log2 * log2; | ||
((items_count as f64) * f64::ln(fp_p) / (-8.0 * log2_2)).ceil() as usize | ||
} | ||
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/// Records the presence of an item. | ||
pub fn set<T>(&mut self, item: T) | ||
where T: Hash | ||
{ | ||
let mut hashes = [0u64, 0u64]; | ||
for k_i in 0..self.k_num { | ||
let bit_offset = (self.bloom_hash(&mut hashes, &item, k_i) % self.bitmap_bits) as usize; | ||
self.bitmap.set(bit_offset); | ||
} | ||
} | ||
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/// Check if an item is present in the set. | ||
/// There can be false positives, but no false negatives. | ||
pub fn check<T>(&self, item: T) -> bool | ||
where T: Hash | ||
{ | ||
let mut hashes = [0u64, 0u64]; | ||
for k_i in 0..self.k_num { | ||
let bit_offset = (self.bloom_hash(&mut hashes, &item, k_i) % self.bitmap_bits) as usize; | ||
if !self.bitmap.get(bit_offset) { | ||
return false; | ||
} | ||
} | ||
true | ||
} | ||
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/// Return the number of bits in the filter | ||
pub fn number_of_bits(&self) -> u64 { | ||
self.bitmap_bits | ||
} | ||
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/// Return the number of hash functions used for `check` and `set` | ||
pub fn number_of_hash_functions(&self) -> u32 { | ||
self.k_num | ||
} | ||
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fn optimal_k_num(bitmap_bits: u64, items_count: usize) -> u32 { | ||
let m = bitmap_bits as f64; | ||
let n = items_count as f64; | ||
let k_num = (m / n * f64::ln(2.0f64)).ceil() as u32; | ||
cmp::max(k_num, 1) | ||
} | ||
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fn bloom_hash<T>(&self, hashes: &mut [u64; 2], item: &T, k_i: u32) -> u64 | ||
where T: Hash | ||
{ | ||
if k_i < 2 { | ||
let sip = &mut self.sips[k_i as usize].clone(); | ||
item.hash(sip); | ||
let hash = sip.finish(); | ||
hashes[k_i as usize] = hash; | ||
hash | ||
} else { | ||
hashes[0].wrapping_add((k_i as u64).wrapping_mul(hashes[1]) % 0xffffffffffffffc5) | ||
} | ||
} | ||
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fn sip_new() -> SipHasher { | ||
SipHasher::new() | ||
} | ||
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/// Drains the bloom journal returning the updated bloom part | ||
pub fn drain_journal(&mut self) -> BloomJournal { | ||
BloomJournal { | ||
entries: self.bitmap.drain(), | ||
hash_functions: self.k_num, | ||
} | ||
} | ||
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/// Returns the ratio of set bits in the bloom filter to the total bits | ||
pub fn saturation(&self) -> f64 { | ||
self.bitmap.saturation() | ||
} | ||
} | ||
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/// Bloom journal | ||
/// Returns the tuple of (bloom part index, bloom part value) where each one is representing | ||
/// an index of bloom parts that was updated since the last drain | ||
pub struct BloomJournal { | ||
pub hash_functions: u32, | ||
pub entries: Vec<(usize, u64)>, | ||
} | ||
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#[cfg(test)] | ||
mod tests { | ||
use super::Bloom; | ||
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#[test] | ||
fn get_set() { | ||
let mut bloom = Bloom::new(10, 80); | ||
let key = vec![115u8, 99]; | ||
assert!(!bloom.check(&key)); | ||
bloom.set(&key); | ||
assert!(bloom.check(&key)); | ||
} | ||
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#[test] | ||
fn journalling() { | ||
let initial = vec![0u64; 8]; | ||
let mut bloom = Bloom::from_parts(&initial, 3); | ||
bloom.set(&vec![5u8, 4]); | ||
let drain = bloom.drain_journal(); | ||
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assert_eq!(2, drain.entries.len()) | ||
} | ||
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#[test] | ||
fn saturation() { | ||
let initial = vec![0u64; 8]; | ||
let mut bloom = Bloom::from_parts(&initial, 3); | ||
bloom.set(&vec![5u8, 4]); | ||
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let full = bloom.saturation(); | ||
// 2/8/64 = 0.00390625 | ||
assert!(full >= 0.0039f64 && full <= 0.004f64); | ||
} | ||
} |
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tests could be in a separate
tests
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done, though it's not much of a convention