CodableBloomFilter
An implementation of the Bloom filter data structure conforming to Swift's Codable
serialization protocol.
Installation
Swift Package Manager
Add a dependency to https://github.com/metabolist/codable-bloom-filter.git
, either in Xcode or by adding it to the dependencies
array in your Package.swift
:
dependencies: [
.package(name: "CodableBloomFilter", url: "https://github.com/metabolist/codable-bloom-filter.git", .upToNextMajor(from: "1.0.0"))
],
Usage
For a type to be usable in a bloom filter, it must conform to the DeterministicallyHashable
protocol. An implemenation for Data
and String
is included.
Bloom filters are initialized with a set of hash functions and a count of bytes to use. CodableBloomFilter provides 5 different hash functions (32-bit versions of DJB2, DJB2a, SDBM, FNV1, and FNV1a). For determining the number of hash functions and size for your use case, see https://en.wikipedia.org/wiki/Bloom_filter#Optimal_number_of_hash_functions.
Note that while a size of 8 bytes is used in the following examples to keep the output readable, in practice you will likely want something larger.
A bloom filter can be used similarly to a Set
:
var bloomFilter = BloomFilter<String>(hashes: [.sdbm32, .djb232], byteCount: 8)
bloomFilter.insert("string")
bloomFilter.contains("string") // returns true
bloomFilter.contains("other string") // returns false
To serialize a bloom filter:
let data = try JSONEncoder().encode(bloomFilter)
// `data` will be JSON data equivalent to "{"hashes":["djb232","sdbm32"],"data":"AAAAAAAAAhA="}"
To deserialize a bloom filter:
let bloomFilter = try JSONDecoder().decode(BloomFilter<String>.self, from: data)
Using a custom dataEncodingStrategy
/ dataDecodingStrategy
is supported. For example, to have the data serialized as a hexadecimal string:
let encoder = JSONEncoder()
encoder.dataEncodingStrategy = .custom { data, encoder in
var container = encoder.singleValueContainer()
try container.encode(data.map { String(format: "%02.2hhx", $0) }.joined())
}
let data = try encoder.encode(bloomFilter)
// `data` will be JSON data equivalent to "{"hashes":["djb232","sdbm32"],"data":"0000000000000210"}"
Bloom filters can also be initialized from Data
. To initialize the bloom filter above:
let bloomFilter = BloomFilter<String>(hashes: [.sdbm32, .djb232], data: Data([0, 0, 0, 0, 0, 0, 2, 16]))
A bloom filter's data can be accessed via its data
property:
let data = bloomFilter.data // `data` will be equivalent to `Data([0, 0, 0, 0, 0, 0, 2, 16])`
License
CodableBloomFilter is released under the MIT license. See LICENSE for details.