binary-fuse-filter
v1.0.0
Published
JavaScript-TypeScript module implementing binary fuse 8 filter for BigInt
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binary-fuse-filter: JavaScript-TypeScript module implementing binary fuse 8 filter for BigInt
This is a partial port of the xorfilter: Go library implementing xor and binary fuse filters Please visit them if you need more information how such ADTs work.
General
From the original authors:
We are assuming that your set is made of 64-bit integers. If you have strings or other data structures, you need to hash them first to a 64-bit integer. It is not important to have a good hash function, but collision should be unlikely (~1/2^64). A few collisions are acceptable, but we expect that your initial set should have no duplicated entry.
The current JS-TS implementation has a false positive rate bellow 0.4% and a memory usage of 9 bits per entry for sizeable sets.
In the original Go
version, you construct the filter, starting from a slice of 64-bit large integers.
It returns an object of type BinaryFuse8
. The 64-bit integers would typically be hash values of your objects.
In the JavaScript
version we do:
const bff = require('binary-fuse-filter')
const keys = [
509134857359967859n,
6960900220364064023n,
11597439857860732537n,
9784652298804248601n,
4886430609114338934n
]
const [ filter, err ] = bff.populateBinaryFuse8(keys)
if (err) { throw err } // alternatively you can catch the err
And the key container can be one of the following types.
type T =
Array<bigint> | Array<number> | Array<number | bigint> |
Uint32Array | BigUint64Array
You can then query it as follows:
filter.contains(509134857359967859n) // true
filter.contains(12345) // false
extended API
The filter object has a few more methods:
filter.makeJSON()
// => return filter as a JavaScript Object Notation (JSON) string
filter.takeJSON(json: string)
// consume JavaScript Object Notation (JSON) string representing the filter
filter.reInit(keys: T)
// populate the same filter variable with new keys
more
A basic 4-core Intel processor will generate, fill, and verify 1e6 random 64-bit keys in less than 2.5 seconds.
Converting the same filter built on 1e6 entries with makeJSON()
to a string
and parsing back with takeJSON()
takes around 100ms.
Assuming you have cloned the project, you can run the test in the root folder. It is done with Node.js' Test runner.
npm --test
The library has zero dependencies.
install
npm -i binary-fuse-filter