strata-estimator
v2.0.0
Published
strata set difference estimator
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Readme
Invertible Bloom Filter-based strata set difference estimator as described by Eppstein et al. in What's the Difference? Efficient Set Reconciliation without Prior Context.
Depends only on ibf.
standard style.
var StrataEstimator = require('strata-estimator')
// This code in this `README` is runs as a test suite.
var assert = require('assert')
// A non-cryptographic hash function.
var xxh = require('xxhashjs').h32
// The number of cells per invertible bloom filter.
var cellCount = 80
// Seeds for the three distinct bloom filter hash functions.
var seeds = [0x0000, 0x9999, 0xFFFF]
var options = {
// The hash to use to assign keys to strata.
hash: function (input) { return xxh(input, 0xAAAA) },
// The number of strata.
strataCount: 32,
// Options for each stratum's invertible bloom filter, passed to
// the ibf package constructor.
// See https://www.npmjs.com/package/ibf
filters: {
cellCount: cellCount,
checkHash: function binaryXXH (idBuffer) {
var digest = xxh(idBuffer, 0x1234)
var digestBuffer = new ArrayBuffer(4)
new Uint32Array(digestBuffer)[0] = digest
return digestBuffer
},
keyHashes: seeds.map(function (seed) {
return function (id) {
return xxh(id, seed) % cellCount
}
}),
idSumOctets: 32,
hashSumOctets: 4
}
}
// Create some test keys.
var keys = []
for (var i = 0; i < 100; i++) {
keys.push(
require('crypto').createHash('sha256')
.update(Number(i).toString(36))
.digest()
.buffer
)
}
var has100 = new StrataEstimator(options)
keys.slice(0, 100).forEach(function (key) { has100.insert(key) })
// With or without `new`
var has25 = StrataEstimator(options)
keys.slice(0, 25).forEach(function (key) { has25.insert(key) })
var has50 = new StrataEstimator(options)
keys.slice(0, 50).forEach(function (key) { has50.insert(key) })
var has75 = StrataEstimator(options)
keys.slice(0, 75).forEach(function (key) { has75.insert(key) })
var cloneHas25 = has25.clone()
// Throws an error for bad options
assert.throws(function () {
StrataEstimator({})
})
assert.equal(has100.decode(has100), 0)
var diff25 = has100.decode(has75)
assert(diff25 >= 25)
assert(diff25 <= 100)
var diff50 = has100.decode(has50)
assert(diff50 >= 50)
assert(diff50 <= 100)
var diff75 = has100.decode(has25)
assert(diff75 >= 75)
assert(diff75 <= 128)
var diffClone75 = has100.decode(cloneHas25)
assert(diffClone75 >= 75)
assert(diffClone75 <= 128)