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strata-estimator

v2.0.0

Published

strata set difference estimator

Downloads

1

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)