bloom.gno
3.73 Kb · 127 lines
1// Package bloom implements a Bloom filter, a space-efficient probabilistic
2// data structure used to test whether an element is a member of a set.
3//
4// A Bloom filter never reports a false negative; If Contains returns false,
5// the element was definitely never added. It may report a false positive.
6//
7// Contains can return true for an element that was never added. The chance of
8// a false positive grows as more elements are added and can be traded against
9// memory usage when the filter is created.
10package bloom
11
12import (
13 "math"
14
15 "gno.land/p/g17khqpukees4237dtn3astzapmp462vjhsz6st4/bitset"
16 "gno.land/p/g17khqpukees4237dtn3astzapmp462vjhsz6st4/murmur3"
17)
18
19// Bloom is a probabilistic set-membership filter.
20type Bloom struct {
21 bits bitset.BitSet
22 m uint64 // Number of bits in the filter
23 k uint64 // Number of hash positions set per element
24}
25
26// NewWithMK creates a filter with an explicit bit-array size m and hash count k.
27// It is the low-level constructor for callers who already know the parameters;
28// Most users should prefer New. Both m and k are clamped to a minimum of 1.
29func NewWithMK(m, k uint64) *Bloom {
30 if m < 1 {
31 m = 1
32 }
33
34 if k < 1 {
35 k = 1
36 }
37
38 return &Bloom{
39 bits: bitset.New(m),
40 m: m,
41 k: k,
42 }
43}
44
45// New creates a filter sized to hold up to maxItems elements while keeping the
46// false-positive probability around falsePositiveRate (for example 0.01 for 1%).
47// It computes the optimal number of bits and hash functions and delegates to
48// NewWithMK. Invalid inputs (maxItems == 0, or a rate outside the open interval
49// (0, 1)) fall back to a minimal usable filter.
50func New(maxItems uint64, falsePositiveRate float64) *Bloom {
51 if maxItems == 0 || falsePositiveRate <= 0 || falsePositiveRate >= 1 {
52 return NewWithMK(1, 1)
53 }
54
55 n := float64(maxItems)
56 ln2 := math.Ln2
57
58 // m = ceil( -(n * ln(p)) / (ln2)^2 )
59 m := uint64(math.Ceil(-(n * math.Log(falsePositiveRate)) / (ln2 * ln2)))
60
61 // k = round( (m/n) * ln2 )
62 k := uint64(math.Round((float64(m) / n) * ln2))
63
64 return NewWithMK(m, k)
65}
66
67// Capacity returns the capacity "m" of the filter.
68func (b *Bloom) Capacity() uint64 {
69 return b.m
70}
71
72// HashFunctions returns the number of hash functions "k" of the filter.
73func (b *Bloom) HashFunctions() uint64 {
74 return b.k
75}
76
77// Reset clears all values from the filter, keeping its capacity and hash count.
78func (b *Bloom) Reset() *Bloom {
79 b.bits.ClearAll()
80 return b
81}
82
83// Add inserts data into the filter.
84func (b *Bloom) Add(data []byte) *Bloom {
85 h1, h2 := hashes(data)
86 for i := uint64(0); i < b.k; i++ {
87 b.bits.Set(b.index(h1, h2, i))
88 }
89 return b
90}
91
92// AddString inserts string data into the filter.
93func (b *Bloom) AddString(data string) *Bloom {
94 return b.Add([]byte(data))
95}
96
97// Contains checks whether data is possibly in the set.
98// A false result means data was definitely never added.
99// A true result means data was probably added but may be a false positive.
100func (b *Bloom) Contains(data []byte) bool {
101 h1, h2 := hashes(data)
102 for i := uint64(0); i < b.k; i++ {
103 if !b.bits.IsSet(b.index(h1, h2, i)) {
104 return false
105 }
106 }
107 return true
108}
109
110// ContainsString checks whether string data is possibly in the set.
111// A false result means data was definitely never added.
112// A true result means data was probably added but may be a false positive.
113func (b *Bloom) ContainsString(data string) bool {
114 return b.Contains([]byte(data))
115}
116
117// index returns the i-th bit position for an element using double hashing.
118func (b *Bloom) index(h1, h2 uint32, i uint64) uint64 {
119 return (uint64(h1) + i*uint64(h2)) % b.m
120}
121
122// hashes splits a single 64-bit MurmurHash3 hash of data into two 32-bit halves
123// used as the seeds for double hashing.
124func hashes(data []byte) (h1, h2 uint32) {
125 sum := murmur3.Sum64(data)
126 return uint32(sum >> 32), uint32(sum)
127}