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// Copyright 2020 the Blobloom authors
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package blobloom
import (
"crypto/sha256"
"encoding/binary"
"encoding/hex"
"math"
"math/rand"
"testing"
"github.com/stretchr/testify/assert"
)
func TestSimple(t *testing.T) {
t.Parallel()
keys := randomU64(10000, 0x758e326)
for _, config := range []struct {
nbits uint64
nhashes int
}{
{1, 2},
{1024, 4},
{100, 3},
{10000, 7},
{1000000, 14},
} {
f := New(config.nbits, config.nhashes)
assert.GreaterOrEqual(t, f.NumBits(), config.nbits)
assert.LessOrEqual(t, f.NumBits(), config.nbits+BlockBits)
assert.True(t, f.Empty())
for _, k := range keys {
assert.False(t, f.Has(k))
}
for _, k := range keys {
f.Add(k)
}
assert.False(t, f.Empty())
for _, k := range keys {
assert.True(t, f.Has(k))
}
f.Clear()
assert.True(t, f.Empty())
for _, k := range keys {
assert.False(t, f.Has(k))
}
f.Fill()
assert.False(t, f.Empty())
for _, k := range keys {
assert.True(t, f.Has(k))
}
}
}
func TestUse(t *testing.T) {
t.Parallel()
const n = 100000
// For FPR = .01, n = 100000, the optimal number of bits is 958505.84
// for a standard Bloom filter.
f := NewOptimized(Config{
Capacity: n,
FPRate: .01,
})
if f.NumBits() < 958506 {
t.Fatalf("bloom filter with %d bits too small", f.NumBits())
}
t.Logf("k = %d; m/n = %d/%d = %.3f",
f.k, f.NumBits(), n, float64(f.NumBits())/n)
// Generate random hash values for n keys. Pretend the keys are all distinct,
// even if the hashes are not.
r := rand.New(rand.NewSource(0xb1007))
hashes := make([]uint64, n)
for i := range hashes {
hashes[i] = r.Uint64()
}
for _, h := range hashes {
f.Add(h)
}
for _, h := range hashes {
if !f.Has(h) {
t.Errorf("%032x added to Bloom filter but not found", h)
}
}
// Generate some more random hashes to get a sense of the FPR.
// Pretend these represent unique keys, distinct from the ones we added.
const nTest = 10000
fp := 0
for i := 0; i < nTest; i++ {
if f.Has(r.Uint64()) {
fp++
}
}
fpr := float64(fp) / nTest
assert.Less(t, fpr, .02)
t.Logf("FPR = %.5f\n", fpr)
}
// Test robustness against 32-bit hash functions.
func TestHash32(t *testing.T) {
t.Parallel()
const n = 400
f := NewOptimized(Config{
Capacity: n,
FPRate: .01,
})
r := rand.New(rand.NewSource(32))
for i := 0; i < n; i++ {
f.Add(uint64(r.Uint32()))
}
const nrounds = 8
fp := 0
for i := n; i < nrounds*n; i++ {
if f.Has(uint64(r.Uint32())) {
fp++
}
}
fprate := float64(fp) / (nrounds * n)
t.Logf("FP rate = %.2f%%", 100*fprate)
assert.LessOrEqual(t, fprate, .1)
}
func TestDoubleHashing(t *testing.T) {
t.Parallel()
var h1, h2 uint32 = 0, 0
for i := 0; i < 20; i++ {
h1, h2 = doublehash(h1, h2, i)
assert.NotEqual(t, h2, 0)
}
}
func TestReducerange(t *testing.T) {
t.Parallel()
for i := 0; i < 40000; i++ {
m := rand.Uint32()
j := reducerange(rand.Uint32(), m)
if m == 0 {
assert.Equal(t, j, 0)
}
assert.Less(t, j, m)
}
}
func TestCardinality(t *testing.T) {
t.Parallel()
const cap = 1e4
f := NewOptimized(Config{
Capacity: cap,
FPRate: .0015,
})
assert.EqualValues(t, 0, f.Cardinality())
r := rand.New(rand.NewSource(0x81feae2b))
var sumN, sumNhat float64
for n := 1.0; n <= 5*cap; n++ {
f.Add(r.Uint64())
nhat := f.Cardinality()
assert.InDelta(t, 1, nhat/float64(n), 0.09)
sumN += n
sumNhat += nhat
if int(n)%cap == 0 {
// On average, we want to be less than a percent off.
assert.InDelta(t, 1, sumNhat/sumN, 0.008)
}
}
}
func TestCardinalityFull(t *testing.T) {
t.Parallel()
f := New(BlockBits, 2)
for i := range f.b {
for j := range f.b[i] {
f.b[i][j] = ^uint32(0)
}
}
assert.Equal(t, math.Inf(+1), f.Cardinality())
}
func TestIntersect(t *testing.T) {
t.Parallel()
const n uint64 = 1e4
const seed = 0x5544332211
hashes := randomU64(int(n), seed)
f := NewOptimized(Config{Capacity: n, FPRate: 1e-3})
g := NewOptimized(Config{Capacity: n, FPRate: 1e-3})
i := NewOptimized(Config{Capacity: n, FPRate: 1e-3})
for _, h := range hashes[:n/3] {
f.Add(h)
}
for _, h := range hashes[n/3 : 2*n/3] {
f.Add(h)
g.Add(h)
i.Add(h)
}
for _, h := range hashes[n/3:] {
g.Add(h)
}
expectFPR := math.Min(f.FPRate(n), g.FPRate(n))
f.Intersect(g)
assert.NotEqual(t, i, g)
for _, h := range hashes[n/3 : 2*n/3] {
assert.True(t, f.Has(h))
}
var fp uint64
for _, h := range hashes {
if f.Has(h) && !i.Has(h) {
fp++
}
}
actualFPR := float64(fp) / float64(n)
assert.Less(t, actualFPR, 2*expectFPR)
t.Logf("FPR = %f", actualFPR)
assert.Panics(t, func() { f.Intersect(New(f.NumBits(), 9)) })
assert.Panics(t, func() { f.Union(New(n+BlockBits, f.k)) })
}
func TestUnion(t *testing.T) {
t.Parallel()
const n = 1e5
hashes := randomU64(n, 0xa6e98fb)
f := New(n, 5)
g := New(n, 5)
u := New(n, 5)
for _, h := range hashes[:n/2] {
f.Add(h)
u.Add(h)
}
for _, h := range hashes[n/2:] {
g.Add(h)
u.Add(h)
}
assert.NotEqual(t, f, g)
f.Union(g)
assert.Equal(t, u, f)
assert.NotEqual(t, u, g)
g.Union(f)
assert.Equal(t, u, g)
assert.Panics(t, func() { f.Union(New(n, 4)) })
assert.Panics(t, func() { f.Union(New(n+BlockBits, 5)) })
}
func randomU64(n int, seed int64) []uint64 {
r := rand.New(rand.NewSource(seed))
p := make([]uint64, n)
for i := range p {
p[i] = r.Uint64()
}
return p
}
func TestUnionSmall(t *testing.T) {
t.Parallel()
f := New(BlockBits, 2)
g := New(BlockBits, 2)
g.Add(42)
f.Union(g)
assert.True(t, f.Has(42))
}
// This test ensures that the switch from 64-bit to 32-bit words did not
// alter the little-endian serialization of blocks.
func TestBlockLayout(t *testing.T) {
t.Parallel()
var b block
b.setbit(0)
b.setbit(1)
b.setbit(111)
b.setbit(499)
assert.Equal(t, BlockBits, 8*binary.Size(b))
h := sha256.New()
binary.Write(h, binary.LittleEndian, b)
expect := "aa7f8c411600fa387f0c10641eab428a7ed2f27a86171ac69f0e2087b2aa9140"
assert.Equal(t, expect, hex.EncodeToString(h.Sum(nil)))
}
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