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stable_test.go
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stable_test.go
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package boom
import (
"bytes"
"encoding/gob"
"math"
"strconv"
"testing"
"github.com/d4l3k/messagediff"
)
// Ensures that NewUnstableBloomFilter creates a Stable Bloom Filter with p=0,
// max=1 and k hash functions.
func TestNewUnstableBloomFilter(t *testing.T) {
f := NewUnstableBloomFilter(100, 0.1)
k := OptimalK(0.1)
if f.k != k {
t.Errorf("Expected %d, got %d", k, f.k)
}
if f.m != 100 {
t.Errorf("Expected 100, got %d", f.m)
}
if f.P() != 0 {
t.Errorf("Expected 0, got %d", f.p)
}
if f.max != 1 {
t.Errorf("Expected 1, got %d", f.max)
}
}
// Ensures that Cells returns the number of cells, m, in the Stable Bloom
// Filter.
func TestCells(t *testing.T) {
f := NewStableBloomFilter(100, 1, 0.1)
if cells := f.Cells(); cells != 100 {
t.Errorf("Expected 100, got %d", cells)
}
}
// Ensures that K returns the number of hash functions in the Stable Bloom
// Filter.
func TestK(t *testing.T) {
f := NewStableBloomFilter(100, 1, 0.01)
if k := f.K(); k != 3 {
t.Errorf("Expected 3, got %d", k)
}
}
// Ensures that Test, Add, and TestAndAdd behave correctly.
func TestTestAndAdd(t *testing.T) {
f := NewDefaultStableBloomFilter(10000, 0.01)
// `a` isn't in the filter.
if f.Test([]byte(`a`)) {
t.Error("`a` should not be a member")
}
if f.Add([]byte(`a`)) != f {
t.Error("Returned StableBloomFilter should be the same instance")
}
// `a` is now in the filter.
if !f.Test([]byte(`a`)) {
t.Error("`a` should be a member")
}
// `a` is still in the filter.
if !f.TestAndAdd([]byte(`a`)) {
t.Error("`a` should be a member")
}
// `b` is not in the filter.
if f.TestAndAdd([]byte(`b`)) {
t.Error("`b` should not be a member")
}
// `a` is still in the filter.
if !f.Test([]byte(`a`)) {
t.Error("`a` should be a member")
}
// `b` is now in the filter.
if !f.Test([]byte(`b`)) {
t.Error("`b` should be a member")
}
// `c` is not in the filter.
if f.Test([]byte(`c`)) {
t.Error("`c` should not be a member")
}
for i := 0; i < 1000000; i++ {
f.TestAndAdd([]byte(strconv.Itoa(i)))
}
// `a` should have been evicted.
if f.Test([]byte(`a`)) {
t.Error("`a` should not be a member")
}
}
// Ensures that StablePoint returns the expected fraction of zeros for large
// iterations.
func TestStablePoint(t *testing.T) {
f := NewStableBloomFilter(1000, 1, 0.1)
for i := 0; i < 1000000; i++ {
f.Add([]byte(strconv.Itoa(i)))
}
zeros := 0
for i := uint(0); i < f.m; i++ {
if f.cells.Get(i) == 0 {
zeros++
}
}
actual := round(float64(zeros)/float64(f.m), 0.5, 1)
expected := round(f.StablePoint(), 0.5, 1)
if actual != expected {
t.Errorf("Expected stable point %f, got %f", expected, actual)
}
// A classic Bloom filter is a special case of SBF where P is 0 and max is
// 1. It doesn't have a stable point.
bf := NewUnstableBloomFilter(1000, 0.1)
if stablePoint := bf.StablePoint(); stablePoint != 0 {
t.Errorf("Expected stable point 0, got %f", stablePoint)
}
}
// Ensures that FalsePositiveRate returns the upper bound on false positives
// for stable filters.
func TestFalsePositiveRate(t *testing.T) {
f := NewDefaultStableBloomFilter(1000, 0.01)
fps := round(f.FalsePositiveRate(), 0.5, 2)
if fps > 0.01 {
t.Errorf("Expected fps less than or equal to 0.01, got %f", fps)
}
// Classic Bloom filters have an unbounded rate of false positives. Once
// they become full, every query returns a false positive.
bf := NewUnstableBloomFilter(1000, 0.1)
if fps := bf.FalsePositiveRate(); fps != 1 {
t.Errorf("Expected fps 1, got %f", fps)
}
}
// Ensures that Reset sets every cell to zero.
func TestReset(t *testing.T) {
f := NewDefaultStableBloomFilter(1000, 0.01)
for i := 0; i < 1000; i++ {
f.Add([]byte(strconv.Itoa(i)))
}
if f.Reset() != f {
t.Error("Returned StableBloomFilter should be the same instance")
}
for i := uint(0); i < f.m; i++ {
if cell := f.cells.Get(i); cell != 0 {
t.Errorf("Expected zero cell, got %d", cell)
}
}
}
// Ensures that StableBloomFilter can be serialized and deserialized without errors.
func TestStableGob(t *testing.T) {
f := NewDefaultStableBloomFilter(128, 0.1)
for i := 0; i < 1000; i++ {
f.Add([]byte(strconv.Itoa(i)))
}
var buf bytes.Buffer
if err := gob.NewEncoder(&buf).Encode(f); err != nil {
t.Error(err)
}
f2 := NewDefaultStableBloomFilter(128, 0.1)
if err := gob.NewDecoder(&buf).Decode(f2); err != nil {
t.Error(err)
}
if diff, equal := messagediff.PrettyDiff(f, f2); !equal {
t.Errorf("StableBoomFilter Gob Encode and Decode = %+v; not %+v\n%s", f2, f, diff)
}
}
func BenchmarkStableAdd(b *testing.B) {
b.StopTimer()
f := NewDefaultStableBloomFilter(100000, 0.01)
data := make([][]byte, b.N)
for i := 0; i < b.N; i++ {
data[i] = []byte(strconv.Itoa(i))
}
b.StartTimer()
for n := 0; n < b.N; n++ {
f.Add(data[n])
}
}
func BenchmarkStableTest(b *testing.B) {
b.StopTimer()
f := NewDefaultStableBloomFilter(100000, 0.01)
data := make([][]byte, b.N)
for i := 0; i < b.N; i++ {
data[i] = []byte(strconv.Itoa(i))
}
b.StartTimer()
for n := 0; n < b.N; n++ {
f.Test(data[n])
}
}
func BenchmarkStableTestAndAdd(b *testing.B) {
b.StopTimer()
f := NewDefaultStableBloomFilter(100000, 0.01)
data := make([][]byte, b.N)
for i := 0; i < b.N; i++ {
data[i] = []byte(strconv.Itoa(i))
}
b.StartTimer()
for n := 0; n < b.N; n++ {
f.TestAndAdd(data[n])
}
}
func BenchmarkUnstableAdd(b *testing.B) {
b.StopTimer()
f := NewUnstableBloomFilter(100000, 0.1)
data := make([][]byte, b.N)
for i := 0; i < b.N; i++ {
data[i] = []byte(strconv.Itoa(i))
}
b.StartTimer()
for n := 0; n < b.N; n++ {
f.Add(data[n])
}
}
func BenchmarkUnstableTest(b *testing.B) {
b.StopTimer()
f := NewUnstableBloomFilter(100000, 0.1)
data := make([][]byte, b.N)
for i := 0; i < b.N; i++ {
data[i] = []byte(strconv.Itoa(i))
}
b.StartTimer()
for n := 0; n < b.N; n++ {
f.Test(data[n])
}
}
func BenchmarkUnstableTestAndAdd(b *testing.B) {
b.StopTimer()
f := NewUnstableBloomFilter(100000, 0.1)
data := make([][]byte, b.N)
for i := 0; i < b.N; i++ {
data[i] = []byte(strconv.Itoa(i))
}
b.StartTimer()
for n := 0; n < b.N; n++ {
f.TestAndAdd(data[n])
}
}
func round(val float64, roundOn float64, places int) (newVal float64) {
var round float64
pow := math.Pow(10, float64(places))
digit := pow * val
_, div := math.Modf(digit)
if div >= roundOn {
round = math.Ceil(digit)
} else {
round = math.Floor(digit)
}
newVal = round / pow
return
}