Base HRW implementation in golang

feature/general-weights
Evgeniy Kulikov 2019-01-30 01:58:30 +03:00
parent ca071432c4
commit 01e85efd7e
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7 changed files with 453 additions and 2 deletions

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.gitignore vendored 100644
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.idea
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*.out

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# hrw
Golang simple HRW implementation
# Golang simple HRW implementation

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go.mod 100644
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module github.com/im-kulikov/hrw
require github.com/reusee/mmh3 v0.0.0-20140820141314-64b85163255b

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go.sum 100644
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github.com/reusee/mmh3 v0.0.0-20140820141314-64b85163255b h1:GQkEnyBFqzQXb3RFqGt5z2QcBZJVQxgzXKF/sPCFh7w=
github.com/reusee/mmh3 v0.0.0-20140820141314-64b85163255b/go.mod h1:ADBBIMrt68BC/v967NyoiPZMwPVq44r8QJ5oRyXJHJs=

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hrw.go 100644
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// Package hrw implements Rendezvous hashing.
// http://en.wikipedia.org/wiki/Rendezvous_hashing.
package hrw
import (
"errors"
"hash/fnv"
"reflect"
"sort"
"strconv"
)
type (
swapper func(i, j int)
Hasher interface{ Hash() uint64 }
hashed struct {
length int
sorted []uint64
weight []uint64
}
)
const m64 = 18446744073709551615 // modulus (2**64-1)
func weight(x uint64, y uint64) uint64 {
acc := x ^ y
acc ^= acc >> 33
acc = (acc * 0xff51afd7ed558ccd) % m64
acc ^= acc >> 33
acc = (acc * 0xc4ceb9fe1a85ec53) % m64
acc ^= acc >> 33
return acc
}
func (h hashed) Len() int { return h.length }
func (h hashed) Less(i, j int) bool { return h.weight[h.sorted[i]] < h.weight[h.sorted[j]] }
func (h hashed) Swap(i, j int) { h.sorted[i], h.sorted[j] = h.sorted[j], h.sorted[i] }
func SortByWeight(nodes []uint64, hash uint64) []uint64 {
var (
l = len(nodes)
h = hashed{
length: l,
sorted: make([]uint64, 0, l),
weight: make([]uint64, 0, l),
}
)
for i, node := range nodes {
h.sorted = append(h.sorted, uint64(i))
h.weight = append(h.weight, weight(node, hash))
}
sort.Sort(h)
return h.sorted
}
func SortSliceByValue(slice interface{}, hash uint64) error {
t := reflect.TypeOf(slice)
if t.Kind() != reflect.Slice {
return errors.New("must be slice")
}
var (
val = reflect.ValueOf(slice)
swap = reflect.Swapper(slice)
length = val.Len()
rule = make([]uint64, 0, length)
)
if length == 0 {
return nil
}
switch slice := slice.(type) {
case []int:
hasher := fnv.New64()
for i := 0; i < length; i++ {
hasher.Reset()
// error always nil
_, _ = hasher.Write([]byte(strconv.Itoa(slice[i])))
rule = append(rule, weight(hash, hasher.Sum64()))
}
case []string:
hasher := fnv.New64()
for i := 0; i < length; i++ {
hasher.Reset()
// error always nil
_, _ = hasher.Write([]byte(slice[i]))
rule = append(rule, weight(hash, hasher.Sum64()))
}
default:
if _, ok := val.Index(0).Interface().(Hasher); !ok {
return errors.New("unknown type")
}
for i := 0; i < length; i++ {
h := val.Index(i).Interface().(Hasher)
rule = append(rule, weight(hash, h.Hash()))
}
}
rule = SortByWeight(rule, hash)
sortByRule(swap, uint64(length), rule)
return nil
}
func SortSliceByIndex(slice interface{}, hash uint64) {
length := uint64(reflect.ValueOf(slice).Len())
swap := reflect.Swapper(slice)
rule := make([]uint64, 0, length)
for i := uint64(0); i < length; i++ {
rule = append(rule, i)
}
rule = SortByWeight(rule, hash)
sortByRule(swap, length, rule)
}
func sortByRule(swap swapper, length uint64, rule []uint64) {
done := make([]bool, length)
for i := uint64(0); i < length; i++ {
if done[i] {
continue
}
done[i] = true
for j := rule[i]; !done[rule[j]]; j = rule[j] {
swap(int(i), int(j))
done[j] = true
}
}
}

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hrw.test 100755

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hrw_test.go 100644
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package hrw
import (
"encoding/binary"
"fmt"
"hash/fnv"
"reflect"
"strconv"
"testing"
"github.com/reusee/mmh3"
)
type hashString string
var testKey = []byte("Golang simple HRW implementation")
func Example() {
// given a set of servers
servers := []string{
"one.example.com",
"two.example.com",
"three.example.com",
"four.example.com",
"five.example.com",
"six.example.com",
}
// HRW can consistently select a uniformly-distributed set of servers for
// any given key
var (
key = []byte("/examples/object-key")
h = hash(key)
err = SortSliceByValue(servers, h)
)
if err != nil {
panic(err)
}
for id := range servers {
fmt.Printf("trying GET %s%s\n", servers[id], key)
}
// Output:
// trying GET six.example.com/examples/object-key
// trying GET one.example.com/examples/object-key
// trying GET three.example.com/examples/object-key
// trying GET four.example.com/examples/object-key
// trying GET five.example.com/examples/object-key
// trying GET two.example.com/examples/object-key
}
func (h hashString) Hash() uint64 {
hs := fnv.New64()
// error always nil
_, _ = hs.Write([]byte(h))
return (hs.Sum64() >> 1) % m64
}
func hash(key []byte) uint64 {
h := fnv.New64()
// error always nil
_, _ = h.Write(key)
return (h.Sum64() >> 1) ^ m64
}
func mur3hash(key []byte) uint64 {
h := mmh3.New128()
// error always nil
_, _ = h.Write(key)
var (
data = h.Sum(nil)
length = len(data)
result uint64
)
for i := 0; i < length; i++ {
result += uint64(data[i]) << uint64(length-i)
}
return result
}
func TestSortSliceByIndex(t *testing.T) {
actual := []string{"a", "b", "c", "d", "e", "f"}
expect := []string{"e", "a", "c", "d", "b", "f"}
hash := hash(testKey)
SortSliceByIndex(actual, hash)
if !reflect.DeepEqual(actual, expect) {
t.Errorf("Was %#v, but expected %#v", actual, expect)
}
}
func TestSortSliceByValue(t *testing.T) {
actual := []string{"a", "b", "c", "d", "e", "f"}
expect := []string{"e", "b", "c", "d", "f", "a"}
hash := hash(testKey)
if err := SortSliceByValue(actual, hash); err != nil {
t.Fatal(err)
}
if !reflect.DeepEqual(actual, expect) {
t.Errorf("Was %#v, but expected %#v", actual, expect)
}
}
func TestSortSliceByValueFail(t *testing.T) {
t.Run("empty slice", func(t *testing.T) {
actual := make([]int, 0)
hash := hash(testKey)
if err := SortSliceByValue(actual, hash); err != nil {
t.Fatal(err)
}
})
t.Run("must be slice", func(t *testing.T) {
actual := 10
hash := hash(testKey)
if err := SortSliceByValue(actual, hash); err == nil {
t.Fatal("must fail for bad type")
}
})
t.Run("must fail for unknown type", func(t *testing.T) {
actual := []byte{1, 2, 3, 4, 5}
hash := hash(testKey)
if err := SortSliceByValue(actual, hash); err == nil {
t.Fatal("must fail for bad type")
}
})
}
func TestSortSliceByValueHasher(t *testing.T) {
actual := []hashString{"a", "b", "c", "d", "e", "f"}
expect := []hashString{"e", "d", "c", "a", "b", "f"}
hash := hash(testKey)
if err := SortSliceByValue(actual, hash); err != nil {
t.Fatal(err)
}
if !reflect.DeepEqual(actual, expect) {
t.Errorf("Was %#v, but expected %#v", actual, expect)
}
}
func TestSortSliceByValueIntSlice(t *testing.T) {
actual := []int{0, 1, 2, 3, 4, 5}
expect := []int{2, 0, 5, 3, 4, 1}
hash := hash(testKey)
if err := SortSliceByValue(actual, hash); err != nil {
t.Fatal(err)
}
if !reflect.DeepEqual(actual, expect) {
t.Errorf("Was %#v, but expected %#v", actual, expect)
}
}
func TestSortByWeight(t *testing.T) {
nodes := []uint64{1, 2, 3, 4, 5}
hash := mur3hash(testKey)
actual := SortByWeight(nodes, hash)
expected := []uint64{0, 1, 4, 2, 3}
if !reflect.DeepEqual(actual, expected) {
t.Errorf("Was %#v, but expected %#v", actual, expected)
}
}
func TestUniformDistribution(t *testing.T) {
var (
i uint64
size = uint64(4)
nodes = make([]uint64, 0, size)
counts = make(map[uint64]uint64)
key = make([]byte, 16)
keys = uint64(10000000)
)
for i = 0; i < size; i++ {
nodes = append(nodes, i)
}
for i = 0; i < keys; i++ {
binary.BigEndian.PutUint64(key, i)
hash := hash(key)
counts[SortByWeight(nodes, hash)[0]]++
}
mean := float64(keys) / float64(len(nodes))
delta := mean * 0.002 // 0.2%
for node, count := range counts {
d := mean - float64(count)
if d > delta || (0-d) > delta {
t.Errorf(
"Node %d received %d keys, expected %v (+/- %v)",
node, count, mean, delta,
)
}
}
}
func BenchmarkSortByWeight_fnv_10(b *testing.B) {
hash := hash(testKey)
_ = benchmarkSortByWeight(b, 10, hash)
}
func BenchmarkSortByWeight_fnv_100(b *testing.B) {
hash := hash(testKey)
_ = benchmarkSortByWeight(b, 100, hash)
}
func BenchmarkSortByWeight_fnv_1000(b *testing.B) {
hash := hash(testKey)
_ = benchmarkSortByWeight(b, 1000, hash)
}
func BenchmarkSortByIndex_fnv_10(b *testing.B) {
hash := hash(testKey)
benchmarkSortByIndex(b, 10, hash)
}
func BenchmarkSortByIndex_fnv_100(b *testing.B) {
hash := hash(testKey)
benchmarkSortByIndex(b, 100, hash)
}
func BenchmarkSortByIndex_fnv_1000(b *testing.B) {
hash := hash(testKey)
benchmarkSortByIndex(b, 1000, hash)
}
func BenchmarkSortByValue_fnv_10(b *testing.B) {
hash := hash(testKey)
benchmarkSortByValue(b, 10, hash)
}
func BenchmarkSortByValue_fnv_100(b *testing.B) {
hash := hash(testKey)
benchmarkSortByValue(b, 100, hash)
}
func BenchmarkSortByValue_fnv_1000(b *testing.B) {
hash := hash(testKey)
benchmarkSortByValue(b, 1000, hash)
}
func benchmarkSortByWeight(b *testing.B, n int, hash uint64) uint64 {
servers := make([]uint64, n)
for i := uint64(0); i < uint64(len(servers)); i++ {
servers[i] = i
}
b.ResetTimer()
b.ReportAllocs()
var x uint64
for i := 0; i < b.N; i++ {
x += SortByWeight(servers, hash)[0]
}
return x
}
func benchmarkSortByIndex(b *testing.B, n int, hash uint64) {
servers := make([]uint64, n)
for i := uint64(0); i < uint64(len(servers)); i++ {
servers[i] = i
}
b.ResetTimer()
b.ReportAllocs()
for i := 0; i < b.N; i++ {
SortSliceByIndex(servers, hash)
}
}
func benchmarkSortByValue(b *testing.B, n int, hash uint64) {
servers := make([]string, n)
for i := uint64(0); i < uint64(len(servers)); i++ {
servers[i] = "localhost:" + strconv.FormatUint(60000-i, 10)
}
b.ResetTimer()
b.ReportAllocs()
for i := 0; i < b.N; i++ {
if err := SortSliceByValue(servers, hash); err != nil {
b.Fatal(err)
}
}
}