2019-01-29 22:58:30 +00:00
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// Package hrw implements Rendezvous hashing.
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// http://en.wikipedia.org/wiki/Rendezvous_hashing.
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package hrw
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import (
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2019-01-31 09:54:02 +00:00
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"encoding/binary"
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2019-07-05 06:49:24 +00:00
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"errors"
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2019-08-01 09:16:03 +00:00
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"math"
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2019-01-29 22:58:30 +00:00
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"reflect"
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"sort"
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2019-01-31 09:54:02 +00:00
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2023-06-01 16:41:22 +00:00
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"github.com/twmb/murmur3"
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2019-01-29 22:58:30 +00:00
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)
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type (
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// Hasher interface used by SortSliceByValue
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Hasher interface{ Hash() uint64 }
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2020-09-11 10:34:16 +00:00
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sorter struct {
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l int
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less func(i, j int) bool
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swap func(i, j int)
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}
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hasherSorter[T Hasher, N interface{ ~uint64 | ~float64 }] struct {
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slice []T
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dist []N
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asc bool
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}
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2019-01-29 22:58:30 +00:00
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)
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2019-07-05 06:49:24 +00:00
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// Boundaries of valid normalized weights
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const (
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NormalizedMaxWeight = 1.0
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NormalizedMinWeight = 0.0
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)
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2020-09-11 10:34:16 +00:00
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func (s *sorter) Len() int { return s.l }
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func (s *sorter) Less(i, j int) bool { return s.less(i, j) }
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func (s *sorter) Swap(i, j int) { s.swap(i, j) }
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func (s *hasherSorter[T, N]) Len() int { return len(s.slice) }
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func (s *hasherSorter[T, N]) Less(i, j int) bool {
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if s.asc {
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return s.dist[i] < s.dist[j]
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}
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return s.dist[i] > s.dist[j]
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}
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func (s *hasherSorter[T, N]) Swap(i, j int) {
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s.slice[i], s.slice[j] = s.slice[j], s.slice[i]
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s.dist[i], s.dist[j] = s.dist[j], s.dist[i]
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}
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func distance(x uint64, y uint64) uint64 {
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acc := x ^ y
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// here used mmh3 64 bit finalizer
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// https://github.com/aappleby/smhasher/blob/61a0530f28277f2e850bfc39600ce61d02b518de/src/MurmurHash3.cpp#L81
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acc ^= acc >> 33
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acc = acc * 0xff51afd7ed558ccd
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acc ^= acc >> 33
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acc = acc * 0xc4ceb9fe1a85ec53
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acc ^= acc >> 33
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return acc
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}
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// Hash uses murmur3 hash to return uint64
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func Hash(key []byte) uint64 {
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return murmur3.Sum64(key)
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}
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2023-06-01 18:00:32 +00:00
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// StringHash uses murmur3 hash to return uint64
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func StringHash(key string) uint64 {
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return murmur3.StringSum64(key)
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}
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// Sort receive nodes and hash, and sort it by distance
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func Sort(nodes []uint64, hash uint64) []uint64 {
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l := len(nodes)
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sorted := make([]uint64, l)
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dist := make([]uint64, l)
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for i := range nodes {
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sorted[i] = uint64(i)
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dist[i] = distance(nodes[i], hash)
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}
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2020-09-11 10:34:16 +00:00
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sort.Slice(sorted, func(i, j int) bool {
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return dist[sorted[i]] < dist[sorted[j]]
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})
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return sorted
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}
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2019-07-05 06:49:24 +00:00
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// SortByWeight receive nodes, weights and hash, and sort it by distance * weight
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func SortByWeight(nodes []uint64, weights []float64, hash uint64) []uint64 {
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result := make([]uint64, len(nodes))
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copy(nodes, result)
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sortByWeight(len(nodes), false, nodes, weights, hash, reflect.Swapper(result))
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return result
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}
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2019-07-05 06:49:24 +00:00
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// SortSliceByValue received []T and hash to sort by value-distance
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func SortSliceByValue(slice interface{}, hash uint64) {
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rule := prepareRule(slice)
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if rule != nil {
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swap := reflect.Swapper(slice)
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sortByDistance(len(rule), false, rule, hash, swap)
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}
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}
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2023-02-27 07:52:20 +00:00
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// SortHasherSliceByValue receives []Hasher and hash to sort by value-distance.
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func SortHasherSliceByValue[T Hasher](slice []T, hash uint64) {
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if len(slice) == 0 {
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return
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}
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dist := make([]uint64, len(slice))
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for i := range dist {
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dist[i] = distance(slice[i].Hash(), hash)
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2023-02-27 07:52:20 +00:00
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}
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2023-06-01 17:33:15 +00:00
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sortHasherByDistance(slice, false, dist)
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}
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2019-07-05 06:49:24 +00:00
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// SortSliceByWeightValue received []T, weights and hash to sort by value-distance * weights
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func SortSliceByWeightValue(slice interface{}, weights []float64, hash uint64) {
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2019-05-27 07:45:29 +00:00
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rule := prepareRule(slice)
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if rule != nil {
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swap := reflect.Swapper(slice)
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2020-09-11 10:34:16 +00:00
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sortByWeight(reflect.ValueOf(slice).Len(), false, rule, weights, hash, swap)
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2019-05-27 07:45:29 +00:00
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}
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}
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2023-02-27 07:52:20 +00:00
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// SortHasherSliceByWeightValue receives []Hasher, weights and hash to sort by value-distance * weights.
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func SortHasherSliceByWeightValue[T Hasher](slice []T, weights []float64, hash uint64) {
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if len(slice) == 0 {
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return
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}
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if allSameF64(weights) {
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2023-06-01 17:33:15 +00:00
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dist := make([]uint64, len(slice))
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for i := range dist {
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dist[i] = distance(slice[i].Hash(), hash)
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}
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sortHasherByDistance(slice, false, dist)
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2023-06-01 17:22:47 +00:00
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return
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}
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dist := make([]float64, len(slice))
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for i := range dist {
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d := distance(slice[i].Hash(), hash)
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// `maxUint64 - distance` makes the shorter distance more valuable
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// it is necessary for operation with normalized values
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dist[i] = float64(^uint64(0)-d) * weights[i]
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}
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2023-06-01 17:48:47 +00:00
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sort.Sort(&hasherSorter[T, float64]{
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slice: slice,
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dist: dist,
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asc: false,
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2023-06-01 17:33:15 +00:00
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})
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}
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// sortHasherByDistance is similar to sortByDistance but accepts slice directly.
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func sortHasherByDistance[T Hasher](slice []T, byIndex bool, dist []uint64) {
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sort.Sort(&hasherSorter[T, uint64]{
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slice: slice,
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dist: dist,
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asc: true,
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2023-06-01 17:33:15 +00:00
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})
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2023-02-27 07:52:20 +00:00
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}
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2019-07-05 06:49:24 +00:00
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// SortSliceByIndex received []T and hash to sort by index-distance
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2019-05-27 07:45:29 +00:00
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func SortSliceByIndex(slice interface{}, hash uint64) {
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2020-09-11 10:34:16 +00:00
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length := reflect.ValueOf(slice).Len()
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2019-05-27 07:45:29 +00:00
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swap := reflect.Swapper(slice)
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2020-09-11 10:34:16 +00:00
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sortByDistance(length, true, nil, hash, swap)
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}
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2019-07-05 06:49:24 +00:00
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// SortSliceByWeightIndex received []T, weights and hash to sort by index-distance * weights
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func SortSliceByWeightIndex(slice interface{}, weights []float64, hash uint64) {
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2020-09-11 10:34:16 +00:00
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length := reflect.ValueOf(slice).Len()
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2019-05-27 07:45:29 +00:00
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swap := reflect.Swapper(slice)
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2020-09-11 10:34:16 +00:00
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sortByWeight(length, true, nil, weights, hash, swap)
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2019-05-27 07:45:29 +00:00
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}
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func prepareRule(slice interface{}) []uint64 {
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2019-01-29 22:58:30 +00:00
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t := reflect.TypeOf(slice)
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if t.Kind() != reflect.Slice {
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2021-12-28 11:27:29 +00:00
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panic("HRW sort expects slice, got " + t.Kind().String())
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2019-01-29 22:58:30 +00:00
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}
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var (
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val = reflect.ValueOf(slice)
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length = val.Len()
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rule = make([]uint64, 0, length)
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)
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if length == 0 {
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2019-05-27 07:45:29 +00:00
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return nil
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2019-01-29 22:58:30 +00:00
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}
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2019-04-12 11:19:18 +00:00
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switch slice := slice.(type) {
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case []int:
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2019-01-31 09:54:02 +00:00
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var key = make([]byte, 16)
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2019-01-29 22:58:30 +00:00
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for i := 0; i < length; i++ {
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2019-01-31 09:54:02 +00:00
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binary.BigEndian.PutUint64(key, uint64(slice[i]))
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash(key))
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}
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2019-04-12 11:19:18 +00:00
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case []uint:
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var key = make([]byte, 16)
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for i := 0; i < length; i++ {
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binary.BigEndian.PutUint64(key, uint64(slice[i]))
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash(key))
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}
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2019-04-12 11:19:18 +00:00
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case []int8:
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2019-04-12 11:09:49 +00:00
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for i := 0; i < length; i++ {
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key := byte(slice[i])
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash([]byte{key}))
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2019-04-12 11:09:49 +00:00
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}
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2019-04-12 11:19:18 +00:00
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case []uint8:
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2019-04-12 11:09:49 +00:00
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for i := 0; i < length; i++ {
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key := slice[i]
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash([]byte{key}))
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2019-04-12 11:09:49 +00:00
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}
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2019-04-12 11:19:18 +00:00
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case []int16:
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2019-04-12 11:09:49 +00:00
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var key = make([]byte, 8)
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for i := 0; i < length; i++ {
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binary.BigEndian.PutUint16(key, uint16(slice[i]))
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash(key))
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2019-04-12 11:09:49 +00:00
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}
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2019-04-12 11:19:18 +00:00
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case []uint16:
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2019-04-12 11:09:49 +00:00
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var key = make([]byte, 8)
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for i := 0; i < length; i++ {
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binary.BigEndian.PutUint16(key, slice[i])
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash(key))
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2019-04-12 11:09:49 +00:00
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}
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2019-04-12 11:19:18 +00:00
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case []int32:
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2019-02-01 09:57:05 +00:00
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var key = make([]byte, 16)
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for i := 0; i < length; i++ {
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binary.BigEndian.PutUint32(key, uint32(slice[i]))
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash(key))
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2019-02-01 09:57:05 +00:00
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}
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2019-04-12 11:19:18 +00:00
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case []uint32:
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2019-04-12 11:09:49 +00:00
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var key = make([]byte, 16)
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for i := 0; i < length; i++ {
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binary.BigEndian.PutUint32(key, slice[i])
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash(key))
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2019-04-12 11:09:49 +00:00
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}
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2019-04-12 11:19:18 +00:00
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case []int64:
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2019-04-12 11:09:49 +00:00
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var key = make([]byte, 32)
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for i := 0; i < length; i++ {
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binary.BigEndian.PutUint64(key, uint64(slice[i]))
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash(key))
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2019-04-12 11:09:49 +00:00
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}
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2019-04-12 11:19:18 +00:00
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case []uint64:
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2019-04-12 11:09:49 +00:00
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var key = make([]byte, 32)
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for i := 0; i < length; i++ {
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binary.BigEndian.PutUint64(key, slice[i])
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash(key))
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2019-04-12 11:09:49 +00:00
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}
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2019-04-12 11:19:18 +00:00
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case []string:
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2019-01-29 22:58:30 +00:00
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for i := 0; i < length; i++ {
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2019-05-24 09:51:39 +00:00
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rule = append(rule, Hash([]byte(slice[i])))
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2019-01-29 22:58:30 +00:00
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}
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2019-04-12 11:19:18 +00:00
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default:
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if _, ok := val.Index(0).Interface().(Hasher); !ok {
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2021-12-28 11:27:29 +00:00
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panic("slice elements must implement hrw.Hasher")
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2019-04-12 11:19:18 +00:00
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}
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2019-01-29 22:58:30 +00:00
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for i := 0; i < length; i++ {
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h := val.Index(i).Interface().(Hasher)
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2019-05-24 09:51:39 +00:00
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rule = append(rule, h.Hash())
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2019-01-29 22:58:30 +00:00
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}
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}
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2019-05-27 07:45:29 +00:00
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return rule
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2019-01-31 09:54:02 +00:00
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}
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2019-07-05 06:49:24 +00:00
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// ValidateWeights checks if weights are normalized between 0.0 and 1.0
|
|
|
|
func ValidateWeights(weights []float64) error {
|
|
|
|
for i := range weights {
|
2019-08-01 09:16:03 +00:00
|
|
|
if math.IsNaN(weights[i]) || weights[i] > NormalizedMaxWeight || weights[i] < NormalizedMinWeight {
|
2019-07-05 06:49:24 +00:00
|
|
|
return errors.New("weights are not normalized")
|
|
|
|
}
|
|
|
|
}
|
|
|
|
return nil
|
|
|
|
}
|
2020-09-11 10:34:16 +00:00
|
|
|
|
|
|
|
// sortByWeight sorts nodes by weight using provided swapper.
|
|
|
|
// nodes contains hrw hashes. If it is nil, indices are used.
|
|
|
|
func sortByWeight(l int, byIndex bool, nodes []uint64, weights []float64, hash uint64, swap func(i, j int)) {
|
|
|
|
// if all nodes have the same distance then sort uniformly
|
|
|
|
if allSameF64(weights) {
|
|
|
|
sortByDistance(l, byIndex, nodes, hash, swap)
|
|
|
|
return
|
|
|
|
}
|
|
|
|
|
2023-06-01 16:34:37 +00:00
|
|
|
dist := make([]float64, l)
|
|
|
|
for i := 0; i < l; i++ {
|
|
|
|
d := getDistance(byIndex, i, nodes, hash)
|
2020-09-11 10:34:16 +00:00
|
|
|
// `maxUint64 - distance` makes the shorter distance more valuable
|
|
|
|
// it is necessary for operation with normalized values
|
2023-06-01 16:34:37 +00:00
|
|
|
dist[i] = float64(^uint64(0)-d) * weights[i]
|
|
|
|
}
|
|
|
|
|
|
|
|
s := &sorter{
|
|
|
|
l: l,
|
|
|
|
swap: func(i, j int) {
|
|
|
|
swap(i, j)
|
|
|
|
dist[i], dist[j] = dist[j], dist[i]
|
|
|
|
},
|
|
|
|
less: func(i, j int) bool {
|
|
|
|
return dist[i] > dist[j] // higher distance must be placed lower to be first
|
|
|
|
},
|
2020-09-11 10:34:16 +00:00
|
|
|
}
|
|
|
|
sort.Sort(s)
|
|
|
|
}
|
|
|
|
|
|
|
|
// sortByDistance sorts nodes by hrw distance using provided swapper.
|
|
|
|
// nodes contains hrw hashes. If it is nil, indices are used.
|
|
|
|
func sortByDistance(l int, byIndex bool, nodes []uint64, hash uint64, swap func(i, j int)) {
|
2023-06-01 16:34:37 +00:00
|
|
|
dist := make([]uint64, l)
|
|
|
|
for i := 0; i < l; i++ {
|
|
|
|
dist[i] = getDistance(byIndex, i, nodes, hash)
|
|
|
|
}
|
|
|
|
|
|
|
|
s := &sorter{
|
|
|
|
l: l,
|
|
|
|
swap: func(i, j int) {
|
|
|
|
swap(i, j)
|
|
|
|
dist[i], dist[j] = dist[j], dist[i]
|
|
|
|
},
|
|
|
|
less: func(i, j int) bool {
|
|
|
|
return dist[i] < dist[j]
|
|
|
|
},
|
2020-09-11 10:34:16 +00:00
|
|
|
}
|
|
|
|
sort.Sort(s)
|
|
|
|
}
|
|
|
|
|
|
|
|
// getDistance return distance from nodes[i] to h.
|
|
|
|
// If byIndex is true, nodes index is used.
|
|
|
|
// Else if nodes[i] != nil, distance is calculated from this value.
|
|
|
|
// Otherwise, and hash from node index is taken.
|
|
|
|
func getDistance(byIndex bool, i int, nodes []uint64, h uint64) uint64 {
|
|
|
|
if nodes != nil {
|
|
|
|
return distance(nodes[i], h)
|
|
|
|
} else if byIndex {
|
|
|
|
return distance(uint64(i), h)
|
|
|
|
} else {
|
|
|
|
buf := make([]byte, 8)
|
|
|
|
binary.LittleEndian.PutUint64(buf, uint64(i))
|
|
|
|
return distance(Hash(buf), h)
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
|
|
|
func allSameF64(fs []float64) bool {
|
|
|
|
for i := range fs {
|
|
|
|
if fs[i] != fs[0] {
|
|
|
|
return false
|
|
|
|
}
|
|
|
|
}
|
|
|
|
return true
|
|
|
|
}
|