Improvements in performance and memory usage

I profiled fzf and it turned out that it was spending significant amount
of time repeatedly converting character arrays into Unicode codepoints.
This commit greatly improves search performance after the initial scan
by memoizing the converted results.

This commit also addresses the problem of unbounded memory usage of fzf.
fzf is a short-lived process that usually processes small input, so it
was implemented to cache the intermediate results very aggressively with
no notion of cache expiration/eviction. I still think a proper
implementation of caching scheme is definitely an overkill. Instead this
commit introduces limits to the maximum size (or minimum selectivity) of
the intermediate results that can be cached.
pull/165/merge
Junegunn Choi 9 years ago
parent 288131ac5a
commit 2fe1e28220

@ -1,6 +1,14 @@
CHANGELOG
=========
0.9.10
------
### Improvements
- Performance optimization
- Less aggressive memoization to limit memory usage
0.9.9
-----

@ -1,8 +1,9 @@
package algo
import (
"strings"
"unicode"
"github.com/junegunn/fzf/src/util"
)
/*
@ -14,13 +15,11 @@ import (
*/
// FuzzyMatch performs fuzzy-match
func FuzzyMatch(caseSensitive bool, input *string, pattern []rune) (int, int) {
func FuzzyMatch(caseSensitive bool, runes *[]rune, pattern []rune) (int, int) {
if len(pattern) == 0 {
return 0, 0
}
runes := []rune(*input)
// 0. (FIXME) How to find the shortest match?
// a_____b__c__abc
// ^^^^^^^^^^ ^^^
@ -34,7 +33,7 @@ func FuzzyMatch(caseSensitive bool, input *string, pattern []rune) (int, int) {
sidx := -1
eidx := -1
for index, char := range runes {
for index, char := range *runes {
// This is considerably faster than blindly applying strings.ToLower to the
// whole string
if !caseSensitive {
@ -43,10 +42,10 @@ func FuzzyMatch(caseSensitive bool, input *string, pattern []rune) (int, int) {
// compiler as of now does not inline non-leaf functions.)
if char >= 'A' && char <= 'Z' {
char += 32
runes[index] = char
(*runes)[index] = char
} else if char > unicode.MaxASCII {
char = unicode.To(unicode.LowerCase, char)
runes[index] = char
(*runes)[index] = char
}
}
if char == pattern[pidx] {
@ -63,7 +62,7 @@ func FuzzyMatch(caseSensitive bool, input *string, pattern []rune) (int, int) {
if sidx >= 0 && eidx >= 0 {
pidx--
for index := eidx - 1; index >= sidx; index-- {
char := runes[index]
char := (*runes)[index]
if char == pattern[pidx] {
if pidx--; pidx < 0 {
sidx = index
@ -76,27 +75,6 @@ func FuzzyMatch(caseSensitive bool, input *string, pattern []rune) (int, int) {
return -1, -1
}
// ExactMatchStrings performs exact-match using strings package.
// Currently not used.
func ExactMatchStrings(caseSensitive bool, input *string, pattern []rune) (int, int) {
if len(pattern) == 0 {
return 0, 0
}
var str string
if caseSensitive {
str = *input
} else {
str = strings.ToLower(*input)
}
if idx := strings.Index(str, string(pattern)); idx >= 0 {
prefixRuneLen := len([]rune((*input)[:idx]))
return prefixRuneLen, prefixRuneLen + len(pattern)
}
return -1, -1
}
// ExactMatchNaive is a basic string searching algorithm that handles case
// sensitivity. Although naive, it still performs better than the combination
// of strings.ToLower + strings.Index for typical fzf use cases where input
@ -104,13 +82,12 @@ func ExactMatchStrings(caseSensitive bool, input *string, pattern []rune) (int,
//
// We might try to implement better algorithms in the future:
// http://en.wikipedia.org/wiki/String_searching_algorithm
func ExactMatchNaive(caseSensitive bool, input *string, pattern []rune) (int, int) {
func ExactMatchNaive(caseSensitive bool, runes *[]rune, pattern []rune) (int, int) {
if len(pattern) == 0 {
return 0, 0
}
runes := []rune(*input)
numRunes := len(runes)
numRunes := len(*runes)
plen := len(pattern)
if numRunes < plen {
return -1, -1
@ -118,7 +95,7 @@ func ExactMatchNaive(caseSensitive bool, input *string, pattern []rune) (int, in
pidx := 0
for index := 0; index < numRunes; index++ {
char := runes[index]
char := (*runes)[index]
if !caseSensitive {
if char >= 'A' && char <= 'Z' {
char += 32
@ -140,14 +117,13 @@ func ExactMatchNaive(caseSensitive bool, input *string, pattern []rune) (int, in
}
// PrefixMatch performs prefix-match
func PrefixMatch(caseSensitive bool, input *string, pattern []rune) (int, int) {
runes := []rune(*input)
if len(runes) < len(pattern) {
func PrefixMatch(caseSensitive bool, runes *[]rune, pattern []rune) (int, int) {
if len(*runes) < len(pattern) {
return -1, -1
}
for index, r := range pattern {
char := runes[index]
char := (*runes)[index]
if !caseSensitive {
char = unicode.ToLower(char)
}
@ -159,8 +135,8 @@ func PrefixMatch(caseSensitive bool, input *string, pattern []rune) (int, int) {
}
// SuffixMatch performs suffix-match
func SuffixMatch(caseSensitive bool, input *string, pattern []rune) (int, int) {
runes := []rune(strings.TrimRight(*input, " "))
func SuffixMatch(caseSensitive bool, input *[]rune, pattern []rune) (int, int) {
runes := util.TrimRight(input)
trimmedLen := len(runes)
diff := trimmedLen - len(pattern)
if diff < 0 {

@ -5,11 +5,12 @@ import (
"testing"
)
func assertMatch(t *testing.T, fun func(bool, *string, []rune) (int, int), caseSensitive bool, input string, pattern string, sidx int, eidx int) {
func assertMatch(t *testing.T, fun func(bool, *[]rune, []rune) (int, int), caseSensitive bool, input string, pattern string, sidx int, eidx int) {
if !caseSensitive {
pattern = strings.ToLower(pattern)
}
s, e := fun(caseSensitive, &input, []rune(pattern))
runes := []rune(input)
s, e := fun(caseSensitive, &runes, []rune(pattern))
if s != sidx {
t.Errorf("Invalid start index: %d (expected: %d, %s / %s)", s, sidx, input, pattern)
}
@ -45,7 +46,6 @@ func TestSuffixMatch(t *testing.T) {
func TestEmptyPattern(t *testing.T) {
assertMatch(t, FuzzyMatch, true, "foobar", "", 0, 0)
assertMatch(t, ExactMatchStrings, true, "foobar", "", 0, 0)
assertMatch(t, ExactMatchNaive, true, "foobar", "", 0, 0)
assertMatch(t, PrefixMatch, true, "foobar", "", 0, 0)
assertMatch(t, SuffixMatch, true, "foobar", "", 6, 6)

@ -2,23 +2,23 @@ package fzf
import "sync"
// QueryCache associates strings to lists of items
type QueryCache map[string][]*Item
// queryCache associates strings to lists of items
type queryCache map[string][]*Item
// ChunkCache associates Chunk and query string to lists of items
type ChunkCache struct {
mutex sync.Mutex
cache map[*Chunk]*QueryCache
cache map[*Chunk]*queryCache
}
// NewChunkCache returns a new ChunkCache
func NewChunkCache() ChunkCache {
return ChunkCache{sync.Mutex{}, make(map[*Chunk]*QueryCache)}
return ChunkCache{sync.Mutex{}, make(map[*Chunk]*queryCache)}
}
// Add adds the list to the cache
func (cc *ChunkCache) Add(chunk *Chunk, key string, list []*Item) {
if len(key) == 0 || !chunk.IsFull() {
if len(key) == 0 || !chunk.IsFull() || len(list) > queryCacheMax {
return
}
@ -27,7 +27,7 @@ func (cc *ChunkCache) Add(chunk *Chunk, key string, list []*Item) {
qc, ok := cc.cache[chunk]
if !ok {
cc.cache[chunk] = &QueryCache{}
cc.cache[chunk] = &queryCache{}
qc = cc.cache[chunk]
}
(*qc)[key] = list

@ -4,7 +4,7 @@ import "testing"
func TestChunkCache(t *testing.T) {
cache := NewChunkCache()
chunk2 := make(Chunk, ChunkSize)
chunk2 := make(Chunk, chunkSize)
chunk1p := &Chunk{}
chunk2p := &chunk2
items1 := []*Item{&Item{}}

@ -2,10 +2,7 @@ package fzf
import "sync"
// Capacity of each chunk
const ChunkSize int = 100
// Chunk is a list of Item pointers whose size has the upper limit of ChunkSize
// Chunk is a list of Item pointers whose size has the upper limit of chunkSize
type Chunk []*Item // >>> []Item
// ItemBuilder is a closure type that builds Item object from a pointer to a
@ -35,7 +32,7 @@ func (c *Chunk) push(trans ItemBuilder, data *string, index int) {
// IsFull returns true if the Chunk is full
func (c *Chunk) IsFull() bool {
return len(*c) == ChunkSize
return len(*c) == chunkSize
}
func (cl *ChunkList) lastChunk() *Chunk {
@ -47,7 +44,7 @@ func CountItems(cs []*Chunk) int {
if len(cs) == 0 {
return 0
}
return ChunkSize*(len(cs)-1) + len(*(cs[len(cs)-1]))
return chunkSize*(len(cs)-1) + len(*(cs[len(cs)-1]))
}
// Push adds the item to the list
@ -56,7 +53,7 @@ func (cl *ChunkList) Push(data string) {
defer cl.mutex.Unlock()
if len(cl.chunks) == 0 || cl.lastChunk().IsFull() {
newChunk := Chunk(make([]*Item, 0, ChunkSize))
newChunk := Chunk(make([]*Item, 0, chunkSize))
cl.chunks = append(cl.chunks, &newChunk)
}

@ -45,7 +45,7 @@ func TestChunkList(t *testing.T) {
}
// Add more data
for i := 0; i < ChunkSize*2; i++ {
for i := 0; i < chunkSize*2; i++ {
cl.Push(fmt.Sprintf("item %d", i))
}
@ -57,7 +57,7 @@ func TestChunkList(t *testing.T) {
// New snapshot
snapshot, count = cl.Snapshot()
if len(snapshot) != 3 || !snapshot[0].IsFull() ||
!snapshot[1].IsFull() || snapshot[2].IsFull() || count != ChunkSize*2+2 {
!snapshot[1].IsFull() || snapshot[2].IsFull() || count != chunkSize*2+2 {
t.Error("Expected two full chunks and one more chunk")
}
if len(*snapshot[2]) != 2 {

@ -1,11 +1,38 @@
package fzf
import (
"time"
"github.com/junegunn/fzf/src/util"
)
// Current version
const Version = "0.9.9"
const (
// Current version
Version = "0.9.9"
// Core
coordinatorDelayMax time.Duration = 100 * time.Millisecond
coordinatorDelayStep time.Duration = 10 * time.Millisecond
// Reader
defaultCommand = `find * -path '*/\.*' -prune -o -type f -print -o -type l -print 2> /dev/null`
// Terminal
initialDelay = 100 * time.Millisecond
spinnerDuration = 200 * time.Millisecond
// Matcher
progressMinDuration = 200 * time.Millisecond
// Capacity of each chunk
chunkSize int = 100
// Do not cache results of low selectivity queries
queryCacheMax int = chunkSize / 5
// Not to cache mergers with large lists
mergerCacheMax int = 100000
)
// fzf events
const (

@ -34,9 +34,6 @@ import (
"github.com/junegunn/fzf/src/util"
)
const coordinatorDelayMax time.Duration = 100 * time.Millisecond
const coordinatorDelayStep time.Duration = 10 * time.Millisecond
func initProcs() {
runtime.GOMAXPROCS(runtime.NumCPU())
}
@ -99,8 +96,9 @@ func Run(options *Options) {
} else {
chunkList = NewChunkList(func(data *string, index int) *Item {
tokens := Tokenize(data, opts.Delimiter)
trans := Transform(tokens, opts.WithNth)
item := Item{
text: Transform(tokens, opts.WithNth).whole,
text: joinTokens(trans),
origText: data,
index: uint32(index),
colors: nil,

@ -19,7 +19,7 @@ type colorOffset struct {
type Item struct {
text *string
origText *string
transformed *Transformed
transformed *[]Token
index uint32
offsets []Offset
colors []ansiOffset

@ -34,10 +34,6 @@ const (
reqReset
)
const (
progressMinDuration = 200 * time.Millisecond
)
// NewMatcher returns a new Matcher
func NewMatcher(patternBuilder func([]rune) *Pattern,
sort bool, tac bool, eventBox *util.EventBox) *Matcher {
@ -100,7 +96,9 @@ func (m *Matcher) Loop() {
}
if !cancelled {
m.mergerCache[patternString] = merger
if merger.Cacheable() {
m.mergerCache[patternString] = merger
}
merger.final = request.final
m.eventBox.Set(EvtSearchFin, merger)
}

@ -61,8 +61,8 @@ func (mg *Merger) Get(idx int) *Item {
if mg.tac {
idx = mg.count - idx - 1
}
chunk := (*mg.chunks)[idx/ChunkSize]
return (*chunk)[idx%ChunkSize]
chunk := (*mg.chunks)[idx/chunkSize]
return (*chunk)[idx%chunkSize]
}
if mg.sorted {
@ -82,6 +82,10 @@ func (mg *Merger) Get(idx int) *Item {
panic(fmt.Sprintf("Index out of bounds (unsorted, %d/%d)", idx, mg.count))
}
func (mg *Merger) Cacheable() bool {
return mg.count < mergerCacheMax
}
func (mg *Merger) mergedGet(idx int) *Item {
for i := len(mg.merged); i <= idx; i++ {
minRank := Rank{0, 0, 0}

@ -43,7 +43,7 @@ type Pattern struct {
hasInvTerm bool
delimiter *regexp.Regexp
nth []Range
procFun map[termType]func(bool, *string, []rune) (int, int)
procFun map[termType]func(bool, *[]rune, []rune) (int, int)
}
var (
@ -122,7 +122,7 @@ func BuildPattern(mode Mode, caseMode Case,
hasInvTerm: hasInvTerm,
nth: nth,
delimiter: delimiter,
procFun: make(map[termType]func(bool, *string, []rune) (int, int))}
procFun: make(map[termType]func(bool, *[]rune, []rune) (int, int))}
ptr.procFun[termFuzzy] = algo.FuzzyMatch
ptr.procFun[termExact] = algo.ExactMatchNaive
@ -300,28 +300,27 @@ func (p *Pattern) extendedMatch(item *Item) []Offset {
return offsets
}
func (p *Pattern) prepareInput(item *Item) *Transformed {
func (p *Pattern) prepareInput(item *Item) *[]Token {
if item.transformed != nil {
return item.transformed
}
var ret *Transformed
var ret *[]Token
if len(p.nth) > 0 {
tokens := Tokenize(item.text, p.delimiter)
ret = Transform(tokens, p.nth)
} else {
trans := Transformed{
whole: item.text,
parts: []Token{Token{text: item.text, prefixLength: 0}}}
runes := []rune(*item.text)
trans := []Token{Token{text: &runes, prefixLength: 0}}
ret = &trans
}
item.transformed = ret
return ret
}
func (p *Pattern) iter(pfun func(bool, *string, []rune) (int, int),
inputs *Transformed, pattern []rune) (int, int) {
for _, part := range inputs.parts {
func (p *Pattern) iter(pfun func(bool, *[]rune, []rune) (int, int),
tokens *[]Token, pattern []rune) (int, int) {
for _, part := range *tokens {
prefixLength := part.prefixLength
if sidx, eidx := pfun(p.caseSensitive, part.text, pattern); sidx >= 0 {
return sidx + prefixLength, eidx + prefixLength

@ -58,8 +58,8 @@ func TestExact(t *testing.T) {
clearPatternCache()
pattern := BuildPattern(ModeExtended, CaseSmart,
[]Range{}, nil, []rune("'abc"))
str := "aabbcc abc"
sidx, eidx := algo.ExactMatchNaive(pattern.caseSensitive, &str, pattern.terms[0].text)
runes := []rune("aabbcc abc")
sidx, eidx := algo.ExactMatchNaive(pattern.caseSensitive, &runes, pattern.terms[0].text)
if sidx != 7 || eidx != 10 {
t.Errorf("%s / %d / %d", pattern.terms, sidx, eidx)
}

@ -9,8 +9,6 @@ import (
"github.com/junegunn/fzf/src/util"
)
const defaultCommand = `find * -path '*/\.*' -prune -o -type f -print -o -type l -print 2> /dev/null`
// Reader reads from command or standard input
type Reader struct {
pusher func(string)

@ -38,7 +38,7 @@ type Terminal struct {
progress int
reading bool
merger *Merger
selected map[*string]selectedItem
selected map[uint32]selectedItem
reqBox *util.EventBox
eventBox *util.EventBox
mutex sync.Mutex
@ -79,11 +79,6 @@ const (
reqQuit
)
const (
initialDelay = 100 * time.Millisecond
spinnerDuration = 200 * time.Millisecond
)
// NewTerminal returns new Terminal object
func NewTerminal(opts *Options, eventBox *util.EventBox) *Terminal {
input := []rune(opts.Query)
@ -103,7 +98,7 @@ func NewTerminal(opts *Options, eventBox *util.EventBox) *Terminal {
pressed: 0,
printQuery: opts.PrintQuery,
merger: EmptyMerger,
selected: make(map[*string]selectedItem),
selected: make(map[uint32]selectedItem),
reqBox: util.NewEventBox(),
eventBox: eventBox,
mutex: sync.Mutex{},
@ -273,7 +268,7 @@ func (t *Terminal) printList() {
}
func (t *Terminal) printItem(item *Item, current bool) {
_, selected := t.selected[item.text]
_, selected := t.selected[item.index]
if current {
C.CPrint(C.ColCursor, true, ">")
if selected {
@ -565,16 +560,16 @@ func (t *Terminal) Loop() {
toggle := func() {
if t.cy < t.merger.Length() {
item := t.merger.Get(t.cy)
if _, found := t.selected[item.text]; !found {
if _, found := t.selected[item.index]; !found {
var strptr *string
if item.origText != nil {
strptr = item.origText
} else {
strptr = item.text
}
t.selected[item.text] = selectedItem{time.Now(), strptr}
t.selected[item.index] = selectedItem{time.Now(), strptr}
} else {
delete(t.selected, item.text)
delete(t.selected, item.index)
}
req(reqInfo)
}

@ -16,15 +16,9 @@ type Range struct {
end int
}
// Transformed holds the result of tokenization and transformation
type Transformed struct {
whole *string
parts []Token
}
// Token contains the tokenized part of the strings and its prefix length
type Token struct {
text *string
text *[]rune
prefixLength int
}
@ -81,8 +75,8 @@ func withPrefixLengths(tokens []string, begin int) []Token {
for idx, token := range tokens {
// Need to define a new local variable instead of the reused token to take
// the pointer to it
str := token
ret[idx] = Token{text: &str, prefixLength: prefixLength}
runes := []rune(token)
ret[idx] = Token{text: &runes, prefixLength: prefixLength}
prefixLength += len([]rune(token))
}
return ret
@ -142,33 +136,40 @@ func Tokenize(str *string, delimiter *regexp.Regexp) []Token {
return withPrefixLengths(tokens, 0)
}
func joinTokens(tokens []Token) string {
func joinTokens(tokens *[]Token) *string {
ret := ""
for _, token := range tokens {
ret += *token.text
for _, token := range *tokens {
ret += string(*token.text)
}
return ret
return &ret
}
func joinTokensAsRunes(tokens *[]Token) *[]rune {
ret := []rune{}
for _, token := range *tokens {
ret = append(ret, *token.text...)
}
return &ret
}
// Transform is used to transform the input when --with-nth option is given
func Transform(tokens []Token, withNth []Range) *Transformed {
func Transform(tokens []Token, withNth []Range) *[]Token {
transTokens := make([]Token, len(withNth))
numTokens := len(tokens)
whole := ""
for idx, r := range withNth {
part := ""
part := []rune{}
minIdx := 0
if r.begin == r.end {
idx := r.begin
if idx == rangeEllipsis {
part += joinTokens(tokens)
part = append(part, *joinTokensAsRunes(&tokens)...)
} else {
if idx < 0 {
idx += numTokens + 1
}
if idx >= 1 && idx <= numTokens {
minIdx = idx - 1
part += *tokens[idx-1].text
part = append(part, *tokens[idx-1].text...)
}
}
} else {
@ -195,11 +196,10 @@ func Transform(tokens []Token, withNth []Range) *Transformed {
minIdx = util.Max(0, begin-1)
for idx := begin; idx <= end; idx++ {
if idx >= 1 && idx <= numTokens {
part += *tokens[idx-1].text
part = append(part, *tokens[idx-1].text...)
}
}
}
whole += part
var prefixLength int
if minIdx < numTokens {
prefixLength = tokens[minIdx].prefixLength
@ -208,7 +208,5 @@ func Transform(tokens []Token, withNth []Range) *Transformed {
}
transTokens[idx] = Token{&part, prefixLength}
}
return &Transformed{
whole: &whole,
parts: transTokens}
return &transTokens
}

@ -44,13 +44,13 @@ func TestTokenize(t *testing.T) {
// AWK-style
input := " abc: def: ghi "
tokens := Tokenize(&input, nil)
if *tokens[0].text != "abc: " || tokens[0].prefixLength != 2 {
if string(*tokens[0].text) != "abc: " || tokens[0].prefixLength != 2 {
t.Errorf("%s", tokens)
}
// With delimiter
tokens = Tokenize(&input, delimiterRegexp(":"))
if *tokens[0].text != " abc:" || tokens[0].prefixLength != 0 {
if string(*tokens[0].text) != " abc:" || tokens[0].prefixLength != 0 {
t.Errorf("%s", tokens)
}
}
@ -62,19 +62,19 @@ func TestTransform(t *testing.T) {
{
ranges := splitNth("1,2,3")
tx := Transform(tokens, ranges)
if *tx.whole != "abc: def: ghi: " {
if *joinTokens(tx) != "abc: def: ghi: " {
t.Errorf("%s", *tx)
}
}
{
ranges := splitNth("1..2,3,2..,1")
tx := Transform(tokens, ranges)
if *tx.whole != "abc: def: ghi: def: ghi: jklabc: " ||
len(tx.parts) != 4 ||
*tx.parts[0].text != "abc: def: " || tx.parts[0].prefixLength != 2 ||
*tx.parts[1].text != "ghi: " || tx.parts[1].prefixLength != 14 ||
*tx.parts[2].text != "def: ghi: jkl" || tx.parts[2].prefixLength != 8 ||
*tx.parts[3].text != "abc: " || tx.parts[3].prefixLength != 2 {
if *joinTokens(tx) != "abc: def: ghi: def: ghi: jklabc: " ||
len(*tx) != 4 ||
string(*(*tx)[0].text) != "abc: def: " || (*tx)[0].prefixLength != 2 ||
string(*(*tx)[1].text) != "ghi: " || (*tx)[1].prefixLength != 14 ||
string(*(*tx)[2].text) != "def: ghi: jkl" || (*tx)[2].prefixLength != 8 ||
string(*(*tx)[3].text) != "abc: " || (*tx)[3].prefixLength != 2 {
t.Errorf("%s", *tx)
}
}
@ -84,12 +84,12 @@ func TestTransform(t *testing.T) {
{
ranges := splitNth("1..2,3,2..,1")
tx := Transform(tokens, ranges)
if *tx.whole != " abc: def: ghi: def: ghi: jkl abc:" ||
len(tx.parts) != 4 ||
*tx.parts[0].text != " abc: def:" || tx.parts[0].prefixLength != 0 ||
*tx.parts[1].text != " ghi:" || tx.parts[1].prefixLength != 12 ||
*tx.parts[2].text != " def: ghi: jkl" || tx.parts[2].prefixLength != 6 ||
*tx.parts[3].text != " abc:" || tx.parts[3].prefixLength != 0 {
if *joinTokens(tx) != " abc: def: ghi: def: ghi: jkl abc:" ||
len(*tx) != 4 ||
string(*(*tx)[0].text) != " abc: def:" || (*tx)[0].prefixLength != 0 ||
string(*(*tx)[1].text) != " ghi:" || (*tx)[1].prefixLength != 12 ||
string(*(*tx)[2].text) != " def: ghi: jkl" || (*tx)[2].prefixLength != 6 ||
string(*(*tx)[3].text) != " abc:" || (*tx)[3].prefixLength != 0 {
t.Errorf("%s", *tx)
}
}

@ -77,3 +77,14 @@ func Between(val int, min int, max int) bool {
func IsTty() bool {
return int(C.isatty(C.int(os.Stdin.Fd()))) != 0
}
func TrimRight(runes *[]rune) []rune {
var i int
for i = len(*runes) - 1; i >= 0; i-- {
char := (*runes)[i]
if char != ' ' && char != '\t' {
break
}
}
return (*runes)[0 : i+1]
}

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