mirror of
https://github.com/VictoriaMetrics/VictoriaMetrics.git
synced 2025-02-09 15:27:11 +00:00
![Aliaksandr Valialkin](/assets/img/avatar_default.png)
See the corresponding benchmark in Prometheus - 23c0299d85/tsdb/head_bench_test.go (L52)
The benchmark allows performing apples-to-apples comparison of time series search
in Prometheus and VictoriaMetrics. The following article - https://www.robustperception.io/evaluating-performance-and-correctness -
contains incorrect numbers for VictoriaMetrics, since there wasn't this benchmark yet. Fix it.
Benchmarks can be repeated with the following commands from Prometheus and VictoriaMetrics source code roots:
- Prometheus: GOMAXPROCS=1 go test ./tsdb/ -run=111 -bench=BenchmarkHeadPostingForMatchers
- VictoriaMetrics: GOMAXPROCS=1 go test ./lib/storage/ -run=111 -bench=BenchmarkHeadPostingForMatchers
Benchmark results:
benchmark old ns/op new ns/op delta
BenchmarkHeadPostingForMatchers/n="1" 272756688 364977 -99.87%
BenchmarkHeadPostingForMatchers/n="1",j="foo" 138132923 1181636 -99.14%
BenchmarkHeadPostingForMatchers/j="foo",n="1" 134723762 1141578 -99.15%
BenchmarkHeadPostingForMatchers/n="1",j!="foo" 195823953 1148056 -99.41%
BenchmarkHeadPostingForMatchers/i=~".*" 7962582919 8716755 -99.89%
BenchmarkHeadPostingForMatchers/i=~".+" 7589543864 12096587 -99.84%
BenchmarkHeadPostingForMatchers/i=~"" 1142371741 16164560 -98.59%
BenchmarkHeadPostingForMatchers/i!="" 9964150263 12230021 -99.88%
BenchmarkHeadPostingForMatchers/n="1",i=~".*",j="foo" 216995884 1173476 -99.46%
BenchmarkHeadPostingForMatchers/n="1",i=~".*",i!="2",j="foo" 202541348 1299743 -99.36%
BenchmarkHeadPostingForMatchers/n="1",i!="" 486285711 11555193 -97.62%
BenchmarkHeadPostingForMatchers/n="1",i!="",j="foo" 350776931 5607506 -98.40%
BenchmarkHeadPostingForMatchers/n="1",i=~".+",j="foo" 380888565 6380335 -98.32%
BenchmarkHeadPostingForMatchers/n="1",i=~"1.+",j="foo" 89500296 2078970 -97.68%
BenchmarkHeadPostingForMatchers/n="1",i=~".+",i!="2",j="foo" 379529654 6561368 -98.27%
BenchmarkHeadPostingForMatchers/n="1",i=~".+",i!~"2.*",j="foo" 424563825 6757132 -98.41%
The first column (old) is for Prometheus, the second column (new) is for VictoriaMetrics.
Prometheus was using 3.5GB of RAM during the benchmark, while VictoriaMetrics was using 400MB of RAM.
370 lines
11 KiB
Go
370 lines
11 KiB
Go
package storage
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import (
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"fmt"
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"os"
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"regexp"
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"strconv"
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"sync/atomic"
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"testing"
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"time"
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"github.com/VictoriaMetrics/VictoriaMetrics/lib/workingsetcache"
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)
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func BenchmarkRegexpFilterMatch(b *testing.B) {
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b.ReportAllocs()
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b.RunParallel(func(pb *testing.PB) {
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re := regexp.MustCompile(`.*foo-bar-baz.*`)
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b := []byte("fdsffd foo-bar-baz assd fdsfad dasf dsa")
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for pb.Next() {
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if !re.Match(b) {
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panic("BUG: regexp must match!")
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}
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b[0]++
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}
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})
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}
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func BenchmarkRegexpFilterMismatch(b *testing.B) {
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b.ReportAllocs()
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b.RunParallel(func(pb *testing.PB) {
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re := regexp.MustCompile(`.*foo-bar-baz.*`)
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b := []byte("fdsffd foo-bar sfddsf assd nmn,mfdsdsakj")
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for pb.Next() {
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if re.Match(b) {
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panic("BUG: regexp mustn't match!")
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}
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b[0]++
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}
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})
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}
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func BenchmarkIndexDBAddTSIDs(b *testing.B) {
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const recordsPerLoop = 1e3
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metricIDCache := workingsetcache.New(1234, time.Hour)
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metricNameCache := workingsetcache.New(1234, time.Hour)
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defer metricIDCache.Stop()
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defer metricNameCache.Stop()
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var hmCurr atomic.Value
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hmCurr.Store(&hourMetricIDs{})
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var hmPrev atomic.Value
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hmPrev.Store(&hourMetricIDs{})
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const dbName = "bench-index-db-add-tsids"
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db, err := openIndexDB(dbName, metricIDCache, metricNameCache, &hmCurr, &hmPrev)
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if err != nil {
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b.Fatalf("cannot open indexDB: %s", err)
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}
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defer func() {
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db.MustClose()
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if err := os.RemoveAll(dbName); err != nil {
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b.Fatalf("cannot remove indexDB: %s", err)
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}
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}()
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var goroutineID uint32
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b.ReportAllocs()
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b.SetBytes(recordsPerLoop)
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b.ResetTimer()
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b.RunParallel(func(pb *testing.PB) {
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var mn MetricName
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var tsid TSID
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mn.AccountID = atomic.AddUint32(&goroutineID, 1)
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// The most common tags.
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mn.Tags = []Tag{
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{
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Key: []byte("job"),
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},
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{
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Key: []byte("instance"),
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},
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}
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startOffset := 0
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for pb.Next() {
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benchmarkIndexDBAddTSIDs(db, &tsid, &mn, startOffset, recordsPerLoop)
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startOffset += recordsPerLoop
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}
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})
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b.StopTimer()
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}
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func benchmarkIndexDBAddTSIDs(db *indexDB, tsid *TSID, mn *MetricName, startOffset, recordsPerLoop int) {
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var metricName []byte
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is := db.getIndexSearch()
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defer db.putIndexSearch(is)
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for i := 0; i < recordsPerLoop; i++ {
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mn.MetricGroup = strconv.AppendUint(mn.MetricGroup[:0], uint64(i+startOffset), 10)
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for j := range mn.Tags {
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mn.Tags[j].Value = strconv.AppendUint(mn.Tags[j].Value[:0], uint64(i*j), 16)
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}
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mn.sortTags()
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metricName = mn.Marshal(metricName[:0])
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if err := is.GetOrCreateTSIDByName(tsid, metricName); err != nil {
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panic(fmt.Errorf("cannot insert record: %s", err))
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}
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}
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}
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func BenchmarkHeadPostingForMatchers(b *testing.B) {
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// This benchmark is equivalent to https://github.com/prometheus/prometheus/blob/23c0299d85bfeb5d9b59e994861553a25ca578e5/tsdb/head_bench_test.go#L52
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// See https://www.robustperception.io/evaluating-performance-and-correctness for more details.
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metricIDCache := workingsetcache.New(1234, time.Hour)
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metricNameCache := workingsetcache.New(1234, time.Hour)
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defer metricIDCache.Stop()
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defer metricNameCache.Stop()
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var hmCurr atomic.Value
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hmCurr.Store(&hourMetricIDs{})
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var hmPrev atomic.Value
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hmPrev.Store(&hourMetricIDs{})
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const dbName = "bench-head-posting-for-matchers"
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db, err := openIndexDB(dbName, metricIDCache, metricNameCache, &hmCurr, &hmPrev)
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if err != nil {
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b.Fatalf("cannot open indexDB: %s", err)
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}
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defer func() {
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db.MustClose()
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if err := os.RemoveAll(dbName); err != nil {
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b.Fatalf("cannot remove indexDB: %s", err)
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}
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}()
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// Fill the db with data as in https://github.com/prometheus/prometheus/blob/23c0299d85bfeb5d9b59e994861553a25ca578e5/tsdb/head_bench_test.go#L66
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const accountID = 34327843
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const projectID = 893433
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var mn MetricName
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var metricName []byte
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var tsid TSID
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addSeries := func(kvs ...string) {
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mn.Reset()
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for i := 0; i < len(kvs); i += 2 {
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mn.AddTag(kvs[i], kvs[i+1])
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}
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mn.sortTags()
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mn.AccountID = accountID
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mn.ProjectID = projectID
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metricName = mn.Marshal(metricName[:0])
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if err := db.createTSIDByName(&tsid, metricName); err != nil {
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b.Fatalf("cannot insert record: %s", err)
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}
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}
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for n := 0; n < 10; n++ {
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for i := 0; i < 10000; i++ {
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addSeries("i", strconv.Itoa(i), "n", strconv.Itoa(n), "j", "foo")
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// Have some series that won't be matched, to properly test inverted matches.
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addSeries("i", strconv.Itoa(i), "n", strconv.Itoa(n), "j", "bar")
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addSeries("i", strconv.Itoa(i), "n", "0_"+strconv.Itoa(n), "j", "bar")
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addSeries("i", strconv.Itoa(i), "n", "1_"+strconv.Itoa(n), "j", "bar")
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addSeries("i", strconv.Itoa(i), "n", "2_"+strconv.Itoa(n), "j", "foo")
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}
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}
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// Make sure all the items can be searched.
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db.tb.DebugFlush()
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b.ResetTimer()
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benchSearch := func(b *testing.B, tfs *TagFilters) {
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is := db.getIndexSearch()
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defer db.putIndexSearch(is)
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tfss := []*TagFilters{tfs}
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tr := TimeRange{
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MinTimestamp: 0,
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MaxTimestamp: timestampFromTime(time.Now()),
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}
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for i := 0; i < b.N; i++ {
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_, err := is.searchMetricIDs(tfss, tr, 2e9)
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if err != nil {
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b.Fatalf("unexpected error in searchMetricIDs: %s", err)
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}
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}
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}
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addTagFilter := func(tfs *TagFilters, key, value string, isNegative, isRegexp bool) {
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if err := tfs.Add([]byte(key), []byte(value), isNegative, isRegexp); err != nil {
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b.Fatalf("cannot add tag filter %q=%q, isNegative=%v, isRegexp=%v", key, value, isNegative, isRegexp)
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}
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}
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b.Run(`n="1"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",j="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "j", "foo", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`j="foo",n="1"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "j", "foo", false, false)
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addTagFilter(tfs, "n", "1", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",j!="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "j", "foo", true, false)
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benchSearch(b, tfs)
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})
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b.Run(`i=~".*"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "i", ".*", false, true)
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benchSearch(b, tfs)
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})
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b.Run(`i=~".+"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "i", ".+", false, true)
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benchSearch(b, tfs)
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})
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b.Run(`i=~""`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "i", "", false, true)
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benchSearch(b, tfs)
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})
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b.Run(`i!=""`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "i", "", true, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",i=~".*",j="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "i", ".*", false, true)
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addTagFilter(tfs, "j", "foo", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",i=~".*",i!="2",j="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "i", ".*", false, true)
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addTagFilter(tfs, "i", "2", true, false)
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addTagFilter(tfs, "j", "foo", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",i!=""`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "i", "", true, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",i!="",j="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "i", "", true, false)
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addTagFilter(tfs, "j", "foo", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",i=~".+",j="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "i", ".+", false, true)
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addTagFilter(tfs, "j", "foo", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",i=~"1.+",j="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "i", "1.+", false, true)
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addTagFilter(tfs, "j", "foo", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",i=~".+",i!="2",j="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "i", ".+", false, true)
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addTagFilter(tfs, "i", "2", true, false)
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addTagFilter(tfs, "j", "foo", false, false)
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benchSearch(b, tfs)
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})
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b.Run(`n="1",i=~".+",i!~"2.*",j="foo"`, func(b *testing.B) {
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tfs := NewTagFilters(accountID, projectID)
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addTagFilter(tfs, "n", "1", false, false)
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addTagFilter(tfs, "i", ".+", false, true)
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addTagFilter(tfs, "i", "2.*", true, true)
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addTagFilter(tfs, "j", "foo", false, false)
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benchSearch(b, tfs)
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})
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}
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func BenchmarkIndexDBGetTSIDs(b *testing.B) {
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metricIDCache := workingsetcache.New(1234, time.Hour)
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metricNameCache := workingsetcache.New(1234, time.Hour)
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defer metricIDCache.Stop()
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defer metricNameCache.Stop()
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var hmCurr atomic.Value
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hmCurr.Store(&hourMetricIDs{})
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var hmPrev atomic.Value
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hmPrev.Store(&hourMetricIDs{})
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const dbName = "bench-index-db-get-tsids"
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db, err := openIndexDB(dbName, metricIDCache, metricNameCache, &hmCurr, &hmPrev)
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if err != nil {
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b.Fatalf("cannot open indexDB: %s", err)
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}
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defer func() {
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db.MustClose()
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if err := os.RemoveAll(dbName); err != nil {
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b.Fatalf("cannot remove indexDB: %s", err)
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}
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}()
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const recordsPerLoop = 1000
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const accountsCount = 111
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const projectsCount = 33333
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const recordsCount = 1e5
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// Fill the db with recordsCount records.
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var mn MetricName
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mn.MetricGroup = []byte("rps")
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for i := 0; i < 2; i++ {
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key := fmt.Sprintf("key_%d", i)
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value := fmt.Sprintf("value_%d", i)
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mn.AddTag(key, value)
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}
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var tsid TSID
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var metricName []byte
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is := db.getIndexSearch()
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defer db.putIndexSearch(is)
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for i := 0; i < recordsCount; i++ {
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mn.AccountID = uint32(i % accountsCount)
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mn.ProjectID = uint32(i % projectsCount)
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mn.sortTags()
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metricName = mn.Marshal(metricName[:0])
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if err := is.GetOrCreateTSIDByName(&tsid, metricName); err != nil {
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b.Fatalf("cannot insert record: %s", err)
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}
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}
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b.SetBytes(recordsPerLoop)
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b.ReportAllocs()
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b.ResetTimer()
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b.RunParallel(func(pb *testing.PB) {
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var tsidLocal TSID
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var metricNameLocal []byte
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mnLocal := mn
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is := db.getIndexSearch()
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defer db.putIndexSearch(is)
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for pb.Next() {
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for i := 0; i < recordsPerLoop; i++ {
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mnLocal.AccountID = uint32(i % accountsCount)
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mnLocal.ProjectID = uint32(i % projectsCount)
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mnLocal.sortTags()
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metricNameLocal = mnLocal.Marshal(metricNameLocal[:0])
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if err := is.GetOrCreateTSIDByName(&tsidLocal, metricNameLocal); err != nil {
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panic(fmt.Errorf("cannot obtain tsid: %s", err))
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}
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}
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}
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})
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b.StopTimer()
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}
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