// Copyright 2018 The Prometheus Authors // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. package tsdb import ( "context" "fmt" "strconv" "testing" "github.com/prometheus/prometheus/model/labels" "github.com/prometheus/prometheus/storage" "github.com/prometheus/prometheus/tsdb/index" "github.com/stretchr/testify/require" ) // Make entries ~50B in size, to emulate real-world high cardinality. const ( postingsBenchSuffix = "aaaaaaaaaabbbbbbbbbbccccccccccdddddddddd" ) func BenchmarkQuerier(b *testing.B) { opts := DefaultHeadOptions() opts.ChunkRange = 1000 opts.ChunkDirRoot = b.TempDir() h, err := NewHead(nil, nil, nil, nil, opts, nil) require.NoError(b, err) defer func() { require.NoError(b, h.Close()) }() app := h.Appender(context.Background()) addSeries := func(l labels.Labels) { app.Append(0, l, 0, 0) } for n := 0; n < 10; n++ { for i := 0; i < 100000; i++ { addSeries(labels.FromStrings("i", strconv.Itoa(i)+postingsBenchSuffix, "n", strconv.Itoa(n)+postingsBenchSuffix, "j", "foo")) // Have some series that won't be matched, to properly test inverted matches. addSeries(labels.FromStrings("i", strconv.Itoa(i)+postingsBenchSuffix, "n", strconv.Itoa(n)+postingsBenchSuffix, "j", "bar")) addSeries(labels.FromStrings("i", strconv.Itoa(i)+postingsBenchSuffix, "n", "0_"+strconv.Itoa(n)+postingsBenchSuffix, "j", "bar")) addSeries(labels.FromStrings("i", strconv.Itoa(i)+postingsBenchSuffix, "n", "1_"+strconv.Itoa(n)+postingsBenchSuffix, "j", "bar")) addSeries(labels.FromStrings("i", strconv.Itoa(i)+postingsBenchSuffix, "n", "2_"+strconv.Itoa(n)+postingsBenchSuffix, "j", "foo")) } } require.NoError(b, app.Commit()) b.Run("Head", func(b *testing.B) { ir, err := h.Index() require.NoError(b, err) defer func() { require.NoError(b, ir.Close()) }() b.Run("PostingsForMatchers", func(b *testing.B) { benchmarkPostingsForMatchers(b, ir) }) b.Run("labelValuesWithMatchers", func(b *testing.B) { benchmarkLabelValuesWithMatchers(b, ir) }) }) b.Run("Block", func(b *testing.B) { blockdir := createBlockFromHead(b, b.TempDir(), h) block, err := OpenBlock(nil, blockdir, nil, nil) require.NoError(b, err) defer func() { require.NoError(b, block.Close()) }() ir, err := block.Index() require.NoError(b, err) defer func() { require.NoError(b, ir.Close()) }() b.Run("PostingsForMatchers", func(b *testing.B) { benchmarkPostingsForMatchers(b, ir) }) b.Run("labelValuesWithMatchers", func(b *testing.B) { benchmarkLabelValuesWithMatchers(b, ir) }) }) } func benchmarkPostingsForMatchers(b *testing.B, ir IndexReader) { ctx := context.Background() n1 := labels.MustNewMatcher(labels.MatchEqual, "n", "1"+postingsBenchSuffix) nX := labels.MustNewMatcher(labels.MatchEqual, "n", "X"+postingsBenchSuffix) jFoo := labels.MustNewMatcher(labels.MatchEqual, "j", "foo") jNotFoo := labels.MustNewMatcher(labels.MatchNotEqual, "j", "foo") iStar := labels.MustNewMatcher(labels.MatchRegexp, "i", ".*") i1Star := labels.MustNewMatcher(labels.MatchRegexp, "i", "1.*") iStar1 := labels.MustNewMatcher(labels.MatchRegexp, "i", ".*1") iStar1Star := labels.MustNewMatcher(labels.MatchRegexp, "i", ".*1.*") iPlus := labels.MustNewMatcher(labels.MatchRegexp, "i", ".+") i1Plus := labels.MustNewMatcher(labels.MatchRegexp, "i", "1.+") iEmptyRe := labels.MustNewMatcher(labels.MatchRegexp, "i", "") iNotEmpty := labels.MustNewMatcher(labels.MatchNotEqual, "i", "") iNot2 := labels.MustNewMatcher(labels.MatchNotEqual, "i", "2"+postingsBenchSuffix) iNot2Star := labels.MustNewMatcher(labels.MatchNotRegexp, "i", "2.*") iNotStar2Star := labels.MustNewMatcher(labels.MatchNotRegexp, "i", ".*2.*") jFooBar := labels.MustNewMatcher(labels.MatchRegexp, "j", "foo|bar") jXXXYYY := labels.MustNewMatcher(labels.MatchRegexp, "j", "XXX|YYY") jXplus := labels.MustNewMatcher(labels.MatchRegexp, "j", "X.+") iCharSet := labels.MustNewMatcher(labels.MatchRegexp, "i", "1[0-9]") iAlternate := labels.MustNewMatcher(labels.MatchRegexp, "i", "(1|2|3|4|5|6|20|55)") iNotAlternate := labels.MustNewMatcher(labels.MatchNotRegexp, "i", "(1|2|3|4|5|6|20|55)") iXYZ := labels.MustNewMatcher(labels.MatchRegexp, "i", "X|Y|Z") iNotXYZ := labels.MustNewMatcher(labels.MatchNotRegexp, "i", "X|Y|Z") cases := []struct { name string matchers []*labels.Matcher }{ {`n="1"`, []*labels.Matcher{n1}}, {`n="X"`, []*labels.Matcher{nX}}, {`n="1",j="foo"`, []*labels.Matcher{n1, jFoo}}, {`n="X",j="foo"`, []*labels.Matcher{nX, jFoo}}, {`j="foo",n="1"`, []*labels.Matcher{jFoo, n1}}, {`n="1",j!="foo"`, []*labels.Matcher{n1, jNotFoo}}, {`n="1",i!="2"`, []*labels.Matcher{n1, iNot2}}, {`n="X",j!="foo"`, []*labels.Matcher{nX, jNotFoo}}, {`i=~"1[0-9]",j=~"foo|bar"`, []*labels.Matcher{iCharSet, jFooBar}}, {`j=~"foo|bar"`, []*labels.Matcher{jFooBar}}, {`j=~"XXX|YYY"`, []*labels.Matcher{jXXXYYY}}, {`j=~"X.+"`, []*labels.Matcher{jXplus}}, {`i=~"(1|2|3|4|5|6|20|55)"`, []*labels.Matcher{iAlternate}}, {`i!~"(1|2|3|4|5|6|20|55)"`, []*labels.Matcher{iNotAlternate}}, {`i=~"X|Y|Z"`, []*labels.Matcher{iXYZ}}, {`i!~"X|Y|Z"`, []*labels.Matcher{iNotXYZ}}, {`i=~".*"`, []*labels.Matcher{iStar}}, {`i=~"1.*"`, []*labels.Matcher{i1Star}}, {`i=~".*1"`, []*labels.Matcher{iStar1}}, {`i=~".+"`, []*labels.Matcher{iPlus}}, {`i=~".+",j=~"X.+"`, []*labels.Matcher{iPlus, jXplus}}, {`i=~""`, []*labels.Matcher{iEmptyRe}}, {`i!=""`, []*labels.Matcher{iNotEmpty}}, {`n="1",i=~".*",j="foo"`, []*labels.Matcher{n1, iStar, jFoo}}, {`n="X",i=~".*",j="foo"`, []*labels.Matcher{nX, iStar, jFoo}}, {`n="1",i=~".*",i!="2",j="foo"`, []*labels.Matcher{n1, iStar, iNot2, jFoo}}, {`n="1",i!=""`, []*labels.Matcher{n1, iNotEmpty}}, {`n="1",i!="",j="foo"`, []*labels.Matcher{n1, iNotEmpty, jFoo}}, {`n="1",i!="",j=~"X.+"`, []*labels.Matcher{n1, iNotEmpty, jXplus}}, {`n="1",i!="",j=~"XXX|YYY"`, []*labels.Matcher{n1, iNotEmpty, jXXXYYY}}, {`n="1",i=~"X|Y|Z",j="foo"`, []*labels.Matcher{n1, iXYZ, jFoo}}, {`n="1",i!~"X|Y|Z",j="foo"`, []*labels.Matcher{n1, iNotXYZ, jFoo}}, {`n="1",i=~".+",j="foo"`, []*labels.Matcher{n1, iPlus, jFoo}}, {`n="1",i=~"1.+",j="foo"`, []*labels.Matcher{n1, i1Plus, jFoo}}, {`n="1",i=~".*1.*",j="foo"`, []*labels.Matcher{n1, iStar1Star, jFoo}}, {`n="1",i=~".+",i!="2",j="foo"`, []*labels.Matcher{n1, iPlus, iNot2, jFoo}}, {`n="1",i=~".+",i!~"2.*",j="foo"`, []*labels.Matcher{n1, iPlus, iNot2Star, jFoo}}, {`n="1",i=~".+",i!~".*2.*",j="foo"`, []*labels.Matcher{n1, iPlus, iNotStar2Star, jFoo}}, {`n="X",i=~".+",i!~".*2.*",j="foo"`, []*labels.Matcher{nX, iPlus, iNotStar2Star, jFoo}}, } for _, c := range cases { b.Run(c.name, func(b *testing.B) { b.ReportAllocs() b.ResetTimer() for i := 0; i < b.N; i++ { _, err := PostingsForMatchers(ctx, ir, c.matchers...) require.NoError(b, err) } }) } } func benchmarkLabelValuesWithMatchers(b *testing.B, ir IndexReader) { i1 := labels.MustNewMatcher(labels.MatchEqual, "i", "1") i1Plus := labels.MustNewMatcher(labels.MatchRegexp, "i", "1.+") i1PostingsBenchSuffix := labels.MustNewMatcher(labels.MatchEqual, "i", "1"+postingsBenchSuffix) iSuffix := labels.MustNewMatcher(labels.MatchRegexp, "i", ".+ddd") iStar := labels.MustNewMatcher(labels.MatchRegexp, "i", ".*") jNotFoo := labels.MustNewMatcher(labels.MatchNotEqual, "j", "foo") jXXXYYY := labels.MustNewMatcher(labels.MatchRegexp, "j", "XXX|YYY") jXplus := labels.MustNewMatcher(labels.MatchRegexp, "j", "X.+") n1 := labels.MustNewMatcher(labels.MatchEqual, "n", "1"+postingsBenchSuffix) nX := labels.MustNewMatcher(labels.MatchNotEqual, "n", "X"+postingsBenchSuffix) nPlus := labels.MustNewMatcher(labels.MatchRegexp, "n", ".+") ctx := context.Background() cases := []struct { name string labelName string matchers []*labels.Matcher }{ // i is never "1", this isn't matching anything. {`i with i="1"`, "i", []*labels.Matcher{i1}}, // i has 100k values. {`i with n="1"`, "i", []*labels.Matcher{n1}}, {`i with n=".+"`, "i", []*labels.Matcher{nPlus}}, {`i with n="1",j!="foo"`, "i", []*labels.Matcher{n1, jNotFoo}}, {`i with n="1",j=~"X.+"`, "i", []*labels.Matcher{n1, jXplus}}, {`i with n="1",j=~"XXX|YYY"`, "i", []*labels.Matcher{n1, jXXXYYY}}, {`i with n="X",j!="foo"`, "i", []*labels.Matcher{nX, jNotFoo}}, {`i with n="1",i=~".*",j!="foo"`, "i", []*labels.Matcher{n1, iStar, jNotFoo}}, // matchers on i itself {`i with i="1aaa...ddd"`, "i", []*labels.Matcher{i1PostingsBenchSuffix}}, {`i with i=~"1.+"`, "i", []*labels.Matcher{i1Plus}}, {`i with i=~"1.+",i=~".+ddd"`, "i", []*labels.Matcher{i1Plus, iSuffix}}, // n has 10 values. {`n with j!="foo"`, "n", []*labels.Matcher{jNotFoo}}, {`n with i="1"`, "n", []*labels.Matcher{i1}}, {`n with i=~"1.+"`, "n", []*labels.Matcher{i1Plus}}, // there's no label "none" {`none with i=~"1"`, "none", []*labels.Matcher{i1Plus}}, } for _, c := range cases { b.Run(c.name, func(b *testing.B) { for i := 0; i < b.N; i++ { _, err := labelValuesWithMatchers(ctx, ir, c.labelName, c.matchers...) require.NoError(b, err) } }) } } func BenchmarkMergedStringIter(b *testing.B) { numSymbols := 100000 s := make([]string, numSymbols) for i := 0; i < numSymbols; i++ { s[i] = fmt.Sprintf("symbol%v", i) } for i := 0; i < b.N; i++ { it := NewMergedStringIter(index.NewStringListIter(s), index.NewStringListIter(s)) for j := 0; j < 100; j++ { it = NewMergedStringIter(it, index.NewStringListIter(s)) } for it.Next() { require.NotNil(b, it.At()) require.NoError(b, it.Err()) } } b.ReportAllocs() } func createHeadForBenchmarkSelect(b *testing.B, numSeries int, addSeries func(app storage.Appender, i int)) (*Head, *DB) { dir := b.TempDir() opts := DefaultOptions() opts.OutOfOrderCapMax = 255 opts.OutOfOrderTimeWindow = 1000 db, err := Open(dir, nil, nil, opts, nil) require.NoError(b, err) b.Cleanup(func() { require.NoError(b, db.Close()) }) h := db.Head() app := h.Appender(context.Background()) for i := 0; i < numSeries; i++ { addSeries(app, i) } require.NoError(b, app.Commit()) return h, db } func benchmarkSelect(b *testing.B, queryable storage.Queryable, numSeries int, sorted bool) { matcher := labels.MustNewMatcher(labels.MatchEqual, "foo", "bar") b.ResetTimer() for s := 1; s <= numSeries; s *= 10 { b.Run(fmt.Sprintf("%dof%d", s, numSeries), func(b *testing.B) { q, err := queryable.Querier(0, int64(s-1)) require.NoError(b, err) b.ResetTimer() for i := 0; i < b.N; i++ { ss := q.Select(context.Background(), sorted, nil, matcher) for ss.Next() { } require.NoError(b, ss.Err()) } q.Close() }) } } func BenchmarkQuerierSelect(b *testing.B) { numSeries := 1000000 h, db := createHeadForBenchmarkSelect(b, numSeries, func(app storage.Appender, i int) { _, err := app.Append(0, labels.FromStrings("foo", "bar", "i", fmt.Sprintf("%d%s", i, postingsBenchSuffix)), int64(i), 0) if err != nil { b.Fatal(err) } }) b.Run("Head", func(b *testing.B) { benchmarkSelect(b, db, numSeries, false) }) b.Run("SortedHead", func(b *testing.B) { benchmarkSelect(b, db, numSeries, true) }) b.Run("Block", func(b *testing.B) { tmpdir := b.TempDir() blockdir := createBlockFromHead(b, tmpdir, h) block, err := OpenBlock(nil, blockdir, nil, nil) require.NoError(b, err) defer func() { require.NoError(b, block.Close()) }() benchmarkSelect(b, (*queryableBlock)(block), numSeries, false) }) } // Type wrapper to let a Block be a Queryable in benchmarkSelect(). type queryableBlock Block func (pb *queryableBlock) Querier(mint, maxt int64) (storage.Querier, error) { return NewBlockQuerier((*Block)(pb), mint, maxt) } func BenchmarkQuerierSelectWithOutOfOrder(b *testing.B) { numSeries := 1000000 _, db := createHeadForBenchmarkSelect(b, numSeries, func(app storage.Appender, i int) { l := labels.FromStrings("foo", "bar", "i", fmt.Sprintf("%d%s", i, postingsBenchSuffix)) ref, err := app.Append(0, l, int64(i+1), 0) if err != nil { b.Fatal(err) } _, err = app.Append(ref, l, int64(i), 1) // Out of order sample if err != nil { b.Fatal(err) } }) b.Run("Head", func(b *testing.B) { benchmarkSelect(b, db, numSeries, false) }) }