prometheus/tsdb/querier_bench_test.go

353 lines
12 KiB
Go

// 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)
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)
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)
})
}