prometheus/tsdb/querier_bench_test.go
Oleg Zaytsev ed172a6667
Optimize label values with matchers by taking shortcuts (#13426)
Don't calculate postings beforehand: we may not need them. If all
matchers are for the requested label, we can just filter its values.

Also, if there are no values at all, no need to run any kind of
logic.

Also add more labelValuesWithMatchers benchmarks

Signed-off-by: Oleg Zaytsev <mail@olegzaytsev.com>
2024-01-23 11:40:21 +01:00

310 lines
11 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/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 BenchmarkQuerierSelect(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 h.Close()
app := h.Appender(context.Background())
numSeries := 1000000
for i := 0; i < numSeries; i++ {
app.Append(0, labels.FromStrings("foo", "bar", "i", fmt.Sprintf("%d%s", i, postingsBenchSuffix)), int64(i), 0)
}
require.NoError(b, app.Commit())
bench := func(b *testing.B, br BlockReader, sorted bool) {
matcher := labels.MustNewMatcher(labels.MatchEqual, "foo", "bar")
for s := 1; s <= numSeries; s *= 10 {
b.Run(fmt.Sprintf("%dof%d", s, numSeries), func(b *testing.B) {
q, err := NewBlockQuerier(br, 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()
})
}
}
b.Run("Head", func(b *testing.B) {
bench(b, h, false)
})
b.Run("SortedHead", func(b *testing.B) {
bench(b, h, true)
})
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())
}()
b.Run("Block", func(b *testing.B) {
bench(b, block, false)
})
}