The Prometheus monitoring system and time series database.
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// Copyright 2017 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 index
import (
"container/heap"
"context"
"encoding/binary"
"errors"
"fmt"
"math/rand"
"sort"
"strconv"
"strings"
"sync"
"testing"
"github.com/grafana/regexp"
"github.com/stretchr/testify/require"
"github.com/prometheus/prometheus/model/labels"
"github.com/prometheus/prometheus/storage"
"github.com/prometheus/prometheus/util/testutil"
)
func TestMemPostings_addFor(t *testing.T) {
p := NewMemPostings()
p.m[allPostingsKey.Name] = map[string][]storage.SeriesRef{}
p.m[allPostingsKey.Name][allPostingsKey.Value] = []storage.SeriesRef{1, 2, 3, 4, 6, 7, 8}
p.addFor(5, allPostingsKey)
require.Equal(t, []storage.SeriesRef{1, 2, 3, 4, 5, 6, 7, 8}, p.m[allPostingsKey.Name][allPostingsKey.Value])
}
func TestMemPostings_ensureOrder(t *testing.T) {
p := NewUnorderedMemPostings()
p.m["a"] = map[string][]storage.SeriesRef{}
for i := 0; i < 100; i++ {
l := make([]storage.SeriesRef, 100)
for j := range l {
l[j] = storage.SeriesRef(rand.Uint64())
}
v := strconv.Itoa(i)
p.m["a"][v] = l
}
p.EnsureOrder(0)
for _, e := range p.m {
for _, l := range e {
ok := sort.SliceIsSorted(l, func(i, j int) bool {
return l[i] < l[j]
})
require.True(t, ok, "postings list %v is not sorted", l)
}
}
}
func BenchmarkMemPostings_ensureOrder(b *testing.B) {
tests := map[string]struct {
numLabels int
numValuesPerLabel int
numRefsPerValue int
}{
"many values per label": {
numLabels: 100,
numValuesPerLabel: 10000,
numRefsPerValue: 100,
},
"few values per label": {
numLabels: 1000000,
numValuesPerLabel: 1,
numRefsPerValue: 100,
},
"few refs per label value": {
numLabels: 1000,
numValuesPerLabel: 1000,
numRefsPerValue: 10,
},
}
for testName, testData := range tests {
b.Run(testName, func(b *testing.B) {
p := NewUnorderedMemPostings()
// Generate postings.
for l := 0; l < testData.numLabels; l++ {
labelName := strconv.Itoa(l)
p.m[labelName] = map[string][]storage.SeriesRef{}
for v := 0; v < testData.numValuesPerLabel; v++ {
refs := make([]storage.SeriesRef, testData.numRefsPerValue)
for j := range refs {
refs[j] = storage.SeriesRef(rand.Uint64())
}
labelValue := strconv.Itoa(v)
p.m[labelName][labelValue] = refs
}
}
b.ResetTimer()
for n := 0; n < b.N; n++ {
p.EnsureOrder(0)
p.ordered = false
}
})
}
}
func TestIntersect(t *testing.T) {
a := newListPostings(1, 2, 3)
b := newListPostings(2, 3, 4)
cases := []struct {
in []Postings
res Postings
}{
{
in: []Postings{},
res: EmptyPostings(),
},
{
in: []Postings{a, b, EmptyPostings()},
res: EmptyPostings(),
},
{
in: []Postings{b, a, EmptyPostings()},
res: EmptyPostings(),
},
{
in: []Postings{EmptyPostings(), b, a},
res: EmptyPostings(),
},
{
in: []Postings{EmptyPostings(), a, b},
res: EmptyPostings(),
},
{
in: []Postings{a, EmptyPostings(), b},
res: EmptyPostings(),
},
{
in: []Postings{b, EmptyPostings(), a},
res: EmptyPostings(),
},
{
in: []Postings{b, EmptyPostings(), a, a, b, a, a, a},
res: EmptyPostings(),
},
{
in: []Postings{
newListPostings(1, 2, 3, 4, 5),
newListPostings(6, 7, 8, 9, 10),
},
res: newListPostings(),
},
{
in: []Postings{
newListPostings(1, 2, 3, 4, 5),
newListPostings(4, 5, 6, 7, 8),
},
res: newListPostings(4, 5),
},
{
in: []Postings{
newListPostings(1, 2, 3, 4, 9, 10),
newListPostings(1, 4, 5, 6, 7, 8, 10, 11),
},
res: newListPostings(1, 4, 10),
},
{
in: []Postings{
newListPostings(1),
newListPostings(0, 1),
},
res: newListPostings(1),
},
{
in: []Postings{
newListPostings(1),
},
res: newListPostings(1),
},
{
in: []Postings{
newListPostings(1),
newListPostings(),
},
res: newListPostings(),
},
{
in: []Postings{
newListPostings(),
newListPostings(),
},
res: newListPostings(),
},
}
for _, c := range cases {
t.Run("", func(t *testing.T) {
require.NotNil(t, c.res, "intersect result expectancy cannot be nil")
expected, err := ExpandPostings(c.res)
require.NoError(t, err)
i := Intersect(c.in...)
if c.res == EmptyPostings() {
require.Equal(t, EmptyPostings(), i)
return
}
require.NotEqual(t, EmptyPostings(), i, "intersect unexpected result: EmptyPostings sentinel")
res, err := ExpandPostings(i)
require.NoError(t, err)
require.Equal(t, expected, res)
})
}
}
func TestMultiIntersect(t *testing.T) {
cases := []struct {
p [][]storage.SeriesRef
res []storage.SeriesRef
}{
{
p: [][]storage.SeriesRef{
{1, 2, 3, 4, 5, 6, 1000, 1001},
{2, 4, 5, 6, 7, 8, 999, 1001},
{1, 2, 5, 6, 7, 8, 1001, 1200},
},
res: []storage.SeriesRef{2, 5, 6, 1001},
},
// One of the reproducible cases for:
// https://github.com/prometheus/prometheus/issues/2616
// The initialisation of intersectPostings was moving the iterator forward
// prematurely making us miss some postings.
{
p: [][]storage.SeriesRef{
{1, 2},
{1, 2},
{1, 2},
{2},
},
res: []storage.SeriesRef{2},
},
}
for _, c := range cases {
ps := make([]Postings, 0, len(c.p))
for _, postings := range c.p {
ps = append(ps, newListPostings(postings...))
}
res, err := ExpandPostings(Intersect(ps...))
require.NoError(t, err)
require.Equal(t, c.res, res)
}
}
func consumePostings(p Postings) error {
for p.Next() {
p.At()
}
return p.Err()
}
func BenchmarkIntersect(t *testing.B) {
t.Run("LongPostings1", func(bench *testing.B) {
var a, b, c, d []storage.SeriesRef
for i := 0; i < 10000000; i += 2 {
a = append(a, storage.SeriesRef(i))
}
for i := 5000000; i < 5000100; i += 4 {
b = append(b, storage.SeriesRef(i))
}
for i := 5090000; i < 5090600; i += 4 {
b = append(b, storage.SeriesRef(i))
}
for i := 4990000; i < 5100000; i++ {
c = append(c, storage.SeriesRef(i))
}
for i := 4000000; i < 6000000; i++ {
d = append(d, storage.SeriesRef(i))
}
bench.ResetTimer()
bench.ReportAllocs()
for i := 0; i < bench.N; i++ {
i1 := newListPostings(a...)
i2 := newListPostings(b...)
i3 := newListPostings(c...)
i4 := newListPostings(d...)
if err := consumePostings(Intersect(i1, i2, i3, i4)); err != nil {
bench.Fatal(err)
}
}
})
t.Run("LongPostings2", func(bench *testing.B) {
var a, b, c, d []storage.SeriesRef
for i := 0; i < 12500000; i++ {
a = append(a, storage.SeriesRef(i))
}
for i := 7500000; i < 12500000; i++ {
b = append(b, storage.SeriesRef(i))
}
for i := 9000000; i < 20000000; i++ {
c = append(c, storage.SeriesRef(i))
}
for i := 10000000; i < 12000000; i++ {
d = append(d, storage.SeriesRef(i))
}
bench.ResetTimer()
bench.ReportAllocs()
for i := 0; i < bench.N; i++ {
i1 := newListPostings(a...)
i2 := newListPostings(b...)
i3 := newListPostings(c...)
i4 := newListPostings(d...)
if err := consumePostings(Intersect(i1, i2, i3, i4)); err != nil {
bench.Fatal(err)
}
}
})
// Many matchers(k >> n).
t.Run("ManyPostings", func(bench *testing.B) {
var lps []*ListPostings
var refs [][]storage.SeriesRef
// Create 100000 matchers(k=100000), making sure all memory allocation is done before starting the loop.
for i := 0; i < 100000; i++ {
var temp []storage.SeriesRef
for j := storage.SeriesRef(1); j < 100; j++ {
temp = append(temp, j)
}
lps = append(lps, newListPostings(temp...))
refs = append(refs, temp)
}
its := make([]Postings, len(refs))
bench.ResetTimer()
bench.ReportAllocs()
for i := 0; i < bench.N; i++ {
// Reset the ListPostings to their original values each time round the loop.
for j := range refs {
lps[j].list = refs[j]
its[j] = lps[j]
}
if err := consumePostings(Intersect(its...)); err != nil {
bench.Fatal(err)
}
}
})
}
func BenchmarkMerge(t *testing.B) {
var lps []*ListPostings
var refs [][]storage.SeriesRef
// Create 100000 matchers(k=100000), making sure all memory allocation is done before starting the loop.
for i := 0; i < 100000; i++ {
var temp []storage.SeriesRef
for j := 1; j < 100; j++ {
temp = append(temp, storage.SeriesRef(i+j*100000))
}
lps = append(lps, newListPostings(temp...))
refs = append(refs, temp)
}
its := make([]Postings, len(refs))
for _, nSeries := range []int{1, 10, 100, 1000, 10000, 100000} {
t.Run(strconv.Itoa(nSeries), func(bench *testing.B) {
ctx := context.Background()
for i := 0; i < bench.N; i++ {
// Reset the ListPostings to their original values each time round the loop.
for j := range refs[:nSeries] {
lps[j].list = refs[j]
its[j] = lps[j]
}
if err := consumePostings(Merge(ctx, its[:nSeries]...)); err != nil {
bench.Fatal(err)
}
}
})
}
}
func TestMultiMerge(t *testing.T) {
i1 := newListPostings(1, 2, 3, 4, 5, 6, 1000, 1001)
i2 := newListPostings(2, 4, 5, 6, 7, 8, 999, 1001)
i3 := newListPostings(1, 2, 5, 6, 7, 8, 1001, 1200)
res, err := ExpandPostings(Merge(context.Background(), i1, i2, i3))
require.NoError(t, err)
require.Equal(t, []storage.SeriesRef{1, 2, 3, 4, 5, 6, 7, 8, 999, 1000, 1001, 1200}, res)
}
func TestMergedPostings(t *testing.T) {
cases := []struct {
in []Postings
res Postings
}{
{
in: []Postings{},
res: EmptyPostings(),
},
{
in: []Postings{
newListPostings(),
newListPostings(),
},
res: EmptyPostings(),
},
{
in: []Postings{
newListPostings(),
},
res: newListPostings(),
},
{
in: []Postings{
EmptyPostings(),
EmptyPostings(),
EmptyPostings(),
EmptyPostings(),
},
res: EmptyPostings(),
},
{
in: []Postings{
newListPostings(1, 2, 3, 4, 5),
newListPostings(6, 7, 8, 9, 10),
},
res: newListPostings(1, 2, 3, 4, 5, 6, 7, 8, 9, 10),
},
{
in: []Postings{
newListPostings(1, 2, 3, 4, 5),
newListPostings(4, 5, 6, 7, 8),
},
res: newListPostings(1, 2, 3, 4, 5, 6, 7, 8),
},
{
in: []Postings{
newListPostings(1, 2, 3, 4, 9, 10),
newListPostings(1, 4, 5, 6, 7, 8, 10, 11),
},
res: newListPostings(1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11),
},
{
in: []Postings{
newListPostings(1, 2, 3, 4, 9, 10),
EmptyPostings(),
newListPostings(1, 4, 5, 6, 7, 8, 10, 11),
},
res: newListPostings(1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11),
},
{
in: []Postings{
newListPostings(1, 2),
newListPostings(),
},
res: newListPostings(1, 2),
},
{
in: []Postings{
newListPostings(1, 2),
EmptyPostings(),
},
res: newListPostings(1, 2),
},
}
for _, c := range cases {
t.Run("", func(t *testing.T) {
require.NotNil(t, c.res, "merge result expectancy cannot be nil")
ctx := context.Background()
expected, err := ExpandPostings(c.res)
require.NoError(t, err)
m := Merge(ctx, c.in...)
if c.res == EmptyPostings() {
require.False(t, m.Next())
return
}
require.NotEqual(t, EmptyPostings(), m, "merge unexpected result: EmptyPostings sentinel")
res, err := ExpandPostings(m)
require.NoError(t, err)
require.Equal(t, expected, res)
})
}
}
func TestMergedPostingsSeek(t *testing.T) {
cases := []struct {
a, b []storage.SeriesRef
seek storage.SeriesRef
success bool
res []storage.SeriesRef
}{
{
a: []storage.SeriesRef{2, 3, 4, 5},
b: []storage.SeriesRef{6, 7, 8, 9, 10},
seek: 1,
success: true,
res: []storage.SeriesRef{2, 3, 4, 5, 6, 7, 8, 9, 10},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 5},
b: []storage.SeriesRef{6, 7, 8, 9, 10},
seek: 2,
success: true,
res: []storage.SeriesRef{2, 3, 4, 5, 6, 7, 8, 9, 10},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 5},
b: []storage.SeriesRef{4, 5, 6, 7, 8},
seek: 9,
success: false,
res: nil,
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 9, 10},
b: []storage.SeriesRef{1, 4, 5, 6, 7, 8, 10, 11},
seek: 10,
success: true,
res: []storage.SeriesRef{10, 11},
},
}
for _, c := range cases {
ctx := context.Background()
a := newListPostings(c.a...)
b := newListPostings(c.b...)
p := Merge(ctx, a, b)
require.Equal(t, c.success, p.Seek(c.seek))
// After Seek(), At() should be called.
if c.success {
start := p.At()
lst, err := ExpandPostings(p)
require.NoError(t, err)
lst = append([]storage.SeriesRef{start}, lst...)
require.Equal(t, c.res, lst)
}
}
}
func TestRemovedPostings(t *testing.T) {
cases := []struct {
a, b []storage.SeriesRef
res []storage.SeriesRef
}{
{
a: nil,
b: nil,
res: []storage.SeriesRef(nil),
},
{
a: []storage.SeriesRef{1, 2, 3, 4},
b: nil,
res: []storage.SeriesRef{1, 2, 3, 4},
},
{
a: nil,
b: []storage.SeriesRef{1, 2, 3, 4},
res: []storage.SeriesRef(nil),
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 5},
b: []storage.SeriesRef{6, 7, 8, 9, 10},
res: []storage.SeriesRef{1, 2, 3, 4, 5},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 5},
b: []storage.SeriesRef{4, 5, 6, 7, 8},
res: []storage.SeriesRef{1, 2, 3},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 9, 10},
b: []storage.SeriesRef{1, 4, 5, 6, 7, 8, 10, 11},
res: []storage.SeriesRef{2, 3, 9},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 9, 10},
b: []storage.SeriesRef{1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11},
res: []storage.SeriesRef(nil),
},
}
for _, c := range cases {
a := newListPostings(c.a...)
b := newListPostings(c.b...)
res, err := ExpandPostings(newRemovedPostings(a, b))
require.NoError(t, err)
require.Equal(t, c.res, res)
}
}
func TestRemovedNextStackoverflow(t *testing.T) {
var full []storage.SeriesRef
var remove []storage.SeriesRef
var i storage.SeriesRef
for i = 0; i < 1e7; i++ {
full = append(full, i)
remove = append(remove, i)
}
flp := newListPostings(full...)
rlp := newListPostings(remove...)
rp := newRemovedPostings(flp, rlp)
gotElem := false
for rp.Next() {
gotElem = true
}
require.NoError(t, rp.Err())
require.False(t, gotElem)
}
func TestRemovedPostingsSeek(t *testing.T) {
cases := []struct {
a, b []storage.SeriesRef
seek storage.SeriesRef
success bool
res []storage.SeriesRef
}{
{
a: []storage.SeriesRef{2, 3, 4, 5},
b: []storage.SeriesRef{6, 7, 8, 9, 10},
seek: 1,
success: true,
res: []storage.SeriesRef{2, 3, 4, 5},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 5},
b: []storage.SeriesRef{6, 7, 8, 9, 10},
seek: 2,
success: true,
res: []storage.SeriesRef{2, 3, 4, 5},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 5},
b: []storage.SeriesRef{4, 5, 6, 7, 8},
seek: 9,
success: false,
res: nil,
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 9, 10},
b: []storage.SeriesRef{1, 4, 5, 6, 7, 8, 10, 11},
seek: 10,
success: false,
res: nil,
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 9, 10},
b: []storage.SeriesRef{1, 4, 5, 6, 7, 8, 11},
seek: 4,
success: true,
res: []storage.SeriesRef{9, 10},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 9, 10},
b: []storage.SeriesRef{1, 4, 5, 6, 7, 8, 11},
seek: 5,
success: true,
res: []storage.SeriesRef{9, 10},
},
{
a: []storage.SeriesRef{1, 2, 3, 4, 9, 10},
b: []storage.SeriesRef{1, 4, 5, 6, 7, 8, 11},
seek: 10,
success: true,
res: []storage.SeriesRef{10},
},
}
for _, c := range cases {
a := newListPostings(c.a...)
b := newListPostings(c.b...)
p := newRemovedPostings(a, b)
require.Equal(t, c.success, p.Seek(c.seek))
// After Seek(), At() should be called.
if c.success {
start := p.At()
lst, err := ExpandPostings(p)
require.NoError(t, err)
lst = append([]storage.SeriesRef{start}, lst...)
require.Equal(t, c.res, lst)
}
}
}
func TestBigEndian(t *testing.T) {
num := 1000
// mock a list as postings
ls := make([]uint32, num)
ls[0] = 2
for i := 1; i < num; i++ {
ls[i] = ls[i-1] + uint32(rand.Int31n(25)) + 2
}
beLst := make([]byte, num*4)
for i := 0; i < num; i++ {
b := beLst[i*4 : i*4+4]
binary.BigEndian.PutUint32(b, ls[i])
}
t.Run("Iteration", func(t *testing.T) {
bep := newBigEndianPostings(beLst)
for i := 0; i < num; i++ {
require.True(t, bep.Next())
require.Equal(t, storage.SeriesRef(ls[i]), bep.At())
}
require.False(t, bep.Next())
require.NoError(t, bep.Err())
})
t.Run("Seek", func(t *testing.T) {
table := []struct {
seek uint32
val uint32
found bool
}{
{
ls[0] - 1, ls[0], true,
},
{
ls[4], ls[4], true,
},
{
ls[500] - 1, ls[500], true,
},
{
ls[600] + 1, ls[601], true,
},
{
ls[600] + 1, ls[601], true,
},
{
ls[600] + 1, ls[601], true,
},
{
ls[0], ls[601], true,
},
{
ls[600], ls[601], true,
},
{
ls[999], ls[999], true,
},
{
ls[999] + 10, ls[999], false,
},
}
bep := newBigEndianPostings(beLst)
for _, v := range table {
require.Equal(t, v.found, bep.Seek(storage.SeriesRef(v.seek)))
require.Equal(t, storage.SeriesRef(v.val), bep.At())
require.NoError(t, bep.Err())
}
})
}
func TestIntersectWithMerge(t *testing.T) {
// One of the reproducible cases for:
// https://github.com/prometheus/prometheus/issues/2616
a := newListPostings(21, 22, 23, 24, 25, 30)
b := Merge(
context.Background(),
newListPostings(10, 20, 30),
newListPostings(15, 26, 30),
)
p := Intersect(a, b)
res, err := ExpandPostings(p)
require.NoError(t, err)
require.Equal(t, []storage.SeriesRef{30}, res)
}
func TestWithoutPostings(t *testing.T) {
cases := []struct {
base Postings
drop Postings
res Postings
}{
{
base: EmptyPostings(),
drop: EmptyPostings(),
res: EmptyPostings(),
},
{
base: EmptyPostings(),
drop: newListPostings(1, 2),
res: EmptyPostings(),
},
{
base: newListPostings(1, 2),
drop: EmptyPostings(),
res: newListPostings(1, 2),
},
{
base: newListPostings(),
drop: newListPostings(),
res: newListPostings(),
},
{
base: newListPostings(1, 2, 3),
drop: newListPostings(),
res: newListPostings(1, 2, 3),
},
{
base: newListPostings(1, 2, 3),
drop: newListPostings(4, 5, 6),
res: newListPostings(1, 2, 3),
},
{
base: newListPostings(1, 2, 3),
drop: newListPostings(3, 4, 5),
res: newListPostings(1, 2),
},
}
for _, c := range cases {
t.Run("", func(t *testing.T) {
require.NotNil(t, c.res, "without result expectancy cannot be nil")
expected, err := ExpandPostings(c.res)
require.NoError(t, err)
w := Without(c.base, c.drop)
if c.res == EmptyPostings() {
require.Equal(t, EmptyPostings(), w)
return
}
require.NotEqual(t, EmptyPostings(), w, "without unexpected result: EmptyPostings sentinel")
res, err := ExpandPostings(w)
require.NoError(t, err)
require.Equal(t, expected, res)
})
}
}
func BenchmarkPostings_Stats(b *testing.B) {
p := NewMemPostings()
var seriesID storage.SeriesRef
createPostingsLabelValues := func(name, valuePrefix string, count int) {
for n := 1; n < count; n++ {
value := fmt.Sprintf("%s-%d", valuePrefix, n)
p.Add(seriesID, labels.FromStrings(name, value))
seriesID++
}
}
createPostingsLabelValues("__name__", "metrics_name_can_be_very_big_and_bad", 1e3)
for i := 0; i < 20; i++ {
createPostingsLabelValues(fmt.Sprintf("host-%d", i), "metrics_name_can_be_very_big_and_bad", 1e3)
createPostingsLabelValues(fmt.Sprintf("instance-%d", i), "10.0.IP.", 1e3)
createPostingsLabelValues(fmt.Sprintf("job-%d", i), "Small_Job_name", 1e3)
createPostingsLabelValues(fmt.Sprintf("err-%d", i), "avg_namespace-", 1e3)
createPostingsLabelValues(fmt.Sprintf("team-%d", i), "team-", 1e3)
createPostingsLabelValues(fmt.Sprintf("container_name-%d", i), "pod-", 1e3)
createPostingsLabelValues(fmt.Sprintf("cluster-%d", i), "newcluster-", 1e3)
createPostingsLabelValues(fmt.Sprintf("uid-%d", i), "123412312312312311-", 1e3)
createPostingsLabelValues(fmt.Sprintf("area-%d", i), "new_area_of_work-", 1e3)
createPostingsLabelValues(fmt.Sprintf("request_id-%d", i), "owner_name_work-", 1e3)
}
b.ResetTimer()
for n := 0; n < b.N; n++ {
p.Stats("__name__", 10)
}
}
func TestMemPostingsStats(t *testing.T) {
// create a new MemPostings
p := NewMemPostings()
// add some postings to the MemPostings
p.Add(1, labels.FromStrings("label", "value1"))
p.Add(1, labels.FromStrings("label", "value2"))
p.Add(1, labels.FromStrings("label", "value3"))
p.Add(2, labels.FromStrings("label", "value1"))
// call the Stats method to calculate the cardinality statistics
stats := p.Stats("label", 10)
// assert that the expected statistics were calculated
require.Equal(t, uint64(2), stats.CardinalityMetricsStats[0].Count)
require.Equal(t, "value1", stats.CardinalityMetricsStats[0].Name)
require.Equal(t, uint64(3), stats.CardinalityLabelStats[0].Count)
require.Equal(t, "label", stats.CardinalityLabelStats[0].Name)
require.Equal(t, uint64(24), stats.LabelValueStats[0].Count)
require.Equal(t, "label", stats.LabelValueStats[0].Name)
require.Equal(t, uint64(2), stats.LabelValuePairsStats[0].Count)
require.Equal(t, "label=value1", stats.LabelValuePairsStats[0].Name)
require.Equal(t, 3, stats.NumLabelPairs)
}
func TestMemPostings_Delete(t *testing.T) {
p := NewMemPostings()
p.Add(1, labels.FromStrings("lbl1", "a"))
p.Add(2, labels.FromStrings("lbl1", "b"))
p.Add(3, labels.FromStrings("lbl2", "a"))
before := p.Get(allPostingsKey.Name, allPostingsKey.Value)
deletedRefs := map[storage.SeriesRef]struct{}{
2: {},
}
affectedLabels := map[labels.Label]struct{}{
{Name: "lbl1", Value: "b"}: {},
}
p.Delete(deletedRefs, affectedLabels)
after := p.Get(allPostingsKey.Name, allPostingsKey.Value)
// Make sure postings gotten before the delete have the old data when
// iterated over.
expanded, err := ExpandPostings(before)
require.NoError(t, err)
require.Equal(t, []storage.SeriesRef{1, 2, 3}, expanded)
// Make sure postings gotten after the delete have the new data when
// iterated over.
expanded, err = ExpandPostings(after)
require.NoError(t, err)
require.Equal(t, []storage.SeriesRef{1, 3}, expanded)
deleted := p.Get("lbl1", "b")
expanded, err = ExpandPostings(deleted)
require.NoError(t, err)
require.Empty(t, expanded, "expected empty postings, got %v", expanded)
}
// BenchmarkMemPostings_Delete is quite heavy, so consider running it with
// -benchtime=10x or similar to get more stable and comparable results.
func BenchmarkMemPostings_Delete(b *testing.B) {
internedItoa := map[int]string{}
var mtx sync.RWMutex
itoa := func(i int) string {
mtx.RLock()
s, ok := internedItoa[i]
mtx.RUnlock()
if ok {
return s
}
mtx.Lock()
s = strconv.Itoa(i)
internedItoa[i] = s
mtx.Unlock()
return s
}
const total = 1e6
allSeries := [total]labels.Labels{}
nameValues := make([]string, 0, 100)
for i := 0; i < total; i++ {
nameValues = nameValues[:0]
// A thousand labels like lbl_x_of_1000, each with total/1000 values
thousand := "lbl_" + itoa(i%1000) + "_of_1000"
nameValues = append(nameValues, thousand, itoa(i/1000))
// A hundred labels like lbl_x_of_100, each with total/100 values.
hundred := "lbl_" + itoa(i%100) + "_of_100"
nameValues = append(nameValues, hundred, itoa(i/100))
if i < 100 {
ten := "lbl_" + itoa(i%10) + "_of_10"
nameValues = append(nameValues, ten, itoa(i%10))
}
allSeries[i] = labels.FromStrings(append(nameValues, "first", "a", "second", "a", "third", "a")...)
}
for _, refs := range []int{1, 100, 10_000} {
b.Run(fmt.Sprintf("refs=%d", refs), func(b *testing.B) {
for _, reads := range []int{0, 1, 10} {
b.Run(fmt.Sprintf("readers=%d", reads), func(b *testing.B) {
if b.N > total/refs {
// Just to make sure that benchmark still makes sense.
panic("benchmark not prepared")
}
p := NewMemPostings()
for i := range allSeries {
p.Add(storage.SeriesRef(i), allSeries[i])
}
stop := make(chan struct{})
wg := sync.WaitGroup{}
for i := 0; i < reads; i++ {
wg.Add(1)
go func(i int) {
lbl := "lbl_" + itoa(i) + "_of_100"
defer wg.Done()
for {
select {
case <-stop:
return
default:
// Get a random value of this label.
p.Get(lbl, itoa(rand.Intn(10000))).Next()
}
}
}(i)
}
b.Cleanup(func() {
close(stop)
wg.Wait()
})
b.ResetTimer()
for n := 0; n < b.N; n++ {
deleted := make(map[storage.SeriesRef]struct{}, refs)
affected := make(map[labels.Label]struct{}, refs)
for i := 0; i < refs; i++ {
ref := storage.SeriesRef(n*refs + i)
deleted[ref] = struct{}{}
allSeries[ref].Range(func(l labels.Label) {
affected[l] = struct{}{}
})
}
p.Delete(deleted, affected)
}
})
}
})
}
}
func TestFindIntersectingPostings(t *testing.T) {
t.Run("multiple intersections", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10, 15, 20, 25, 30, 35, 40, 45, 50})
candidates := []Postings{
0: NewListPostings([]storage.SeriesRef{7, 13, 14, 27}), // Does not intersect.
1: NewListPostings([]storage.SeriesRef{10, 20}), // Does intersect.
2: NewListPostings([]storage.SeriesRef{29, 30, 31}), // Does intersect.
3: NewListPostings([]storage.SeriesRef{29, 30, 31}), // Does intersect (same again).
4: NewListPostings([]storage.SeriesRef{60}), // Does not intersect.
5: NewListPostings([]storage.SeriesRef{45}), // Does intersect.
6: EmptyPostings(), // Does not intersect.
}
indexes, err := FindIntersectingPostings(p, candidates)
require.NoError(t, err)
sort.Ints(indexes)
require.Equal(t, []int{1, 2, 3, 5}, indexes)
})
t.Run("no intersections", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10, 15, 20, 25, 30, 35, 40, 45, 50})
candidates := []Postings{
0: NewListPostings([]storage.SeriesRef{7, 13, 14, 27}), // Does not intersect.
1: NewListPostings([]storage.SeriesRef{60}), // Does not intersect.
2: EmptyPostings(), // Does not intersect.
}
indexes, err := FindIntersectingPostings(p, candidates)
require.NoError(t, err)
require.Empty(t, indexes)
})
t.Run("p is ErrPostings", func(t *testing.T) {
p := ErrPostings(context.Canceled)
candidates := []Postings{NewListPostings([]storage.SeriesRef{1})}
_, err := FindIntersectingPostings(p, candidates)
require.Error(t, err)
})
t.Run("one of the candidates is ErrPostings", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{1})
candidates := []Postings{
NewListPostings([]storage.SeriesRef{1}),
ErrPostings(context.Canceled),
}
_, err := FindIntersectingPostings(p, candidates)
require.Error(t, err)
})
t.Run("one of the candidates fails on nth call", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10, 20, 30, 40, 50, 60, 70})
candidates := []Postings{
NewListPostings([]storage.SeriesRef{7, 13, 14, 27}),
&postingsFailingAfterNthCall{2, NewListPostings([]storage.SeriesRef{29, 30, 31, 40})},
}
_, err := FindIntersectingPostings(p, candidates)
require.Error(t, err)
})
t.Run("p fails on the nth call", func(t *testing.T) {
p := &postingsFailingAfterNthCall{2, NewListPostings([]storage.SeriesRef{10, 20, 30, 40, 50, 60, 70})}
candidates := []Postings{
NewListPostings([]storage.SeriesRef{7, 13, 14, 27}),
NewListPostings([]storage.SeriesRef{29, 30, 31, 40}),
}
_, err := FindIntersectingPostings(p, candidates)
require.Error(t, err)
})
}
type postingsFailingAfterNthCall struct {
ttl int
Postings
}
func (p *postingsFailingAfterNthCall) Seek(v storage.SeriesRef) bool {
p.ttl--
if p.ttl <= 0 {
return false
}
return p.Postings.Seek(v)
}
func (p *postingsFailingAfterNthCall) Next() bool {
p.ttl--
if p.ttl <= 0 {
return false
}
return p.Postings.Next()
}
func (p *postingsFailingAfterNthCall) Err() error {
if p.ttl <= 0 {
return errors.New("ttl exceeded")
}
return p.Postings.Err()
}
func TestPostingsWithIndexHeap(t *testing.T) {
t.Run("iterate", func(t *testing.T) {
h := postingsWithIndexHeap{
{index: 0, p: NewListPostings([]storage.SeriesRef{10, 20, 30})},
{index: 1, p: NewListPostings([]storage.SeriesRef{1, 5})},
{index: 2, p: NewListPostings([]storage.SeriesRef{25, 50})},
}
for _, node := range h {
node.p.Next()
}
heap.Init(&h)
for _, expected := range []storage.SeriesRef{1, 5, 10, 20, 25, 30, 50} {
require.Equal(t, expected, h.at())
require.NoError(t, h.next())
}
require.True(t, h.empty())
})
t.Run("pop", func(t *testing.T) {
h := postingsWithIndexHeap{
{index: 0, p: NewListPostings([]storage.SeriesRef{10, 20, 30})},
{index: 1, p: NewListPostings([]storage.SeriesRef{1, 5})},
{index: 2, p: NewListPostings([]storage.SeriesRef{25, 50})},
}
for _, node := range h {
node.p.Next()
}
heap.Init(&h)
for _, expected := range []storage.SeriesRef{1, 5, 10, 20} {
require.Equal(t, expected, h.at())
require.NoError(t, h.next())
}
require.Equal(t, storage.SeriesRef(25), h.at())
node := heap.Pop(&h).(postingsWithIndex)
require.Equal(t, 2, node.index)
require.Equal(t, storage.SeriesRef(25), node.p.At())
})
}
func TestListPostings(t *testing.T) {
t.Run("empty list", func(t *testing.T) {
p := NewListPostings(nil)
require.False(t, p.Next())
require.False(t, p.Seek(10))
require.False(t, p.Next())
require.NoError(t, p.Err())
})
t.Run("one posting", func(t *testing.T) {
t.Run("next", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10})
require.True(t, p.Next())
require.Equal(t, storage.SeriesRef(10), p.At())
require.False(t, p.Next())
require.NoError(t, p.Err())
})
t.Run("seek less", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10})
require.True(t, p.Seek(5))
require.Equal(t, storage.SeriesRef(10), p.At())
require.True(t, p.Seek(5))
require.Equal(t, storage.SeriesRef(10), p.At())
require.False(t, p.Next())
require.NoError(t, p.Err())
})
t.Run("seek equal", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10})
require.True(t, p.Seek(10))
require.Equal(t, storage.SeriesRef(10), p.At())
require.False(t, p.Next())
require.NoError(t, p.Err())
})
t.Run("seek more", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10})
require.False(t, p.Seek(15))
require.False(t, p.Next())
require.NoError(t, p.Err())
})
t.Run("seek after next", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10})
require.True(t, p.Next())
require.False(t, p.Seek(15))
require.False(t, p.Next())
require.NoError(t, p.Err())
})
})
t.Run("multiple postings", func(t *testing.T) {
t.Run("next", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10, 20})
require.True(t, p.Next())
require.Equal(t, storage.SeriesRef(10), p.At())
require.True(t, p.Next())
require.Equal(t, storage.SeriesRef(20), p.At())
require.False(t, p.Next())
require.NoError(t, p.Err())
})
t.Run("seek", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10, 20})
require.True(t, p.Seek(5))
require.Equal(t, storage.SeriesRef(10), p.At())
require.True(t, p.Seek(5))
require.Equal(t, storage.SeriesRef(10), p.At())
require.True(t, p.Seek(10))
require.Equal(t, storage.SeriesRef(10), p.At())
require.True(t, p.Next())
require.Equal(t, storage.SeriesRef(20), p.At())
require.True(t, p.Seek(10))
require.Equal(t, storage.SeriesRef(20), p.At())
require.True(t, p.Seek(20))
require.Equal(t, storage.SeriesRef(20), p.At())
require.False(t, p.Next())
require.NoError(t, p.Err())
})
t.Run("seek lest than last", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10, 20, 30, 40, 50})
require.True(t, p.Seek(45))
require.Equal(t, storage.SeriesRef(50), p.At())
require.False(t, p.Next())
})
t.Run("seek exactly last", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10, 20, 30, 40, 50})
require.True(t, p.Seek(50))
require.Equal(t, storage.SeriesRef(50), p.At())
require.False(t, p.Next())
})
t.Run("seek more than last", func(t *testing.T) {
p := NewListPostings([]storage.SeriesRef{10, 20, 30, 40, 50})
require.False(t, p.Seek(60))
require.False(t, p.Next())
})
})
t.Run("seek", func(t *testing.T) {
for _, c := range []int{2, 8, 9, 10} {
t.Run(fmt.Sprintf("count=%d", c), func(t *testing.T) {
list := make([]storage.SeriesRef, c)
for i := 0; i < c; i++ {
list[i] = storage.SeriesRef(i * 10)
}
t.Run("all one by one", func(t *testing.T) {
p := NewListPostings(list)
for i := 0; i < c; i++ {
require.True(t, p.Seek(storage.SeriesRef(i*10)))
require.Equal(t, storage.SeriesRef(i*10), p.At())
}
require.False(t, p.Seek(storage.SeriesRef(c*10)))
})
t.Run("each one", func(t *testing.T) {
for _, ref := range list {
p := NewListPostings(list)
require.True(t, p.Seek(ref))
require.Equal(t, ref, p.At())
}
})
})
}
})
}
// BenchmarkListPostings benchmarks ListPostings by iterating Next/At sequentially.
// See also BenchmarkIntersect as it performs more `At` calls than `Next` calls when intersecting.
func BenchmarkListPostings(b *testing.B) {
const maxCount = 1e6
input := make([]storage.SeriesRef, maxCount)
for i := 0; i < maxCount; i++ {
input[i] = storage.SeriesRef(i << 2)
}
for _, count := range []int{100, 1e3, 10e3, 100e3, maxCount} {
b.Run(fmt.Sprintf("count=%d", count), func(b *testing.B) {
for i := 0; i < b.N; i++ {
p := NewListPostings(input[:count])
var sum storage.SeriesRef
for p.Next() {
sum += p.At()
}
require.NotZero(b, sum)
}
})
}
}
func slowRegexpString() string {
nums := map[int]struct{}{}
for i := 10_000; i < 20_000; i++ {
if i%3 == 0 {
nums[i] = struct{}{}
}
}
var sb strings.Builder
sb.WriteString(".*(9999")
for i := range nums {
sb.WriteString("|")
sb.WriteString(strconv.Itoa(i))
}
sb.WriteString(").*")
return sb.String()
}
func BenchmarkMemPostings_PostingsForLabelMatching(b *testing.B) {
fast := regexp.MustCompile("^(100|200)$")
slowRegexp := "^" + slowRegexpString() + "$"
b.Logf("Slow regexp length = %d", len(slowRegexp))
slow := regexp.MustCompile(slowRegexp)
for _, labelValueCount := range []int{1_000, 10_000, 100_000} {
b.Run(fmt.Sprintf("labels=%d", labelValueCount), func(b *testing.B) {
mp := NewMemPostings()
for i := 0; i < labelValueCount; i++ {
mp.Add(storage.SeriesRef(i), labels.FromStrings("label", strconv.Itoa(i)))
}
fp, err := ExpandPostings(mp.PostingsForLabelMatching(context.Background(), "label", fast.MatchString))
require.NoError(b, err)
b.Logf("Fast matcher matches %d series", len(fp))
b.Run("matcher=fast", func(b *testing.B) {
for i := 0; i < b.N; i++ {
mp.PostingsForLabelMatching(context.Background(), "label", fast.MatchString).Next()
}
})
sp, err := ExpandPostings(mp.PostingsForLabelMatching(context.Background(), "label", slow.MatchString))
require.NoError(b, err)
b.Logf("Slow matcher matches %d series", len(sp))
b.Run("matcher=slow", func(b *testing.B) {
for i := 0; i < b.N; i++ {
mp.PostingsForLabelMatching(context.Background(), "label", slow.MatchString).Next()
}
})
})
}
}
func TestMemPostings_PostingsForLabelMatching(t *testing.T) {
mp := NewMemPostings()
mp.Add(1, labels.FromStrings("foo", "1"))
mp.Add(2, labels.FromStrings("foo", "2"))
mp.Add(3, labels.FromStrings("foo", "3"))
mp.Add(4, labels.FromStrings("foo", "4"))
isEven := func(v string) bool {
iv, err := strconv.Atoi(v)
if err != nil {
panic(err)
}
return iv%2 == 0
}
p := mp.PostingsForLabelMatching(context.Background(), "foo", isEven)
require.NoError(t, p.Err())
refs, err := ExpandPostings(p)
require.NoError(t, err)
require.Equal(t, []storage.SeriesRef{2, 4}, refs)
}
func TestMemPostings_PostingsForLabelMatchingHonorsContextCancel(t *testing.T) {
memP := NewMemPostings()
seriesCount := 10 * checkContextEveryNIterations
for i := 1; i <= seriesCount; i++ {
memP.Add(storage.SeriesRef(i), labels.FromStrings("__name__", fmt.Sprintf("%4d", i)))
}
failAfter := uint64(seriesCount / 2 / checkContextEveryNIterations)
ctx := &testutil.MockContextErrAfter{FailAfter: failAfter}
p := memP.PostingsForLabelMatching(ctx, "__name__", func(string) bool {
return true
})
require.Error(t, p.Err())
require.Equal(t, failAfter+1, ctx.Count()) // Plus one for the Err() call that puts the error in the result.
}