implement and use striped LRU cache to lower mutex contention (#15764)

* Implement Striped LRU cache

* ci

* fix

Co-authored-by: Mattermod <mattermod@users.noreply.github.com>
Этот коммит содержится в:
Florent Peterschmitt
2020-12-09 14:55:14 +01:00
коммит произвёл GitHub
родитель 96d76760f0
Коммит 349b83f23a
34 изменённых файлов: 872 добавлений и 203 удалений

24
services/cache/lru.go поставляемый
Просмотреть файл

@@ -9,21 +9,22 @@ import (
"time"
"github.com/mattermost/mattermost-server/v5/model"
"github.com/tinylib/msgp/msgp"
"github.com/vmihailenco/msgpack/v5"
)
// LRU is a thread-safe fixed size LRU cache.
type LRU struct {
name string
lock sync.RWMutex
size int
len int
currentGeneration int64
evictList *list.List
items map[string]*list.Element
lock sync.RWMutex
defaultExpiry time.Duration
name string
invalidateClusterEvent string
currentGeneration int64
len int
}
// LRUOptions contains options for initializing LRU cache
@@ -32,6 +33,9 @@ type LRUOptions struct {
Size int
DefaultExpiry time.Duration
InvalidateClusterEvent string
// StripedBuckets is used only by LRUStriped and shouldn't be greater than the number
// of CPUs available on the machine running this cache.
StripedBuckets int
}
// entry is used to hold a value in the evictList.
@@ -43,7 +47,7 @@ type entry struct {
}
// NewLRU creates an LRU of the given size.
func NewLRU(opts *LRUOptions) Cache {
func NewLRU(opts LRUOptions) Cache {
return &LRU{
name: opts.Name,
size: opts.Size,
@@ -141,19 +145,15 @@ func (l *LRU) set(key string, value interface{}, ttl time.Duration) error {
var buf []byte
var err error
// We use a fast path for hot structs.
if msgpVal, ok := value.(msgp.Marshaler); ok {
buf, err = msgpVal.MarshalMsg(nil)
if err != nil {
return err
}
} else {
// Slow path for other structs.
buf, err = msgpack.Marshal(value)
if err != nil {
return err
}
}
if err != nil {
return err
}
l.lock.Lock()

149
services/cache/lru_striped.go поставляемый Обычный файл
Просмотреть файл

@@ -0,0 +1,149 @@
// Copyright (c) 2015-present Mattermost, Inc. All Rights Reserved.
// See LICENSE.txt for license information.
package cache
import (
"fmt"
"math"
"time"
"github.com/cespare/xxhash/v2"
)
// LRUStriped keeps LRU caches in buckets in order to lower mutex contention.
// This is achieved by hashing the input key to map it to a dedicated bucket.
// Each bucket (an LRU cache) has its own lock that helps distributing the lock
// contention on multiple threads/cores, leading to less wait times.
//
// LRUStriped implements the Cache interface with the same behavior as LRU.
//
// Note that, because of it's distributed nature, the fixed size cannot be strictly respected
// and you may have a tiny bit more space for keys than you defined through LRUOptions.
// Bucket size is computed as follows: (size / nbuckets) + (size % nbuckets)
//
// Because of this size limit per bucket, and because of the nature of the data, you
// may have buckets filled unevenly, and because of this, keys will be evicted from the entire
// cache where a simple LRU wouldn't have. Example:
//
// Two buckets B1 and B2, of max size 2 each, meaning, theoretically, a max size of 4:
// * Say you have a set of 3 keys, they could fill an entire LRU cache.
// * But if all those keys are assigned to a single bucket B1, the first key will be evicted from B1
// * B2 will remain empty, even though there was enough memory allocated
//
// With 4 buckets and random UUIDs as keys, the amount of false evictions is around 5%.
//
// By default, the number of buckets equals the number of cpus returned from runtime.NumCPU.
//
// This struct is lock-free and intended to be used without lock.
type LRUStriped struct {
buckets []*LRU
name string
invalidateClusterEvent string
}
func (L LRUStriped) hashkeyMapHash(key string) uint64 {
return xxhash.Sum64String(key)
}
func (L LRUStriped) keyBucket(key string) *LRU {
return L.buckets[L.hashkeyMapHash(key)%uint64(len(L.buckets))]
}
// Purge loops through each LRU cache for purging. Since LRUStriped doesn't use any lock,
// each LRU bucket is purged after another one, which means that keys could still
// be present after a call to Purge.
func (L LRUStriped) Purge() error {
for _, lru := range L.buckets {
lru.Purge() // errors from purging LRU can be ignored as they always return nil
}
return nil
}
// Set does the same as LRU.Set
func (L LRUStriped) Set(key string, value interface{}) error {
return L.keyBucket(key).Set(key, value)
}
// SetWithDefaultExpiry does the same as LRU.SetWithDefaultExpiry
func (L LRUStriped) SetWithDefaultExpiry(key string, value interface{}) error {
return L.keyBucket(key).SetWithDefaultExpiry(key, value)
}
// SetWithExpiry does the same as LRU.SetWithExpiry
func (L LRUStriped) SetWithExpiry(key string, value interface{}, ttl time.Duration) error {
return L.keyBucket(key).SetWithExpiry(key, value, ttl)
}
// Get does the same as LRU.Get
func (L LRUStriped) Get(key string, value interface{}) error {
return L.keyBucket(key).Get(key, value)
}
// Remove does the same as LRU.Remove
func (L LRUStriped) Remove(key string) error {
return L.keyBucket(key).Remove(key)
}
// Keys does the same as LRU.Keys. However, because this is lock-free, keys might be
// inserted or removed from a previously scanned LRU cache.
// This is not as precise as using a single LRU instance.
func (L LRUStriped) Keys() ([]string, error) {
var keys []string
for _, lru := range L.buckets {
k, _ := lru.Keys() // Keys never returns any error
keys = append(keys, k...)
}
return keys, nil
}
// Len does the same as LRU.Len. As for LRUStriped.Keys, this call cannot be precise.
func (L LRUStriped) Len() (int, error) {
var size int
for _, lru := range L.buckets {
s, _ := lru.Len() // Len never returns any error
size += s
}
return size, nil
}
// GetInvalidateClusterEvent does the same as LRU.GetInvalidateClusterEvent
func (L LRUStriped) GetInvalidateClusterEvent() string {
return L.invalidateClusterEvent
}
// Name does the same as LRU.Name
func (L LRUStriped) Name() string {
return L.name
}
// NewLRUStriped creates a striped LRU cache using the special LRUOptions.StripedBuckets value.
// See LRUStriped and LRUOptions for more details.
//
// Not that in order to prevent false eviction, this LRU cache adds 10% (computation is rounded up) of the
// requested size to the total cache size.
func NewLRUStriped(opts LRUOptions) (Cache, error) {
if opts.StripedBuckets == 0 {
return nil, fmt.Errorf("number of buckets is mandatory")
}
if opts.Size < opts.StripedBuckets {
return nil, fmt.Errorf("cache size must at least be equal to the number of buckets")
}
// add 10% to the total size, before splitting
opts.Size += int(math.Ceil(float64(opts.Size) * 10.0 / 100.0))
// now this is the size for each bucket
opts.Size = (opts.Size / opts.StripedBuckets) + (opts.Size % opts.StripedBuckets)
buckets := make([]*LRU, opts.StripedBuckets)
for i := 0; i < opts.StripedBuckets; i++ {
buckets[i] = NewLRU(opts).(*LRU)
}
return LRUStriped{
buckets: buckets,
invalidateClusterEvent: opts.InvalidateClusterEvent,
name: opts.Name,
}, nil
}

91
services/cache/lru_striped_bench_test.go поставляемый Обычный файл
Просмотреть файл

@@ -0,0 +1,91 @@
// Copyright (c) 2015-present Mattermost, Inc. All Rights Reserved.
// See LICENSE.txt for license information.
package cache_test
import (
"fmt"
"runtime"
"sync"
"testing"
"github.com/mattermost/mattermost-server/v5/services/cache"
"github.com/cespare/xxhash/v2"
)
const (
m = 500_000
)
func BenchmarkLRUStriped(b *testing.B) {
opts := cache.LRUOptions{
Name: "",
Size: 128,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
StripedBuckets: runtime.NumCPU() - 1,
}
cache, err := cache.NewLRUStriped(opts)
if err != nil {
panic(err)
}
// prepare keys and initial cache values and set routine
keys := make([]string, 0, m)
// bucketKeys is to demonstrate that splitted locks is working correctly
// by assigning one sequence of key for each bucket.
bucketKeys := make([][]string, opts.StripedBuckets)
for i := 0; i < m; i++ {
key := fmt.Sprintf("%d-key-%d", i, i)
keys = append(keys, key)
bucketKey := xxhash.Sum64String(key) % uint64(opts.StripedBuckets)
bucketKeys[bucketKey] = append(bucketKeys[bucketKey], key)
}
for i := 0; i < opts.Size; i++ {
cache.Set(keys[i], "preflight")
}
wgGet := &sync.WaitGroup{}
wgSet := &sync.WaitGroup{}
// need buffered chan because if the set routine finished before we write into the chan,
// we're left without any consumer, making any write to the chan waiting forever.
stopSet := make(chan bool, 1)
set := func() {
defer wgSet.Done()
for i := 0; i < m; i++ {
select {
case <-stopSet:
return
default:
_ = cache.Set(keys[i], "ignored")
}
}
}
get := func(bucket int) {
defer wgGet.Done()
var out string
for i := 0; i < m; i++ {
_ = cache.Get(bucketKeys[bucket][i%opts.Size], &out)
}
}
b.StopTimer()
b.ResetTimer()
for i := 0; i < b.N; i++ {
wgSet.Add(1)
go set()
for j := 0; j < opts.StripedBuckets; j++ {
wgGet.Add(1)
go get(j)
}
b.StartTimer()
wgGet.Wait()
b.StopTimer()
stopSet <- true
wgSet.Wait()
}
}

129
services/cache/lru_striped_test.go поставляемый Обычный файл
Просмотреть файл

@@ -0,0 +1,129 @@
// Copyright (c) 2015-present Mattermost, Inc. All Rights Reserved.
// See LICENSE.txt for license information.
package cache
import (
"fmt"
"hash/maphash"
"testing"
"github.com/mattermost/mattermost-server/v5/model"
"github.com/cespare/xxhash/v2"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
)
func makeLRUPredictibleTestData(num int) [][2]string {
kv := make([][2]string, num)
for i := 0; i < len(kv); i++ {
kv[i] = [2]string{
fmt.Sprintf("%d-key-%d", i, i),
fmt.Sprintf("%d-val-%d", i, i),
}
}
return kv
}
func TestNewLRUStriped(t *testing.T) {
scache, err := NewLRUStriped(LRUOptions{StripedBuckets: 3, Size: 20})
require.NoError(t, err)
cache := scache.(LRUStriped)
require.Len(t, cache.buckets, 3)
assert.Equal(t, 8, cache.buckets[0].size)
assert.Equal(t, 8, cache.buckets[1].size)
assert.Equal(t, 8, cache.buckets[2].size)
}
func TestLRUStripedKeyDistribution(t *testing.T) {
dataset := makeLRUPredictibleTestData(100)
scache, err := NewLRUStriped(LRUOptions{StripedBuckets: 4, Size: len(dataset)})
require.NoError(t, err)
cache := scache.(LRUStriped)
for _, kv := range dataset {
require.NoError(t, cache.Set(kv[0], kv[1]))
var out string
require.NoError(t, cache.Get(kv[0], &out))
require.Equal(t, kv[1], out)
}
require.Len(t, cache.buckets, 4)
acc := 0
for i := 0; i < 4; i++ {
clen, err := cache.buckets[i].Len()
acc += clen
assert.NoError(t, err)
assert.GreaterOrEqual(t, clen, len(dataset)/2/4, "at least 50%/nbuckets of all keys in each bucket")
}
// because of the limited size of each bucket and the nature of our data,
// we may have around 10% of our keys evicted in this scenario. removing 1% because we cannot predict
// accurately what is happening with random data.
assert.GreaterOrEqual(t, acc, len(dataset)-(len(dataset)*1.0/100.0))
}
func TestLRUStriped_Size(t *testing.T) {
scache, err := NewLRUStriped(LRUOptions{StripedBuckets: 2, Size: 128})
require.NoError(t, err)
cache := scache.(LRUStriped)
acc := 0
for _, bucket := range cache.buckets {
acc += bucket.size
}
assert.Equal(t, 128+13+1, acc) // +10% +modulo padding
}
func TestLRUStriped_HashKey(t *testing.T) {
scache, err := NewLRUStriped(LRUOptions{StripedBuckets: 2, Size: 128})
require.NoError(t, err)
cache := scache.(LRUStriped)
first := cache.hashkeyMapHash("key")
cache.hashkeyMapHash("other_key_to_ensure_that_result_its_not_dependent_on_previous_input")
second := cache.hashkeyMapHash("key")
require.Equal(t, first, second)
}
func TestLRUStriped_Get(t *testing.T) {
cache, err := NewLRUStriped(LRUOptions{StripedBuckets: 4, Size: 128})
require.NoError(t, err)
var out string
require.Equal(t, ErrKeyNotFound, cache.Get("key", &out))
require.Zero(t, out)
require.NoError(t, cache.Set("key", "value"))
require.NoError(t, cache.Get("key", &out))
require.Equal(t, "value", out)
}
var hashSink uint64
func BenchmarkSum64(b *testing.B) {
cases := []string{
"1",
"22",
"333",
model.NewId(),
model.NewId() + model.NewId(),
}
for _, case_ := range cases {
b.Run(fmt.Sprintf("maphash_string_len_%d", len(case_)), func(b *testing.B) {
seed := maphash.MakeSeed()
b.ResetTimer()
for i := 0; i < b.N; i++ {
var h maphash.Hash
h.SetSeed(seed)
h.WriteString(case_) // documentation and code says it never fails
hashSink = h.Sum64()
}
})
b.Run(fmt.Sprintf("xxhash_string_len_%d", len(case_)), func(b *testing.B) {
for i := 0; i < b.N; i++ {
hashSink = xxhash.Sum64String(case_)
}
})
}
}

22
services/cache/lru_test.go поставляемый
Просмотреть файл

@@ -15,7 +15,7 @@ import (
)
func TestLRU(t *testing.T) {
l := NewLRU(&LRUOptions{
l := NewLRU(LRUOptions{
Size: 128,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -83,7 +83,7 @@ func TestLRU(t *testing.T) {
}
func TestLRUExpire(t *testing.T) {
l := NewLRU(&LRUOptions{
l := NewLRU(LRUOptions{
Size: 128,
DefaultExpiry: 1 * time.Second,
InvalidateClusterEvent: "",
@@ -105,7 +105,7 @@ func TestLRUExpire(t *testing.T) {
}
func TestLRUMarshalUnMarshal(t *testing.T) {
l := NewLRU(&LRUOptions{
l := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -299,7 +299,7 @@ func BenchmarkLRU(b *testing.B) {
b.Run("simple=new", func(b *testing.B) {
for i := 0; i < b.N; i++ {
l2 := NewLRU(&LRUOptions{
l2 := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -349,7 +349,7 @@ func BenchmarkLRU(b *testing.B) {
b.Run("complex=new", func(b *testing.B) {
for i := 0; i < b.N; i++ {
l2 := NewLRU(&LRUOptions{
l2 := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -432,7 +432,7 @@ func BenchmarkLRU(b *testing.B) {
b.Run("User=new", func(b *testing.B) {
for i := 0; i < b.N; i++ {
l2 := NewLRU(&LRUOptions{
l2 := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -465,7 +465,7 @@ func BenchmarkLRU(b *testing.B) {
b.Run("UserMap=new", func(b *testing.B) {
for i := 0; i < b.N; i++ {
l2 := NewLRU(&LRUOptions{
l2 := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -545,7 +545,7 @@ func BenchmarkLRU(b *testing.B) {
b.Run("Post=new", func(b *testing.B) {
for i := 0; i < b.N; i++ {
l2 := NewLRU(&LRUOptions{
l2 := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -569,7 +569,7 @@ func BenchmarkLRU(b *testing.B) {
b.Run("Status=new", func(b *testing.B) {
for i := 0; i < b.N; i++ {
l2 := NewLRU(&LRUOptions{
l2 := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -605,7 +605,7 @@ func BenchmarkLRU(b *testing.B) {
b.Run("Session=new", func(b *testing.B) {
for i := 0; i < b.N; i++ {
l2 := NewLRU(&LRUOptions{
l2 := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",
@@ -621,7 +621,7 @@ func BenchmarkLRU(b *testing.B) {
}
func TestLRURace(t *testing.T) {
l2 := NewLRU(&LRUOptions{
l2 := NewLRU(LRUOptions{
Size: 1,
DefaultExpiry: 0,
InvalidateClusterEvent: "",

7
services/cache/mocks/Cache.go поставляемый
Просмотреть файл

@@ -2,8 +2,11 @@
package mocks
import mock "github.com/stretchr/testify/mock"
import time "time"
import (
time "time"
mock "github.com/stretchr/testify/mock"
)
// Cache is an autogenerated mock type for the Cache type
type Cache struct {

11
services/cache/mocks/Provider.go поставляемый
Просмотреть файл

@@ -41,7 +41,7 @@ func (_m *Provider) Connect() error {
}
// NewCache provides a mock function with given fields: opts
func (_m *Provider) NewCache(opts *cache.CacheOptions) cache.Cache {
func (_m *Provider) NewCache(opts *cache.CacheOptions) (cache.Cache, error) {
ret := _m.Called(opts)
var r0 cache.Cache
@@ -53,5 +53,12 @@ func (_m *Provider) NewCache(opts *cache.CacheOptions) cache.Cache {
}
}
return r0
var r1 error
if rf, ok := ret.Get(1).(func(*cache.CacheOptions) error); ok {
r1 = rf(opts)
} else {
r1 = ret.Error(1)
}
return r0, r1
}

19
services/cache/provider.go поставляемый
Просмотреть файл

@@ -11,12 +11,14 @@ type CacheOptions struct {
DefaultExpiry time.Duration
Name string
InvalidateClusterEvent string
Striped bool
StripedBuckets int
}
// Provider is a provider for Cache
type Provider interface {
// NewCache creates a new cache with given options.
NewCache(opts *CacheOptions) Cache
NewCache(opts *CacheOptions) (Cache, error)
// Connect opens a new connection to the cache using specific provider parameters.
Connect() error
// Close releases any resources used by the cache provider.
@@ -32,13 +34,22 @@ func NewProvider() Provider {
}
// NewCache creates a new cache with given opts
func (c *cacheProvider) NewCache(opts *CacheOptions) Cache {
return NewLRU(&LRUOptions{
func (c *cacheProvider) NewCache(opts *CacheOptions) (Cache, error) {
if opts.Striped {
return NewLRUStriped(LRUOptions{
Name: opts.Name,
Size: opts.Size,
DefaultExpiry: opts.DefaultExpiry,
InvalidateClusterEvent: opts.InvalidateClusterEvent,
StripedBuckets: opts.StripedBuckets,
})
}
return NewLRU(LRUOptions{
Name: opts.Name,
Size: opts.Size,
DefaultExpiry: opts.DefaultExpiry,
InvalidateClusterEvent: opts.InvalidateClusterEvent,
})
}), nil
}
// Connect opens a new connection to the cache using specific provider parameters.

133
services/cache/provider_test.go поставляемый
Просмотреть файл

@@ -15,16 +15,39 @@ func TestNewCache(t *testing.T) {
p := NewProvider()
size := 1
c := p.NewCache(&CacheOptions{
c, err := p.NewCache(&CacheOptions{
Size: size,
})
require.NoError(t, err)
err := c.Set("key1", "val1")
require.Nil(t, err)
err = c.Set("key1", "val1")
require.NoError(t, err)
err = c.Set("key2", "val2")
require.Nil(t, err)
require.NoError(t, err)
err = c.Set("key3", "val3")
require.NoError(t, err)
l, err := c.Len()
require.Nil(t, err)
require.NoError(t, err)
require.Equal(t, size, l)
})
t.Run("with only size option given", func(t *testing.T) {
p := NewProvider()
size := 1
c, err := p.NewCache(&CacheOptions{
Size: size,
})
require.NoError(t, err)
err = c.Set("key1", "val1")
require.NoError(t, err)
err = c.Set("key2", "val2")
require.NoError(t, err)
err = c.Set("key3", "val3")
require.NoError(t, err)
l, err := c.Len()
require.NoError(t, err)
require.Equal(t, size, l)
})
@@ -34,21 +57,24 @@ func TestNewCache(t *testing.T) {
size := 1
expiry := 1 * time.Second
event := "clusterEvent"
c := p.NewCache(&CacheOptions{
c, err := p.NewCache(&CacheOptions{
Size: size,
Name: "name",
DefaultExpiry: expiry,
InvalidateClusterEvent: event,
})
require.NoError(t, err)
require.Equal(t, event, c.GetInvalidateClusterEvent())
err := c.SetWithDefaultExpiry("key1", "val1")
require.Nil(t, err)
err = c.SetWithDefaultExpiry("key1", "val1")
require.NoError(t, err)
err = c.SetWithDefaultExpiry("key2", "val2")
require.Nil(t, err)
require.NoError(t, err)
err = c.SetWithDefaultExpiry("key3", "val3")
require.NoError(t, err)
l, err := c.Len()
require.Nil(t, err)
require.NoError(t, err)
require.Equal(t, size, l)
time.Sleep(expiry + 1*time.Second)
@@ -58,6 +84,93 @@ func TestNewCache(t *testing.T) {
require.Equal(t, ErrKeyNotFound, err)
err = c.Get("key2", &v)
require.Equal(t, ErrKeyNotFound, err)
err = c.Get("key3", &v)
require.Equal(t, ErrKeyNotFound, err)
})
}
func TestNewCache_Striped(t *testing.T) {
t.Run("with only size option given", func(t *testing.T) {
p := NewProvider()
size := 1
c, err := p.NewCache(&CacheOptions{
Size: size,
Striped: true,
StripedBuckets: 1,
})
require.NoError(t, err)
err = c.Set("key1", "val1")
require.NoError(t, err)
err = c.Set("key2", "val2")
require.NoError(t, err)
err = c.Set("key3", "val3")
require.NoError(t, err)
l, err := c.Len()
require.NoError(t, err)
require.Equal(t, size+1, l) // +10% from striping
})
t.Run("with only size option given", func(t *testing.T) {
p := NewProvider()
size := 1
c, err := p.NewCache(&CacheOptions{
Size: size,
Striped: true,
StripedBuckets: 1,
})
require.NoError(t, err)
err = c.Set("key1", "val1")
require.NoError(t, err)
err = c.Set("key2", "val2")
require.NoError(t, err)
err = c.Set("key3", "val3")
require.NoError(t, err)
l, err := c.Len()
require.NoError(t, err)
require.Equal(t, size+1, l) // +10% rounded up from striped lru
})
t.Run("with all options specified", func(t *testing.T) {
p := NewProvider()
size := 1
expiry := 1 * time.Second
event := "clusterEvent"
c, err := p.NewCache(&CacheOptions{
Size: size,
Name: "name",
DefaultExpiry: expiry,
InvalidateClusterEvent: event,
Striped: true,
StripedBuckets: 1,
})
require.NoError(t, err)
require.Equal(t, event, c.GetInvalidateClusterEvent())
err = c.SetWithDefaultExpiry("key1", "val1")
require.NoError(t, err)
err = c.SetWithDefaultExpiry("key2", "val2")
require.NoError(t, err)
err = c.SetWithDefaultExpiry("key3", "val3")
require.NoError(t, err)
l, err := c.Len()
require.NoError(t, err)
require.Equal(t, size+1, l) // +10% from striping
time.Sleep(expiry + 1*time.Second)
var v string
err = c.Get("key1", &v)
require.Equal(t, ErrKeyNotFound, err)
err = c.Get("key2", &v)
require.Equal(t, ErrKeyNotFound, err)
err = c.Get("key3", &v)
require.Equal(t, ErrKeyNotFound, err)
})
}