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cache.go
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cache.go
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/*
* Copyright 2019 Dgraph Labs, Inc. and Contributors
*
* 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.
*/
// Ristretto is a fast, fixed size, in-memory cache with a dual focus on
// throughput and hit ratio performance. You can easily add Ristretto to an
// existing system and keep the most valuable data where you need it.
package ristretto
import (
"bytes"
"errors"
"fmt"
"sync"
"sync/atomic"
"time"
"unsafe"
"github.com/dgraph-io/ristretto/v2/z"
)
var (
// TODO: find the optimal value for this or make it configurable
setBufSize = 32 * 1024
)
const itemSize = int64(unsafe.Sizeof(storeItem[any]{}))
func zeroValue[T any]() T {
var zero T
return zero
}
// Key is the generic type to represent the keys type in key-value pair of the cache.
type Key = z.Key
// Cache is a thread-safe implementation of a hashmap with a TinyLFU admission
// policy and a Sampled LFU eviction policy. You can use the same Cache instance
// from as many goroutines as you want.
type Cache[K Key, V any] struct {
// storedItems is the central concurrent hashmap where key-value items are stored.
storedItems store[V]
// cachePolicy determines what gets let in to the cache and what gets kicked out.
cachePolicy *defaultPolicy[V]
// getBuf is a custom ring buffer implementation that gets pushed to when
// keys are read.
getBuf *ringBuffer
// setBuf is a buffer allowing us to batch/drop Sets during times of high
// contention.
setBuf chan *Item[V]
// onEvict is called for item evictions.
onEvict func(*Item[V])
// onReject is called when an item is rejected via admission policy.
onReject func(*Item[V])
// onExit is called whenever a value goes out of scope from the cache.
onExit (func(V))
// KeyToHash function is used to customize the key hashing algorithm.
// Each key will be hashed using the provided function. If keyToHash value
// is not set, the default keyToHash function is used.
keyToHash func(K) (uint64, uint64)
// stop is used to stop the processItems goroutine.
stop chan struct{}
done chan struct{}
// indicates whether cache is closed.
isClosed atomic.Bool
// cost calculates cost from a value.
cost func(value V) int64
// ignoreInternalCost dictates whether to ignore the cost of internally storing
// the item in the cost calculation.
ignoreInternalCost bool
// cleanupTicker is used to periodically check for entries whose TTL has passed.
cleanupTicker *time.Ticker
// Metrics contains a running log of important statistics like hits, misses,
// and dropped items.
Metrics *Metrics
}
// Config is passed to NewCache for creating new Cache instances.
type Config[K Key, V any] struct {
// NumCounters determines the number of counters (keys) to keep that hold
// access frequency information. It's generally a good idea to have more
// counters than the max cache capacity, as this will improve eviction
// accuracy and subsequent hit ratios.
//
// For example, if you expect your cache to hold 1,000,000 items when full,
// NumCounters should be 10,000,000 (10x). Each counter takes up roughly
// 3 bytes (4 bits for each counter * 4 copies plus about a byte per
// counter for the bloom filter). Note that the number of counters is
// internally rounded up to the nearest power of 2, so the space usage
// may be a little larger than 3 bytes * NumCounters.
//
// We've seen good performance in setting this to 10x the number of items
// you expect to keep in the cache when full.
NumCounters int64
// MaxCost is how eviction decisions are made. For example, if MaxCost is
// 100 and a new item with a cost of 1 increases total cache cost to 101,
// 1 item will be evicted.
//
// MaxCost can be considered as the cache capacity, in whatever units you
// choose to use.
//
// For example, if you want the cache to have a max capacity of 100MB, you
// would set MaxCost to 100,000,000 and pass an item's number of bytes as
// the `cost` parameter for calls to Set. If new items are accepted, the
// eviction process will take care of making room for the new item and not
// overflowing the MaxCost value.
//
// MaxCost could be anything as long as it matches how you're using the cost
// values when calling Set.
MaxCost int64
// BufferItems determines the size of Get buffers.
//
// Unless you have a rare use case, using `64` as the BufferItems value
// results in good performance.
//
// If for some reason you see Get performance decreasing with lots of
// contention (you shouldn't), try increasing this value in increments of 64.
// This is a fine-tuning mechanism and you probably won't have to touch this.
BufferItems int64
// Metrics is true when you want variety of stats about the cache.
// There is some overhead to keeping statistics, so you should only set this
// flag to true when testing or throughput performance isn't a major factor.
Metrics bool
// OnEvict is called for every eviction with the evicted item.
OnEvict func(item *Item[V])
// OnReject is called for every rejection done via the policy.
OnReject func(item *Item[V])
// OnExit is called whenever a value is removed from cache. This can be
// used to do manual memory deallocation. Would also be called on eviction
// as well as on rejection of the value.
OnExit func(val V)
// KeyToHash function is used to customize the key hashing algorithm.
// Each key will be hashed using the provided function. If keyToHash value
// is not set, the default keyToHash function is used.
//
// Ristretto has a variety of defaults depending on the underlying interface type
// https://github.com/dgraph-io/ristretto/blob/master/z/z.go#L19-L41).
//
// Note that if you want 128bit hashes you should use the both the values
// in the return of the function. If you want to use 64bit hashes, you can
// just return the first uint64 and return 0 for the second uint64.
KeyToHash func(key K) (uint64, uint64)
// Cost evaluates a value and outputs a corresponding cost. This function is ran
// after Set is called for a new item or an item is updated with a cost param of 0.
//
// Cost is an optional function you can pass to the Config in order to evaluate
// item cost at runtime, and only whentthe Set call isn't going to be dropped. This
// is useful if calculating item cost is particularly expensive and you don't want to
// waste time on items that will be dropped anyways.
//
// To signal to Ristretto that you'd like to use this Cost function:
// 1. Set the Cost field to a non-nil function.
// 2. When calling Set for new items or item updates, use a `cost` of 0.
Cost func(value V) int64
// IgnoreInternalCost set to true indicates to the cache that the cost of
// internally storing the value should be ignored. This is useful when the
// cost passed to set is not using bytes as units. Keep in mind that setting
// this to true will increase the memory usage.
IgnoreInternalCost bool
// TtlTickerDurationInSec sets the value of time ticker for cleanup keys on TTL expiry.
TtlTickerDurationInSec int64
}
type itemFlag byte
const (
itemNew itemFlag = iota
itemDelete
itemUpdate
)
// Item is a full representation of what's stored in the cache for each key-value pair.
type Item[V any] struct {
flag itemFlag
Key uint64
Conflict uint64
Value V
Cost int64
Expiration time.Time
wg *sync.WaitGroup
}
// NewCache returns a new Cache instance and any configuration errors, if any.
func NewCache[K Key, V any](config *Config[K, V]) (*Cache[K, V], error) {
switch {
case config.NumCounters == 0:
return nil, errors.New("NumCounters can't be zero")
case config.NumCounters < 0:
return nil, errors.New("NumCounters can't be negative number")
case config.MaxCost == 0:
return nil, errors.New("MaxCost can't be zero")
case config.MaxCost < 0:
return nil, errors.New("MaxCost can't be be negative number")
case config.BufferItems == 0:
return nil, errors.New("BufferItems can't be zero")
case config.BufferItems < 0:
return nil, errors.New("BufferItems can't be be negative number")
case config.TtlTickerDurationInSec == 0:
config.TtlTickerDurationInSec = bucketDurationSecs
}
policy := newPolicy[V](config.NumCounters, config.MaxCost)
cache := &Cache[K, V]{
storedItems: newStore[V](),
cachePolicy: policy,
getBuf: newRingBuffer(policy, config.BufferItems),
setBuf: make(chan *Item[V], setBufSize),
keyToHash: config.KeyToHash,
stop: make(chan struct{}),
done: make(chan struct{}),
cost: config.Cost,
ignoreInternalCost: config.IgnoreInternalCost,
cleanupTicker: time.NewTicker(time.Duration(config.TtlTickerDurationInSec) * time.Second / 2),
}
cache.onExit = func(val V) {
if config.OnExit != nil {
config.OnExit(val)
}
}
cache.onEvict = func(item *Item[V]) {
if config.OnEvict != nil {
config.OnEvict(item)
}
cache.onExit(item.Value)
}
cache.onReject = func(item *Item[V]) {
if config.OnReject != nil {
config.OnReject(item)
}
cache.onExit(item.Value)
}
if cache.keyToHash == nil {
cache.keyToHash = z.KeyToHash[K]
}
if config.Metrics {
cache.collectMetrics()
}
// NOTE: benchmarks seem to show that performance decreases the more
// goroutines we have running cache.processItems(), so 1 should
// usually be sufficient
go cache.processItems()
return cache, nil
}
// Wait blocks until all buffered writes have been applied. This ensures a call to Set()
// will be visible to future calls to Get().
func (c *Cache[K, V]) Wait() {
if c == nil || c.isClosed.Load() {
return
}
wg := &sync.WaitGroup{}
wg.Add(1)
c.setBuf <- &Item[V]{wg: wg}
wg.Wait()
}
// Get returns the value (if any) and a boolean representing whether the
// value was found or not. The value can be nil and the boolean can be true at
// the same time. Get will not return expired items.
func (c *Cache[K, V]) Get(key K) (V, bool) {
if c == nil || c.isClosed.Load() {
return zeroValue[V](), false
}
keyHash, conflictHash := c.keyToHash(key)
c.getBuf.Push(keyHash)
value, ok := c.storedItems.Get(keyHash, conflictHash)
if ok {
c.Metrics.add(hit, keyHash, 1)
} else {
c.Metrics.add(miss, keyHash, 1)
}
return value, ok
}
// Set attempts to add the key-value item to the cache. If it returns false,
// then the Set was dropped and the key-value item isn't added to the cache. If
// it returns true, there's still a chance it could be dropped by the policy if
// its determined that the key-value item isn't worth keeping, but otherwise the
// item will be added and other items will be evicted in order to make room.
//
// To dynamically evaluate the items cost using the Config.Coster function, set
// the cost parameter to 0 and Coster will be ran when needed in order to find
// the items true cost.
//
// Set writes the value of type V as is. If type V is a pointer type, It is ok
// to update the memory pointed to by the pointer. Updating the pointer itself
// will not be reflected in the cache. Be careful when using slice types as the
// value type V. Calling `append` may update the underlined array pointer which
// will not be reflected in the cache.
func (c *Cache[K, V]) Set(key K, value V, cost int64) bool {
return c.SetWithTTL(key, value, cost, 0*time.Second)
}
// SetWithTTL works like Set but adds a key-value pair to the cache that will expire
// after the specified TTL (time to live) has passed. A zero value means the value never
// expires, which is identical to calling Set. A negative value is a no-op and the value
// is discarded.
//
// See Set for more information.
func (c *Cache[K, V]) SetWithTTL(key K, value V, cost int64, ttl time.Duration) bool {
if c == nil || c.isClosed.Load() {
return false
}
var expiration time.Time
switch {
case ttl == 0:
// No expiration.
break
case ttl < 0:
// Treat this a no-op.
return false
default:
expiration = time.Now().Add(ttl)
}
keyHash, conflictHash := c.keyToHash(key)
i := &Item[V]{
flag: itemNew,
Key: keyHash,
Conflict: conflictHash,
Value: value,
Cost: cost,
Expiration: expiration,
}
// cost is eventually updated. The expiration must also be immediately updated
// to prevent items from being prematurely removed from the map.
if prev, ok := c.storedItems.Update(i); ok {
c.onExit(prev)
i.flag = itemUpdate
}
// Attempt to send item to cachePolicy.
select {
case c.setBuf <- i:
return true
default:
if i.flag == itemUpdate {
// Return true if this was an update operation since we've already
// updated the storedItems. For all the other operations (set/delete), we
// return false which means the item was not inserted.
return true
}
c.Metrics.add(dropSets, keyHash, 1)
return false
}
}
// Del deletes the key-value item from the cache if it exists.
func (c *Cache[K, V]) Del(key K) {
if c == nil || c.isClosed.Load() {
return
}
keyHash, conflictHash := c.keyToHash(key)
// Delete immediately.
_, prev := c.storedItems.Del(keyHash, conflictHash)
c.onExit(prev)
// If we've set an item, it would be applied slightly later.
// So we must push the same item to `setBuf` with the deletion flag.
// This ensures that if a set is followed by a delete, it will be
// applied in the correct order.
c.setBuf <- &Item[V]{
flag: itemDelete,
Key: keyHash,
Conflict: conflictHash,
}
}
// GetTTL returns the TTL for the specified key and a bool that is true if the
// item was found and is not expired.
func (c *Cache[K, V]) GetTTL(key K) (time.Duration, bool) {
if c == nil {
return 0, false
}
keyHash, conflictHash := c.keyToHash(key)
if _, ok := c.storedItems.Get(keyHash, conflictHash); !ok {
// not found
return 0, false
}
expiration := c.storedItems.Expiration(keyHash)
if expiration.IsZero() {
// found but no expiration
return 0, true
}
if time.Now().After(expiration) {
// found but expired
return 0, false
}
return time.Until(expiration), true
}
// Close stops all goroutines and closes all channels.
func (c *Cache[K, V]) Close() {
if c == nil || c.isClosed.Load() {
return
}
c.Clear()
// Block until processItems goroutine is returned.
c.stop <- struct{}{}
<-c.done
close(c.stop)
close(c.done)
close(c.setBuf)
c.cachePolicy.Close()
c.cleanupTicker.Stop()
c.isClosed.Store(true)
}
// Clear empties the hashmap and zeroes all cachePolicy counters. Note that this is
// not an atomic operation (but that shouldn't be a problem as it's assumed that
// Set/Get calls won't be occurring until after this).
func (c *Cache[K, V]) Clear() {
if c == nil || c.isClosed.Load() {
return
}
// Block until processItems goroutine is returned.
c.stop <- struct{}{}
<-c.done
// Clear out the setBuf channel.
loop:
for {
select {
case i := <-c.setBuf:
if i.wg != nil {
i.wg.Done()
continue
}
if i.flag != itemUpdate {
// In itemUpdate, the value is already set in the storedItems. So, no need to call
// onEvict here.
c.onEvict(i)
}
default:
break loop
}
}
// Clear value hashmap and cachePolicy data.
c.cachePolicy.Clear()
c.storedItems.Clear(c.onEvict)
// Only reset metrics if they're enabled.
if c.Metrics != nil {
c.Metrics.Clear()
}
// Restart processItems goroutine.
go c.processItems()
}
// MaxCost returns the max cost of the cache.
func (c *Cache[K, V]) MaxCost() int64 {
if c == nil {
return 0
}
return c.cachePolicy.MaxCost()
}
// UpdateMaxCost updates the maxCost of an existing cache.
func (c *Cache[K, V]) UpdateMaxCost(maxCost int64) {
if c == nil {
return
}
c.cachePolicy.UpdateMaxCost(maxCost)
}
// processItems is ran by goroutines processing the Set buffer.
func (c *Cache[K, V]) processItems() {
startTs := make(map[uint64]time.Time)
numToKeep := 100000 // TODO: Make this configurable via options.
trackAdmission := func(key uint64) {
if c.Metrics == nil {
return
}
startTs[key] = time.Now()
if len(startTs) > numToKeep {
for k := range startTs {
if len(startTs) <= numToKeep {
break
}
delete(startTs, k)
}
}
}
onEvict := func(i *Item[V]) {
if ts, has := startTs[i.Key]; has {
c.Metrics.trackEviction(int64(time.Since(ts) / time.Second))
delete(startTs, i.Key)
}
if c.onEvict != nil {
c.onEvict(i)
}
}
for {
select {
case i := <-c.setBuf:
if i.wg != nil {
i.wg.Done()
continue
}
// Calculate item cost value if new or update.
if i.Cost == 0 && c.cost != nil && i.flag != itemDelete {
i.Cost = c.cost(i.Value)
}
if !c.ignoreInternalCost {
// Add the cost of internally storing the object.
i.Cost += itemSize
}
switch i.flag {
case itemNew:
victims, added := c.cachePolicy.Add(i.Key, i.Cost)
if added {
c.storedItems.Set(i)
c.Metrics.add(keyAdd, i.Key, 1)
trackAdmission(i.Key)
} else {
c.onReject(i)
}
for _, victim := range victims {
victim.Conflict, victim.Value = c.storedItems.Del(victim.Key, 0)
onEvict(victim)
}
case itemUpdate:
c.cachePolicy.Update(i.Key, i.Cost)
case itemDelete:
c.cachePolicy.Del(i.Key) // Deals with metrics updates.
_, val := c.storedItems.Del(i.Key, i.Conflict)
c.onExit(val)
}
case <-c.cleanupTicker.C:
c.storedItems.Cleanup(c.cachePolicy, onEvict)
case <-c.stop:
c.done <- struct{}{}
return
}
}
}
// collectMetrics just creates a new *Metrics instance and adds the pointers
// to the cache and policy instances.
func (c *Cache[K, V]) collectMetrics() {
c.Metrics = newMetrics()
c.cachePolicy.CollectMetrics(c.Metrics)
}
type metricType int
const (
// The following 2 keep track of hits and misses.
hit = iota
miss
// The following 3 keep track of number of keys added, updated and evicted.
keyAdd
keyUpdate
keyEvict
// The following 2 keep track of cost of keys added and evicted.
costAdd
costEvict
// The following keep track of how many sets were dropped or rejected later.
dropSets
rejectSets
// The following 2 keep track of how many gets were kept and dropped on the
// floor.
dropGets
keepGets
// This should be the final enum. Other enums should be set before this.
doNotUse
)
func stringFor(t metricType) string {
switch t {
case hit:
return "hit"
case miss:
return "miss"
case keyAdd:
return "keys-added"
case keyUpdate:
return "keys-updated"
case keyEvict:
return "keys-evicted"
case costAdd:
return "cost-added"
case costEvict:
return "cost-evicted"
case dropSets:
return "sets-dropped"
case rejectSets:
return "sets-rejected" // by policy.
case dropGets:
return "gets-dropped"
case keepGets:
return "gets-kept"
default:
return "unidentified"
}
}
// Metrics is a snapshot of performance statistics for the lifetime of a cache instance.
type Metrics struct {
all [doNotUse][]*uint64
mu sync.RWMutex
life *z.HistogramData // Tracks the life expectancy of a key.
}
func newMetrics() *Metrics {
s := &Metrics{
life: z.NewHistogramData(z.HistogramBounds(1, 16)),
}
for i := 0; i < doNotUse; i++ {
s.all[i] = make([]*uint64, 256)
slice := s.all[i]
for j := range slice {
slice[j] = new(uint64)
}
}
return s
}
func (p *Metrics) add(t metricType, hash, delta uint64) {
if p == nil {
return
}
valp := p.all[t]
// Avoid false sharing by padding at least 64 bytes of space between two
// atomic counters which would be incremented.
idx := (hash % 25) * 10
atomic.AddUint64(valp[idx], delta)
}
func (p *Metrics) get(t metricType) uint64 {
if p == nil {
return 0
}
valp := p.all[t]
var total uint64
for i := range valp {
total += atomic.LoadUint64(valp[i])
}
return total
}
// Hits is the number of Get calls where a value was found for the corresponding key.
func (p *Metrics) Hits() uint64 {
return p.get(hit)
}
// Misses is the number of Get calls where a value was not found for the corresponding key.
func (p *Metrics) Misses() uint64 {
return p.get(miss)
}
// KeysAdded is the total number of Set calls where a new key-value item was added.
func (p *Metrics) KeysAdded() uint64 {
return p.get(keyAdd)
}
// KeysUpdated is the total number of Set calls where the value was updated.
func (p *Metrics) KeysUpdated() uint64 {
return p.get(keyUpdate)
}
// KeysEvicted is the total number of keys evicted.
func (p *Metrics) KeysEvicted() uint64 {
return p.get(keyEvict)
}
// CostAdded is the sum of costs that have been added (successful Set calls).
func (p *Metrics) CostAdded() uint64 {
return p.get(costAdd)
}
// CostEvicted is the sum of all costs that have been evicted.
func (p *Metrics) CostEvicted() uint64 {
return p.get(costEvict)
}
// SetsDropped is the number of Set calls that don't make it into internal
// buffers (due to contention or some other reason).
func (p *Metrics) SetsDropped() uint64 {
return p.get(dropSets)
}
// SetsRejected is the number of Set calls rejected by the policy (TinyLFU).
func (p *Metrics) SetsRejected() uint64 {
return p.get(rejectSets)
}
// GetsDropped is the number of Get counter increments that are dropped
// internally.
func (p *Metrics) GetsDropped() uint64 {
return p.get(dropGets)
}
// GetsKept is the number of Get counter increments that are kept.
func (p *Metrics) GetsKept() uint64 {
return p.get(keepGets)
}
// Ratio is the number of Hits over all accesses (Hits + Misses). This is the
// percentage of successful Get calls.
func (p *Metrics) Ratio() float64 {
if p == nil {
return 0.0
}
hits, misses := p.get(hit), p.get(miss)
if hits == 0 && misses == 0 {
return 0.0
}
return float64(hits) / float64(hits+misses)
}
func (p *Metrics) trackEviction(numSeconds int64) {
if p == nil {
return
}
p.mu.Lock()
defer p.mu.Unlock()
p.life.Update(numSeconds)
}
func (p *Metrics) LifeExpectancySeconds() *z.HistogramData {
if p == nil {
return nil
}
p.mu.RLock()
defer p.mu.RUnlock()
return p.life.Copy()
}
// Clear resets all the metrics.
func (p *Metrics) Clear() {
if p == nil {
return
}
for i := 0; i < doNotUse; i++ {
for j := range p.all[i] {
atomic.StoreUint64(p.all[i][j], 0)
}
}
p.mu.Lock()
p.life = z.NewHistogramData(z.HistogramBounds(1, 16))
p.mu.Unlock()
}
// String returns a string representation of the metrics.
func (p *Metrics) String() string {
if p == nil {
return ""
}
var buf bytes.Buffer
for i := 0; i < doNotUse; i++ {
t := metricType(i)
fmt.Fprintf(&buf, "%s: %d ", stringFor(t), p.get(t))
}
fmt.Fprintf(&buf, "gets-total: %d ", p.get(hit)+p.get(miss))
fmt.Fprintf(&buf, "hit-ratio: %.2f", p.Ratio())
return buf.String()
}