Initial QSfera import
This commit is contained in:
+422
@@ -0,0 +1,422 @@
|
||||
/*
|
||||
* Copyright 2020 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.
|
||||
*/
|
||||
|
||||
package ristretto
|
||||
|
||||
import (
|
||||
"math"
|
||||
"sync"
|
||||
"sync/atomic"
|
||||
|
||||
"github.com/dgraph-io/ristretto/z"
|
||||
)
|
||||
|
||||
const (
|
||||
// lfuSample is the number of items to sample when looking at eviction
|
||||
// candidates. 5 seems to be the most optimal number [citation needed].
|
||||
lfuSample = 5
|
||||
)
|
||||
|
||||
// policy is the interface encapsulating eviction/admission behavior.
|
||||
// TODO: remove this interface and just rename defaultPolicy to policy, as we
|
||||
// are probably only going to use/implement/maintain one policy.
|
||||
type policy interface {
|
||||
ringConsumer
|
||||
// Add attempts to Add the key-cost pair to the Policy. It returns a slice
|
||||
// of evicted keys and a bool denoting whether or not the key-cost pair
|
||||
// was added. If it returns true, the key should be stored in cache.
|
||||
Add(uint64, int64) ([]*Item, bool)
|
||||
// Has returns true if the key exists in the Policy.
|
||||
Has(uint64) bool
|
||||
// Del deletes the key from the Policy.
|
||||
Del(uint64)
|
||||
// Cap returns the available capacity.
|
||||
Cap() int64
|
||||
// Close stops all goroutines and closes all channels.
|
||||
Close()
|
||||
// Update updates the cost value for the key.
|
||||
Update(uint64, int64)
|
||||
// Cost returns the cost value of a key or -1 if missing.
|
||||
Cost(uint64) int64
|
||||
// Optionally, set stats object to track how policy is performing.
|
||||
CollectMetrics(*Metrics)
|
||||
// Clear zeroes out all counters and clears hashmaps.
|
||||
Clear()
|
||||
// MaxCost returns the current max cost of the cache policy.
|
||||
MaxCost() int64
|
||||
// UpdateMaxCost updates the max cost of the cache policy.
|
||||
UpdateMaxCost(int64)
|
||||
}
|
||||
|
||||
func newPolicy(numCounters, maxCost int64) policy {
|
||||
return newDefaultPolicy(numCounters, maxCost)
|
||||
}
|
||||
|
||||
type defaultPolicy struct {
|
||||
sync.Mutex
|
||||
admit *tinyLFU
|
||||
evict *sampledLFU
|
||||
itemsCh chan []uint64
|
||||
stop chan struct{}
|
||||
isClosed bool
|
||||
metrics *Metrics
|
||||
}
|
||||
|
||||
func newDefaultPolicy(numCounters, maxCost int64) *defaultPolicy {
|
||||
p := &defaultPolicy{
|
||||
admit: newTinyLFU(numCounters),
|
||||
evict: newSampledLFU(maxCost),
|
||||
itemsCh: make(chan []uint64, 3),
|
||||
stop: make(chan struct{}),
|
||||
}
|
||||
go p.processItems()
|
||||
return p
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) CollectMetrics(metrics *Metrics) {
|
||||
p.metrics = metrics
|
||||
p.evict.metrics = metrics
|
||||
}
|
||||
|
||||
type policyPair struct {
|
||||
key uint64
|
||||
cost int64
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) processItems() {
|
||||
for {
|
||||
select {
|
||||
case items := <-p.itemsCh:
|
||||
p.Lock()
|
||||
p.admit.Push(items)
|
||||
p.Unlock()
|
||||
case <-p.stop:
|
||||
return
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) Push(keys []uint64) bool {
|
||||
if p.isClosed {
|
||||
return false
|
||||
}
|
||||
|
||||
if len(keys) == 0 {
|
||||
return true
|
||||
}
|
||||
|
||||
select {
|
||||
case p.itemsCh <- keys:
|
||||
p.metrics.add(keepGets, keys[0], uint64(len(keys)))
|
||||
return true
|
||||
default:
|
||||
p.metrics.add(dropGets, keys[0], uint64(len(keys)))
|
||||
return false
|
||||
}
|
||||
}
|
||||
|
||||
// Add decides whether the item with the given key and cost should be accepted by
|
||||
// the policy. It returns the list of victims that have been evicted and a boolean
|
||||
// indicating whether the incoming item should be accepted.
|
||||
func (p *defaultPolicy) Add(key uint64, cost int64) ([]*Item, bool) {
|
||||
p.Lock()
|
||||
defer p.Unlock()
|
||||
|
||||
// Cannot add an item bigger than entire cache.
|
||||
if cost > p.evict.getMaxCost() {
|
||||
return nil, false
|
||||
}
|
||||
|
||||
// No need to go any further if the item is already in the cache.
|
||||
if has := p.evict.updateIfHas(key, cost); has {
|
||||
// An update does not count as an addition, so return false.
|
||||
return nil, false
|
||||
}
|
||||
|
||||
// If the execution reaches this point, the key doesn't exist in the cache.
|
||||
// Calculate the remaining room in the cache (usually bytes).
|
||||
room := p.evict.roomLeft(cost)
|
||||
if room >= 0 {
|
||||
// There's enough room in the cache to store the new item without
|
||||
// overflowing. Do that now and stop here.
|
||||
p.evict.add(key, cost)
|
||||
p.metrics.add(costAdd, key, uint64(cost))
|
||||
return nil, true
|
||||
}
|
||||
|
||||
// incHits is the hit count for the incoming item.
|
||||
incHits := p.admit.Estimate(key)
|
||||
// sample is the eviction candidate pool to be filled via random sampling.
|
||||
// TODO: perhaps we should use a min heap here. Right now our time
|
||||
// complexity is N for finding the min. Min heap should bring it down to
|
||||
// O(lg N).
|
||||
sample := make([]*policyPair, 0, lfuSample)
|
||||
// As items are evicted they will be appended to victims.
|
||||
victims := make([]*Item, 0)
|
||||
|
||||
// Delete victims until there's enough space or a minKey is found that has
|
||||
// more hits than incoming item.
|
||||
for ; room < 0; room = p.evict.roomLeft(cost) {
|
||||
// Fill up empty slots in sample.
|
||||
sample = p.evict.fillSample(sample)
|
||||
|
||||
// Find minimally used item in sample.
|
||||
minKey, minHits, minId, minCost := uint64(0), int64(math.MaxInt64), 0, int64(0)
|
||||
for i, pair := range sample {
|
||||
// Look up hit count for sample key.
|
||||
if hits := p.admit.Estimate(pair.key); hits < minHits {
|
||||
minKey, minHits, minId, minCost = pair.key, hits, i, pair.cost
|
||||
}
|
||||
}
|
||||
|
||||
// If the incoming item isn't worth keeping in the policy, reject.
|
||||
if incHits < minHits {
|
||||
p.metrics.add(rejectSets, key, 1)
|
||||
return victims, false
|
||||
}
|
||||
|
||||
// Delete the victim from metadata.
|
||||
p.evict.del(minKey)
|
||||
|
||||
// Delete the victim from sample.
|
||||
sample[minId] = sample[len(sample)-1]
|
||||
sample = sample[:len(sample)-1]
|
||||
// Store victim in evicted victims slice.
|
||||
victims = append(victims, &Item{
|
||||
Key: minKey,
|
||||
Conflict: 0,
|
||||
Cost: minCost,
|
||||
})
|
||||
}
|
||||
|
||||
p.evict.add(key, cost)
|
||||
p.metrics.add(costAdd, key, uint64(cost))
|
||||
return victims, true
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) Has(key uint64) bool {
|
||||
p.Lock()
|
||||
_, exists := p.evict.keyCosts[key]
|
||||
p.Unlock()
|
||||
return exists
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) Del(key uint64) {
|
||||
p.Lock()
|
||||
p.evict.del(key)
|
||||
p.Unlock()
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) Cap() int64 {
|
||||
p.Lock()
|
||||
capacity := p.evict.getMaxCost() - p.evict.used
|
||||
p.Unlock()
|
||||
return capacity
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) Update(key uint64, cost int64) {
|
||||
p.Lock()
|
||||
p.evict.updateIfHas(key, cost)
|
||||
p.Unlock()
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) Cost(key uint64) int64 {
|
||||
p.Lock()
|
||||
if cost, found := p.evict.keyCosts[key]; found {
|
||||
p.Unlock()
|
||||
return cost
|
||||
}
|
||||
p.Unlock()
|
||||
return -1
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) Clear() {
|
||||
p.Lock()
|
||||
p.admit.clear()
|
||||
p.evict.clear()
|
||||
p.Unlock()
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) Close() {
|
||||
if p.isClosed {
|
||||
return
|
||||
}
|
||||
|
||||
// Block until the p.processItems goroutine returns.
|
||||
p.stop <- struct{}{}
|
||||
close(p.stop)
|
||||
close(p.itemsCh)
|
||||
p.isClosed = true
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) MaxCost() int64 {
|
||||
if p == nil || p.evict == nil {
|
||||
return 0
|
||||
}
|
||||
return p.evict.getMaxCost()
|
||||
}
|
||||
|
||||
func (p *defaultPolicy) UpdateMaxCost(maxCost int64) {
|
||||
if p == nil || p.evict == nil {
|
||||
return
|
||||
}
|
||||
p.evict.updateMaxCost(maxCost)
|
||||
}
|
||||
|
||||
// sampledLFU is an eviction helper storing key-cost pairs.
|
||||
type sampledLFU struct {
|
||||
// NOTE: align maxCost to 64-bit boundary for use with atomic.
|
||||
// As per https://golang.org/pkg/sync/atomic/: "On ARM, x86-32,
|
||||
// and 32-bit MIPS, it is the caller’s responsibility to arrange
|
||||
// for 64-bit alignment of 64-bit words accessed atomically.
|
||||
// The first word in a variable or in an allocated struct, array,
|
||||
// or slice can be relied upon to be 64-bit aligned."
|
||||
maxCost int64
|
||||
used int64
|
||||
metrics *Metrics
|
||||
keyCosts map[uint64]int64
|
||||
}
|
||||
|
||||
func newSampledLFU(maxCost int64) *sampledLFU {
|
||||
return &sampledLFU{
|
||||
keyCosts: make(map[uint64]int64),
|
||||
maxCost: maxCost,
|
||||
}
|
||||
}
|
||||
|
||||
func (p *sampledLFU) getMaxCost() int64 {
|
||||
return atomic.LoadInt64(&p.maxCost)
|
||||
}
|
||||
|
||||
func (p *sampledLFU) updateMaxCost(maxCost int64) {
|
||||
atomic.StoreInt64(&p.maxCost, maxCost)
|
||||
}
|
||||
|
||||
func (p *sampledLFU) roomLeft(cost int64) int64 {
|
||||
return p.getMaxCost() - (p.used + cost)
|
||||
}
|
||||
|
||||
func (p *sampledLFU) fillSample(in []*policyPair) []*policyPair {
|
||||
if len(in) >= lfuSample {
|
||||
return in
|
||||
}
|
||||
for key, cost := range p.keyCosts {
|
||||
in = append(in, &policyPair{key, cost})
|
||||
if len(in) >= lfuSample {
|
||||
return in
|
||||
}
|
||||
}
|
||||
return in
|
||||
}
|
||||
|
||||
func (p *sampledLFU) del(key uint64) {
|
||||
cost, ok := p.keyCosts[key]
|
||||
if !ok {
|
||||
return
|
||||
}
|
||||
p.used -= cost
|
||||
delete(p.keyCosts, key)
|
||||
p.metrics.add(costEvict, key, uint64(cost))
|
||||
p.metrics.add(keyEvict, key, 1)
|
||||
}
|
||||
|
||||
func (p *sampledLFU) add(key uint64, cost int64) {
|
||||
p.keyCosts[key] = cost
|
||||
p.used += cost
|
||||
}
|
||||
|
||||
func (p *sampledLFU) updateIfHas(key uint64, cost int64) bool {
|
||||
if prev, found := p.keyCosts[key]; found {
|
||||
// Update the cost of an existing key, but don't worry about evicting.
|
||||
// Evictions will be handled the next time a new item is added.
|
||||
p.metrics.add(keyUpdate, key, 1)
|
||||
if prev > cost {
|
||||
diff := prev - cost
|
||||
p.metrics.add(costAdd, key, ^(uint64(diff) - 1))
|
||||
} else if cost > prev {
|
||||
diff := cost - prev
|
||||
p.metrics.add(costAdd, key, uint64(diff))
|
||||
}
|
||||
p.used += cost - prev
|
||||
p.keyCosts[key] = cost
|
||||
return true
|
||||
}
|
||||
return false
|
||||
}
|
||||
|
||||
func (p *sampledLFU) clear() {
|
||||
p.used = 0
|
||||
p.keyCosts = make(map[uint64]int64)
|
||||
}
|
||||
|
||||
// tinyLFU is an admission helper that keeps track of access frequency using
|
||||
// tiny (4-bit) counters in the form of a count-min sketch.
|
||||
// tinyLFU is NOT thread safe.
|
||||
type tinyLFU struct {
|
||||
freq *cmSketch
|
||||
door *z.Bloom
|
||||
incrs int64
|
||||
resetAt int64
|
||||
}
|
||||
|
||||
func newTinyLFU(numCounters int64) *tinyLFU {
|
||||
return &tinyLFU{
|
||||
freq: newCmSketch(numCounters),
|
||||
door: z.NewBloomFilter(float64(numCounters), 0.01),
|
||||
resetAt: numCounters,
|
||||
}
|
||||
}
|
||||
|
||||
func (p *tinyLFU) Push(keys []uint64) {
|
||||
for _, key := range keys {
|
||||
p.Increment(key)
|
||||
}
|
||||
}
|
||||
|
||||
func (p *tinyLFU) Estimate(key uint64) int64 {
|
||||
hits := p.freq.Estimate(key)
|
||||
if p.door.Has(key) {
|
||||
hits++
|
||||
}
|
||||
return hits
|
||||
}
|
||||
|
||||
func (p *tinyLFU) Increment(key uint64) {
|
||||
// Flip doorkeeper bit if not already done.
|
||||
if added := p.door.AddIfNotHas(key); !added {
|
||||
// Increment count-min counter if doorkeeper bit is already set.
|
||||
p.freq.Increment(key)
|
||||
}
|
||||
p.incrs++
|
||||
if p.incrs >= p.resetAt {
|
||||
p.reset()
|
||||
}
|
||||
}
|
||||
|
||||
func (p *tinyLFU) reset() {
|
||||
// Zero out incrs.
|
||||
p.incrs = 0
|
||||
// clears doorkeeper bits
|
||||
p.door.Clear()
|
||||
// halves count-min counters
|
||||
p.freq.Reset()
|
||||
}
|
||||
|
||||
func (p *tinyLFU) clear() {
|
||||
p.incrs = 0
|
||||
p.door.Clear()
|
||||
p.freq.Clear()
|
||||
}
|
||||
Reference in New Issue
Block a user