package load import ( "errors" "fmt" "math" "sync/atomic" "time" "git.i2edu.net/i2/go-zero/core/collection" "git.i2edu.net/i2/go-zero/core/logx" "git.i2edu.net/i2/go-zero/core/stat" "git.i2edu.net/i2/go-zero/core/syncx" "git.i2edu.net/i2/go-zero/core/timex" ) const ( defaultBuckets = 50 defaultWindow = time.Second * 5 // using 1000m notation, 900m is like 80%, keep it as var for unit test defaultCpuThreshold = 900 defaultMinRt = float64(time.Second / time.Millisecond) // moving average hyperparameter beta for calculating requests on the fly flyingBeta = 0.9 coolOffDuration = time.Second ) var ( // ErrServiceOverloaded is returned by Shedder.Allow when the service is overloaded. ErrServiceOverloaded = errors.New("service overloaded") // default to be enabled enabled = syncx.ForAtomicBool(true) // make it a variable for unit test systemOverloadChecker = func(cpuThreshold int64) bool { return stat.CpuUsage() >= cpuThreshold } ) type ( // A Promise interface is returned by Shedder.Allow to let callers tell // whether the processing request is successful or not. Promise interface { // Pass lets the caller tell that the call is successful. Pass() // Fail lets the caller tell that the call is failed. Fail() } // Shedder is the interface that wraps the Allow method. Shedder interface { // Allow returns the Promise if allowed, otherwise ErrServiceOverloaded. Allow() (Promise, error) } // ShedderOption lets caller customize the Shedder. ShedderOption func(opts *shedderOptions) shedderOptions struct { window time.Duration buckets int cpuThreshold int64 } adaptiveShedder struct { cpuThreshold int64 windows int64 flying int64 avgFlying float64 avgFlyingLock syncx.SpinLock dropTime *syncx.AtomicDuration droppedRecently *syncx.AtomicBool passCounter *collection.RollingWindow rtCounter *collection.RollingWindow } ) // Disable lets callers disable load shedding. func Disable() { enabled.Set(false) } // NewAdaptiveShedder returns an adaptive shedder. // opts can be used to customize the Shedder. func NewAdaptiveShedder(opts ...ShedderOption) Shedder { if !enabled.True() { return newNopShedder() } options := shedderOptions{ window: defaultWindow, buckets: defaultBuckets, cpuThreshold: defaultCpuThreshold, } for _, opt := range opts { opt(&options) } bucketDuration := options.window / time.Duration(options.buckets) return &adaptiveShedder{ cpuThreshold: options.cpuThreshold, windows: int64(time.Second / bucketDuration), dropTime: syncx.NewAtomicDuration(), droppedRecently: syncx.NewAtomicBool(), passCounter: collection.NewRollingWindow(options.buckets, bucketDuration, collection.IgnoreCurrentBucket()), rtCounter: collection.NewRollingWindow(options.buckets, bucketDuration, collection.IgnoreCurrentBucket()), } } // Allow implements Shedder.Allow. func (as *adaptiveShedder) Allow() (Promise, error) { if as.shouldDrop() { as.dropTime.Set(timex.Now()) as.droppedRecently.Set(true) return nil, ErrServiceOverloaded } as.addFlying(1) return &promise{ start: timex.Now(), shedder: as, }, nil } func (as *adaptiveShedder) addFlying(delta int64) { flying := atomic.AddInt64(&as.flying, delta) // update avgFlying when the request is finished. // this strategy makes avgFlying have a little bit lag against flying, and smoother. // when the flying requests increase rapidly, avgFlying increase slower, accept more requests. // when the flying requests drop rapidly, avgFlying drop slower, accept less requests. // it makes the service to serve as more requests as possible. if delta < 0 { as.avgFlyingLock.Lock() as.avgFlying = as.avgFlying*flyingBeta + float64(flying)*(1-flyingBeta) as.avgFlyingLock.Unlock() } } func (as *adaptiveShedder) highThru() bool { as.avgFlyingLock.Lock() avgFlying := as.avgFlying as.avgFlyingLock.Unlock() maxFlight := as.maxFlight() return int64(avgFlying) > maxFlight && atomic.LoadInt64(&as.flying) > maxFlight } func (as *adaptiveShedder) maxFlight() int64 { // windows = buckets per second // maxQPS = maxPASS * windows // minRT = min average response time in milliseconds // maxQPS * minRT / milliseconds_per_second return int64(math.Max(1, float64(as.maxPass()*as.windows)*(as.minRt()/1e3))) } func (as *adaptiveShedder) maxPass() int64 { var result float64 = 1 as.passCounter.Reduce(func(b *collection.Bucket) { if b.Sum > result { result = b.Sum } }) return int64(result) } func (as *adaptiveShedder) minRt() float64 { result := defaultMinRt as.rtCounter.Reduce(func(b *collection.Bucket) { if b.Count <= 0 { return } avg := math.Round(b.Sum / float64(b.Count)) if avg < result { result = avg } }) return result } func (as *adaptiveShedder) shouldDrop() bool { if as.systemOverloaded() || as.stillHot() { if as.highThru() { flying := atomic.LoadInt64(&as.flying) as.avgFlyingLock.Lock() avgFlying := as.avgFlying as.avgFlyingLock.Unlock() msg := fmt.Sprintf( "dropreq, cpu: %d, maxPass: %d, minRt: %.2f, hot: %t, flying: %d, avgFlying: %.2f", stat.CpuUsage(), as.maxPass(), as.minRt(), as.stillHot(), flying, avgFlying) logx.Error(msg) stat.Report(msg) return true } } return false } func (as *adaptiveShedder) stillHot() bool { if !as.droppedRecently.True() { return false } dropTime := as.dropTime.Load() if dropTime == 0 { return false } hot := timex.Since(dropTime) < coolOffDuration if !hot { as.droppedRecently.Set(false) } return hot } func (as *adaptiveShedder) systemOverloaded() bool { return systemOverloadChecker(as.cpuThreshold) } // WithBuckets customizes the Shedder with given number of buckets. func WithBuckets(buckets int) ShedderOption { return func(opts *shedderOptions) { opts.buckets = buckets } } // WithCpuThreshold customizes the Shedder with given cpu threshold. func WithCpuThreshold(threshold int64) ShedderOption { return func(opts *shedderOptions) { opts.cpuThreshold = threshold } } // WithWindow customizes the Shedder with given func WithWindow(window time.Duration) ShedderOption { return func(opts *shedderOptions) { opts.window = window } } type promise struct { start time.Duration shedder *adaptiveShedder } func (p *promise) Fail() { p.shedder.addFlying(-1) } func (p *promise) Pass() { rt := float64(timex.Since(p.start)) / float64(time.Millisecond) p.shedder.addFlying(-1) p.shedder.rtCounter.Add(math.Ceil(rt)) p.shedder.passCounter.Add(1) }