聊聊cortex的Backoff

Posted 2021-10-13 codecraft

序

本文主要研究一下cortex的Backoff

Backoff

github.com/cortexproject/cortex/pkg/util/backoff.go

// Backoff implements exponential backoff with randomized wait times
type Backoff struct {
    cfg          BackoffConfig
    ctx          context.Context
    numRetries   int
    nextDelayMin time.Duration
    nextDelayMax time.Duration
}

// NewBackoff creates a Backoff object. Pass a Context that can also terminate the operation.
func NewBackoff(ctx context.Context, cfg BackoffConfig) *Backoff {
    return &Backoff{
        cfg:          cfg,
        ctx:          ctx,
        nextDelayMin: cfg.MinBackoff,
        nextDelayMax: doubleDuration(cfg.MinBackoff, cfg.MaxBackoff),
    }
}

Backoff定义了cfg、ctx、numRetries、nextDelayMin、nextDelayMax属性；NewBackoff提供了基于BackoffConfig的工厂方法，默认的nextDelayMin为cfg.MinBackoff

BackoffConfig

github.com/cortexproject/cortex/pkg/util/backoff.go

// BackoffConfig configures a Backoff
type BackoffConfig struct {
    MinBackoff time.Duration `yaml:"min_period"`  // start backoff at this level
    MaxBackoff time.Duration `yaml:"max_period"`  // increase exponentially to this level
    MaxRetries int           `yaml:"max_retries"` // give up after this many; zero means infinite retries
}

BackoffConfig定义了MinBackoff、MaxBackoff、MaxRetries属性

Ongoing

github.com/cortexproject/cortex/pkg/util/backoff.go

// Reset the Backoff back to its initial condition
func (b *Backoff) Reset() {
    b.numRetries = 0
    b.nextDelayMin = b.cfg.MinBackoff
    b.nextDelayMax = doubleDuration(b.cfg.MinBackoff, b.cfg.MaxBackoff)
}

// Ongoing returns true if caller should keep going
func (b *Backoff) Ongoing() bool {
    // Stop if Context has errored or max retry count is exceeded
    return b.ctx.Err() == nil && (b.cfg.MaxRetries == 0 || b.numRetries < b.cfg.MaxRetries)
}

// Err returns the reason for terminating the backoff, or nil if it didn\'t terminate
func (b *Backoff) Err() error {
    if b.ctx.Err() != nil {
        return b.ctx.Err()
    }
    if b.cfg.MaxRetries != 0 && b.numRetries >= b.cfg.MaxRetries {
        return fmt.Errorf("terminated after %d retries", b.numRetries)
    }
    return nil
}

// NumRetries returns the number of retries so far
func (b *Backoff) NumRetries() int {
    return b.numRetries
}

// Wait sleeps for the backoff time then increases the retry count and backoff time
// Returns immediately if Context is terminated
func (b *Backoff) Wait() {
    // Increase the number of retries and get the next delay
    sleepTime := b.NextDelay()

    if b.Ongoing() {
        select {
        case <-b.ctx.Done():
        case <-time.After(sleepTime):
        }
    }
}

func (b *Backoff) NextDelay() time.Duration {
    b.numRetries++

    // Handle the edge case the min and max have the same value
    // (or due to some misconfig max is < min)
    if b.nextDelayMin >= b.nextDelayMax {
        return b.nextDelayMin
    }

    // Add a jitter within the next exponential backoff range
    sleepTime := b.nextDelayMin + time.Duration(rand.Int63n(int64(b.nextDelayMax-b.nextDelayMin)))

    // Apply the exponential backoff to calculate the next jitter
    // range, unless we\'ve already reached the max
    if b.nextDelayMax < b.cfg.MaxBackoff {
        b.nextDelayMin = doubleDuration(b.nextDelayMin, b.cfg.MaxBackoff)
        b.nextDelayMax = doubleDuration(b.nextDelayMax, b.cfg.MaxBackoff)
    }

    return sleepTime
}

func doubleDuration(value time.Duration, max time.Duration) time.Duration {
    value = value * 2

    if value <= max {
        return value
    }

    return max
}

Backoff主要提供了Ongoing及Wait方法；Ongoing返回bool用于表示是否可以继续，如果err为nil且b.cfg.MaxRetries或者b.numRetries < b.cfg.MaxRetries返回true；Wait方法会等待执行完成或者是b.NextDelay()时间到；NextDelay方法会递增numRetries然后计算sleepTime；Err方法返回ctx的Err或者是重试次数超限的错误

实例

// NewBackoffRetry gRPC middleware.
func NewBackoffRetry(cfg util.BackoffConfig) grpc.UnaryClientInterceptor {
    return func(ctx context.Context, method string, req, reply interface{}, cc *grpc.ClientConn, invoker grpc.UnaryInvoker, opts ...grpc.CallOption) error {
        backoff := util.NewBackoff(ctx, cfg)
        for backoff.Ongoing() {
            err := invoker(ctx, method, req, reply, cc, opts...)
            if err == nil {
                return nil
            }

            if status.Code(err) != codes.ResourceExhausted {
                return err
            }

            backoff.Wait()
        }
        return backoff.Err()
    }
}

NewBackoffRetry展示了如何使用backoff，通过for循环，条件为backoff.Ongoing()，中间执行要重试的操作，最后执行backoff.Wait()，如果没有提前返回最后返回backoff.Err()

小结

cortex提供了Backoff，可以基于MinBackoff、MaxBackoff、MaxRetries来进行重试。

doc

• cortex