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【聊聊cortex的Backoff】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 {
cfgBackoffConfig
ctxcontext.Context
numRetriesint
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.MinBackoffBackoffConfig 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 = https://www.it610.com/article/value * 2if 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
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