Remote writes: retry on recoverable errors. (#2552)
* Remote writes: retry on recoverable errors. * Add comments * Review feedback * Comments * Review feedback * Final spelling misteak (I hope). Plus, record failed samples correctly.
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@ -60,6 +60,10 @@ func NewClient(index int, conf *clientConfig) (*Client, error) {
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}, nil
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}
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type recoverableError struct {
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error
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}
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// Store sends a batch of samples to the HTTP endpoint.
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func (c *Client) Store(samples model.Samples) error {
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req := &WriteRequest{
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@ -97,6 +101,8 @@ func (c *Client) Store(samples model.Samples) error {
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httpReq, err := http.NewRequest("POST", c.url.String(), &buf)
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if err != nil {
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// Errors from NewRequest are from unparseable URLs, so are not
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// recoverable.
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return err
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}
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httpReq.Header.Add("Content-Encoding", "snappy")
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@ -108,11 +114,17 @@ func (c *Client) Store(samples model.Samples) error {
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httpResp, err := ctxhttp.Do(ctx, c.client, httpReq)
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if err != nil {
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return err
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// Errors from client.Do are from (for example) network errors, so are
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// recoverable.
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return recoverableError{err}
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}
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defer httpResp.Body.Close()
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if httpResp.StatusCode/100 != 2 {
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return fmt.Errorf("server returned HTTP status %s", httpResp.Status)
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err = fmt.Errorf("server returned HTTP status %s", httpResp.Status)
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}
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if httpResp.StatusCode/100 == 5 {
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return recoverableError{err}
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}
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return nil
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}
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@ -33,17 +33,6 @@ const (
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subsystem = "remote_storage"
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queue = "queue"
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// With a maximum of 1000 shards, assuming an average of 100ms remote write
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// time and 100 samples per batch, we will be able to push 1M samples/s.
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defaultMaxShards = 1000
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defaultMaxSamplesPerSend = 100
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// defaultQueueCapacity is per shard - at 1000 shards, this will buffer
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// 100M samples. It is configured to buffer 1000 batches, which at 100ms
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// per batch is 1:40mins.
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defaultQueueCapacity = defaultMaxSamplesPerSend * 1000
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defaultBatchSendDeadline = 5 * time.Second
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// We track samples in/out and how long pushes take using an Exponentially
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// Weighted Moving Average.
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ewmaWeight = 0.2
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@ -58,12 +47,12 @@ const (
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)
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var (
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sentSamplesTotal = prometheus.NewCounterVec(
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succeededSamplesTotal = prometheus.NewCounterVec(
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prometheus.CounterOpts{
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Namespace: namespace,
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Subsystem: subsystem,
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Name: "sent_samples_total",
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Help: "Total number of processed samples sent to remote storage.",
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Name: "succeeded_samples_total",
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Help: "Total number of samples successfully sent to remote storage.",
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},
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[]string{queue},
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)
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@ -72,7 +61,7 @@ var (
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Namespace: namespace,
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Subsystem: subsystem,
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Name: "failed_samples_total",
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Help: "Total number of processed samples which failed on send to remote storage.",
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Help: "Total number of samples which failed on send to remote storage.",
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},
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[]string{queue},
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)
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@ -125,7 +114,7 @@ var (
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)
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func init() {
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prometheus.MustRegister(sentSamplesTotal)
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prometheus.MustRegister(succeededSamplesTotal)
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prometheus.MustRegister(failedSamplesTotal)
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prometheus.MustRegister(droppedSamplesTotal)
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prometheus.MustRegister(sentBatchDuration)
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@ -134,6 +123,42 @@ func init() {
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prometheus.MustRegister(numShards)
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}
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// QueueManagerConfig is the configuration for the queue used to write to remote
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// storage.
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type QueueManagerConfig struct {
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// Number of samples to buffer per shard before we start dropping them.
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QueueCapacity int
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// Max number of shards, i.e. amount of concurrency.
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MaxShards int
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// Maximum number of samples per send.
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MaxSamplesPerSend int
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// Maximum time sample will wait in buffer.
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BatchSendDeadline time.Duration
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// Max number of times to retry a batch on recoverable errors.
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MaxRetries int
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// On recoverable errors, backoff exponentially.
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MinBackoff time.Duration
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MaxBackoff time.Duration
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}
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// defaultQueueManagerConfig is the default remote queue configuration.
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var defaultQueueManagerConfig = QueueManagerConfig{
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// With a maximum of 1000 shards, assuming an average of 100ms remote write
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// time and 100 samples per batch, we will be able to push 1M samples/s.
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MaxShards: 1000,
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MaxSamplesPerSend: 100,
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// By default, buffer 1000 batches, which at 100ms per batch is 1:40mins. At
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// 1000 shards, this will buffer 100M samples total.
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QueueCapacity: 100 * 1000,
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BatchSendDeadline: 5 * time.Second,
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// Max number of times to retry a batch on recoverable errors.
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MaxRetries: 10,
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MinBackoff: 30 * time.Millisecond,
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MaxBackoff: 100 * time.Millisecond,
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}
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// StorageClient defines an interface for sending a batch of samples to an
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// external timeseries database.
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type StorageClient interface {
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@ -143,21 +168,13 @@ type StorageClient interface {
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Name() string
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}
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// QueueManagerConfig configures a storage queue.
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type QueueManagerConfig struct {
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QueueCapacity int // Number of samples to buffer per shard before we start dropping them.
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MaxShards int // Max number of shards, i.e. amount of concurrency.
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MaxSamplesPerSend int // Maximum number of samples per send.
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BatchSendDeadline time.Duration // Maximum time sample will wait in buffer.
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ExternalLabels model.LabelSet
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RelabelConfigs []*config.RelabelConfig
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Client StorageClient
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}
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// QueueManager manages a queue of samples to be sent to the Storage
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// indicated by the provided StorageClient.
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type QueueManager struct {
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cfg QueueManagerConfig
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externalLabels model.LabelSet
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relabelConfigs []*config.RelabelConfig
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client StorageClient
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queueName string
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logLimiter *rate.Limiter
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@ -173,23 +190,14 @@ type QueueManager struct {
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}
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// NewQueueManager builds a new QueueManager.
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func NewQueueManager(cfg QueueManagerConfig) *QueueManager {
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if cfg.QueueCapacity == 0 {
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cfg.QueueCapacity = defaultQueueCapacity
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}
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if cfg.MaxShards == 0 {
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cfg.MaxShards = defaultMaxShards
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}
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if cfg.MaxSamplesPerSend == 0 {
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cfg.MaxSamplesPerSend = defaultMaxSamplesPerSend
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}
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if cfg.BatchSendDeadline == 0 {
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cfg.BatchSendDeadline = defaultBatchSendDeadline
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}
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func NewQueueManager(cfg QueueManagerConfig, externalLabels model.LabelSet, relabelConfigs []*config.RelabelConfig, client StorageClient) *QueueManager {
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t := &QueueManager{
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cfg: cfg,
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queueName: cfg.Client.Name(),
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externalLabels: externalLabels,
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relabelConfigs: relabelConfigs,
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client: client,
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queueName: client.Name(),
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logLimiter: rate.NewLimiter(logRateLimit, logBurst),
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numShards: 1,
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reshardChan: make(chan int),
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@ -214,14 +222,14 @@ func (t *QueueManager) Append(s *model.Sample) error {
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snew = *s
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snew.Metric = s.Metric.Clone()
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for ln, lv := range t.cfg.ExternalLabels {
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for ln, lv := range t.externalLabels {
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if _, ok := s.Metric[ln]; !ok {
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snew.Metric[ln] = lv
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}
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}
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snew.Metric = model.Metric(
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relabel.Process(model.LabelSet(snew.Metric), t.cfg.RelabelConfigs...))
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relabel.Process(model.LabelSet(snew.Metric), t.relabelConfigs...))
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if snew.Metric == nil {
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return nil
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@ -467,21 +475,38 @@ func (s *shards) runShard(i int) {
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}
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func (s *shards) sendSamples(samples model.Samples) {
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// Samples are sent to the remote storage on a best-effort basis. If a
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// sample isn't sent correctly the first time, it's simply dropped on the
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// floor.
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begin := time.Now()
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err := s.qm.cfg.Client.Store(samples)
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duration := time.Since(begin)
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if err != nil {
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log.Warnf("error sending %d samples to remote storage: %s", len(samples), err)
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failedSamplesTotal.WithLabelValues(s.qm.queueName).Add(float64(len(samples)))
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} else {
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sentSamplesTotal.WithLabelValues(s.qm.queueName).Add(float64(len(samples)))
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}
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sentBatchDuration.WithLabelValues(s.qm.queueName).Observe(duration.Seconds())
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s.sendSamplesWithBackoff(samples)
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// These counters are used to caclulate the dynamic sharding, and as such
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// should be maintained irrespective of success or failure.
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s.qm.samplesOut.incr(int64(len(samples)))
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s.qm.samplesOutDuration.incr(int64(duration))
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s.qm.samplesOutDuration.incr(int64(time.Since(begin)))
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}
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// sendSamples to the remote storage with backoff for recoverable errors.
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func (s *shards) sendSamplesWithBackoff(samples model.Samples) {
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backoff := s.qm.cfg.MinBackoff
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for retries := s.qm.cfg.MaxRetries; retries > 0; retries-- {
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begin := time.Now()
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err := s.qm.client.Store(samples)
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sentBatchDuration.WithLabelValues(s.qm.queueName).Observe(time.Since(begin).Seconds())
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if err == nil {
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succeededSamplesTotal.WithLabelValues(s.qm.queueName).Add(float64(len(samples)))
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return
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}
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log.Warnf("Error sending %d samples to remote storage: %s", len(samples), err)
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if _, ok := err.(recoverableError); !ok {
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break
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}
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time.Sleep(backoff)
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backoff = backoff * 2
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if backoff > s.qm.cfg.MaxBackoff {
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backoff = s.qm.cfg.MaxBackoff
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}
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}
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failedSamplesTotal.WithLabelValues(s.qm.queueName).Add(float64(len(samples)))
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}
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@ -81,7 +81,7 @@ func (c *TestStorageClient) Name() string {
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func TestSampleDelivery(t *testing.T) {
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// Let's create an even number of send batches so we don't run into the
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// batch timeout case.
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n := defaultQueueCapacity * 2
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n := defaultQueueManagerConfig.QueueCapacity * 2
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samples := make(model.Samples, 0, n)
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for i := 0; i < n; i++ {
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@ -97,10 +97,9 @@ func TestSampleDelivery(t *testing.T) {
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c := NewTestStorageClient()
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c.expectSamples(samples[:len(samples)/2])
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m := NewQueueManager(QueueManagerConfig{
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Client: c,
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MaxShards: 1,
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})
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cfg := defaultQueueManagerConfig
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cfg.MaxShards = 1
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m := NewQueueManager(cfg, nil, nil, c)
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// These should be received by the client.
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for _, s := range samples[:len(samples)/2] {
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@ -118,7 +117,7 @@ func TestSampleDelivery(t *testing.T) {
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func TestSampleDeliveryOrder(t *testing.T) {
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ts := 10
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n := defaultMaxSamplesPerSend * ts
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n := defaultQueueManagerConfig.MaxSamplesPerSend * ts
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samples := make(model.Samples, 0, n)
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for i := 0; i < n; i++ {
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c := NewTestStorageClient()
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c.expectSamples(samples)
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m := NewQueueManager(QueueManagerConfig{
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Client: c,
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// Ensure we don't drop samples in this test.
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QueueCapacity: n,
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})
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m := NewQueueManager(defaultQueueManagerConfig, nil, nil, c)
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// These should be received by the client.
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for _, s := range samples {
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@ -199,7 +194,7 @@ func TestSpawnNotMoreThanMaxConcurrentSendsGoroutines(t *testing.T) {
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// `MaxSamplesPerSend*Shards` samples should be consumed by the
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// per-shard goroutines, and then another `MaxSamplesPerSend`
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// should be left on the queue.
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n := defaultMaxSamplesPerSend*1 + defaultMaxSamplesPerSend
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n := defaultQueueManagerConfig.MaxSamplesPerSend * 2
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samples := make(model.Samples, 0, n)
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for i := 0; i < n; i++ {
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@ -213,11 +208,10 @@ func TestSpawnNotMoreThanMaxConcurrentSendsGoroutines(t *testing.T) {
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}
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c := NewTestBlockedStorageClient()
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m := NewQueueManager(QueueManagerConfig{
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Client: c,
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QueueCapacity: n,
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MaxShards: 1,
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})
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cfg := defaultQueueManagerConfig
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cfg.MaxShards = 1
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cfg.QueueCapacity = n
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m := NewQueueManager(cfg, nil, nil, c)
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m.Start()
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@ -246,7 +240,7 @@ func TestSpawnNotMoreThanMaxConcurrentSendsGoroutines(t *testing.T) {
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time.Sleep(10 * time.Millisecond)
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}
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if m.queueLen() != defaultMaxSamplesPerSend {
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if m.queueLen() != defaultQueueManagerConfig.MaxSamplesPerSend {
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t.Fatalf("Failed to drain QueueManager queue, %d elements left",
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m.queueLen(),
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)
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@ -44,11 +44,12 @@ func (w *Writer) ApplyConfig(conf *config.Config) error {
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if err != nil {
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return err
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}
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newQueues = append(newQueues, NewQueueManager(QueueManagerConfig{
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Client: c,
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ExternalLabels: conf.GlobalConfig.ExternalLabels,
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RelabelConfigs: rwConf.WriteRelabelConfigs,
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}))
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newQueues = append(newQueues, NewQueueManager(
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defaultQueueManagerConfig,
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conf.GlobalConfig.ExternalLabels,
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rwConf.WriteRelabelConfigs,
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c,
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))
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}
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for _, q := range w.queues {
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