changes from upstream merged. Also, removed in-library patch because we will add it to the shutdown method

This commit is contained in:
magiusdarrigo 2023-06-17 19:01:15 -04:00
commit 0066d09f11
16 changed files with 651 additions and 640 deletions

View file

@ -20,7 +20,7 @@
// Package checkpoint
// The implementation is derived from https://github.com/patrobinson/gokini
//
// # Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//
@ -79,6 +79,9 @@ type Checkpointer interface {
// RemoveLeaseOwner to remove lease owner for the shard entry to make the shard available for reassignment
RemoveLeaseOwner(string) error
// GetLeaseOwner to get current owner of lease for shard
GetLeaseOwner(string) (string, error)
// ListActiveWorkers returns active workers and their shards (New Lease Stealing Methods)
ListActiveWorkers(map[string]*par.ShardStatus) (map[string][]*par.ShardStatus, error)

View file

@ -20,7 +20,7 @@
// Package checkpoint
// The implementation is derived from https://github.com/patrobinson/gokini
//
// # Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//
@ -51,6 +51,10 @@ const (
NumMaxRetries = 10
)
var (
NoLeaseOwnerErr = errors.New("no LeaseOwner in checkpoints table")
)
// DynamoCheckpoint implements the Checkpoint interface using DynamoDB as a backend
type DynamoCheckpoint struct {
log logger.Logger
@ -129,7 +133,7 @@ func (checkpointer *DynamoCheckpoint) Init() error {
// GetLease attempts to gain a lock on the given shard
func (checkpointer *DynamoCheckpoint) GetLease(shard *par.ShardStatus, newAssignTo string) error {
newLeaseTimeout := time.Now().Add(time.Duration(checkpointer.LeaseDuration) * time.Millisecond).UTC()
newLeaseTimeoutString := newLeaseTimeout.Format(time.RFC3339)
newLeaseTimeoutString := newLeaseTimeout.Format(time.RFC3339Nano)
currentCheckpoint, err := checkpointer.getItem(shard.ID)
if err != nil {
return err
@ -161,7 +165,7 @@ func (checkpointer *DynamoCheckpoint) GetLease(shard *par.ShardStatus, newAssign
assignedTo := assignedVar.(*types.AttributeValueMemberS).Value
leaseTimeout := leaseVar.(*types.AttributeValueMemberS).Value
currentLeaseTimeout, err := time.Parse(time.RFC3339, leaseTimeout)
currentLeaseTimeout, err := time.Parse(time.RFC3339Nano, leaseTimeout)
if err != nil {
return err
}
@ -246,7 +250,7 @@ func (checkpointer *DynamoCheckpoint) GetLease(shard *par.ShardStatus, newAssign
// CheckpointSequence writes a checkpoint at the designated sequence ID
func (checkpointer *DynamoCheckpoint) CheckpointSequence(shard *par.ShardStatus) error {
leaseTimeout := shard.GetLeaseTimeout().UTC().Format(time.RFC3339)
leaseTimeout := shard.GetLeaseTimeout().UTC().Format(time.RFC3339Nano)
marshalledCheckpoint := map[string]types.AttributeValue{
LeaseKeyKey: &types.AttributeValueMemberS{
Value: shard.ID,
@ -290,7 +294,7 @@ func (checkpointer *DynamoCheckpoint) FetchCheckpoint(shard *par.ShardStatus) er
// Use up-to-date leaseTimeout to avoid ConditionalCheckFailedException when claiming
if leaseTimeout, ok := checkpoint[LeaseTimeoutKey]; ok && leaseTimeout.(*types.AttributeValueMemberS).Value != "" {
currentLeaseTimeout, err := time.Parse(time.RFC3339, leaseTimeout.(*types.AttributeValueMemberS).Value)
currentLeaseTimeout, err := time.Parse(time.RFC3339Nano, leaseTimeout.(*types.AttributeValueMemberS).Value)
if err != nil {
return err
}
@ -336,6 +340,23 @@ func (checkpointer *DynamoCheckpoint) RemoveLeaseOwner(shardID string) error {
return err
}
// GetLeaseOwner returns current lease owner of given shard in checkpoints table
func (checkpointer *DynamoCheckpoint) GetLeaseOwner(shardID string) (string, error) {
currentCheckpoint, err := checkpointer.getItem(shardID)
if err != nil {
return "", err
}
assignedVar, assignedToOk := currentCheckpoint[LeaseOwnerKey]
if !assignedToOk {
return "", NoLeaseOwnerErr
}
return assignedVar.(*types.AttributeValueMemberS).Value, nil
}
// ListActiveWorkers returns a map of workers and their shards
func (checkpointer *DynamoCheckpoint) ListActiveWorkers(shardStatus map[string]*par.ShardStatus) (map[string][]*par.ShardStatus, error) {
err := checkpointer.syncLeases(shardStatus)
@ -370,7 +391,7 @@ func (checkpointer *DynamoCheckpoint) ClaimShard(shard *par.ShardStatus, claimID
if err != nil && err != ErrSequenceIDNotFound {
return err
}
leaseTimeoutString := shard.GetLeaseTimeout().Format(time.RFC3339)
leaseTimeoutString := shard.GetLeaseTimeout().Format(time.RFC3339Nano)
conditionalExpression := `ShardID = :id AND LeaseTimeout = :lease_timeout AND attribute_not_exists(ClaimRequest)`
expressionAttributeValues := map[string]types.AttributeValue{
@ -441,6 +462,12 @@ func (checkpointer *DynamoCheckpoint) syncLeases(shardStatus map[string]*par.Sha
}
scanOutput, err := checkpointer.svc.Scan(context.TODO(), input)
if err != nil {
log.Debugf("Error performing DynamoDB Scan. Error: %+v ", err)
return err
}
results := scanOutput.Items
for _, result := range results {
shardId, foundShardId := result[LeaseKeyKey]
@ -456,10 +483,6 @@ func (checkpointer *DynamoCheckpoint) syncLeases(shardStatus map[string]*par.Sha
}
}
if err != nil {
log.Debugf("Error performing SyncLeases. Error: %+v ", err)
return err
}
log.Debugf("Lease sync completed. Next lease sync will occur in %s", time.Duration(checkpointer.kclConfig.LeaseSyncingTimeIntervalMillis)*time.Millisecond)
return nil
}

View file

@ -19,7 +19,7 @@
// The implementation is derived from https://github.com/patrobinson/gokini
//
// Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//

View file

@ -69,6 +69,9 @@ const (
// DefaultLeaseRefreshPeriodMillis Period before the end of lease during which a lease is refreshed by the owner.
DefaultLeaseRefreshPeriodMillis = 5000
// DefaultLeaseRefreshWaitTime is the period of time to wait before async lease renewal attempt
DefaultLeaseRefreshWaitTime = 2500
// DefaultMaxRecords Max records to fetch from Kinesis in a single GetRecords call.
DefaultMaxRecords = 10000
@ -136,6 +139,9 @@ const (
// DefaultLeaseSyncingIntervalMillis Number of milliseconds to wait before syncing with lease table (dynamodDB)
DefaultLeaseSyncingIntervalMillis = 60000
// DefaultMaxRetryCount The default maximum number of retries in case of error
DefaultMaxRetryCount = 5
)
type (
@ -213,6 +219,9 @@ type (
// LeaseRefreshPeriodMillis is the period before the end of lease during which a lease is refreshed by the owner.
LeaseRefreshPeriodMillis int
// LeaseRefreshWaitTime is the period of time to wait before async lease renewal attempt
LeaseRefreshWaitTime int
// MaxRecords Max records to read per Kinesis getRecords() call
MaxRecords int
@ -283,6 +292,9 @@ type (
// LeaseSyncingTimeInterval The number of milliseconds to wait before syncing with lease table (dynamoDB)
LeaseSyncingTimeIntervalMillis int
// MaxRetryCount The maximum number of retries in case of error
MaxRetryCount int
}
)

View file

@ -102,6 +102,8 @@ func NewKinesisClientLibConfigWithCredentials(applicationName, streamName, regio
LeaseStealingIntervalMillis: DefaultLeaseStealingIntervalMillis,
LeaseStealingClaimTimeoutMillis: DefaultLeaseStealingClaimTimeoutMillis,
LeaseSyncingTimeIntervalMillis: DefaultLeaseSyncingIntervalMillis,
LeaseRefreshWaitTime: DefaultLeaseRefreshWaitTime,
MaxRetryCount: DefaultMaxRetryCount,
Logger: logger.GetDefaultLogger(),
}
}
@ -148,6 +150,12 @@ func (c *KinesisClientLibConfiguration) WithLeaseRefreshPeriodMillis(leaseRefres
return c
}
func (c *KinesisClientLibConfiguration) WithLeaseRefreshWaitTime(leaseRefreshWaitTime int) *KinesisClientLibConfiguration {
checkIsValuePositive("LeaseRefreshWaitTime", leaseRefreshWaitTime)
c.LeaseRefreshWaitTime = leaseRefreshWaitTime
return c
}
func (c *KinesisClientLibConfiguration) WithShardSyncIntervalMillis(shardSyncIntervalMillis int) *KinesisClientLibConfiguration {
checkIsValuePositive("ShardSyncIntervalMillis", shardSyncIntervalMillis)
c.ShardSyncIntervalMillis = shardSyncIntervalMillis
@ -211,6 +219,13 @@ func (c *KinesisClientLibConfiguration) WithLogger(logger logger.Logger) *Kinesi
return c
}
// WithMaxRetryCount sets the max retry count in case of error.
func (c *KinesisClientLibConfiguration) WithMaxRetryCount(maxRetryCount int) *KinesisClientLibConfiguration {
checkIsValuePositive("maxRetryCount", maxRetryCount)
c.MaxRetryCount = maxRetryCount
return c
}
// WithMonitoringService sets the monitoring service to use to publish metrics.
func (c *KinesisClientLibConfiguration) WithMonitoringService(mService metrics.MonitoringService) *KinesisClientLibConfiguration {
// Nil case is handled downward (at worker creation) so no need to do it here.

View file

@ -20,7 +20,7 @@
// Package cloudwatch
// The implementation is derived from https://github.com/patrobinson/gokini
//
// # Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//

View file

@ -20,7 +20,7 @@
// Package metrics
// The implementation is derived from https://github.com/patrobinson/gokini
//
// Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//
@ -35,6 +35,7 @@ type MonitoringService interface {
IncrRecordsProcessed(shard string, count int)
IncrBytesProcessed(shard string, count int64)
MillisBehindLatest(shard string, milliSeconds float64)
DeleteMetricMillisBehindLatest(shard string)
LeaseGained(shard string)
LeaseLost(shard string)
LeaseRenewed(shard string)
@ -53,6 +54,7 @@ func (NoopMonitoringService) Shutdown() {}
func (NoopMonitoringService) IncrRecordsProcessed(_ string, _ int) {}
func (NoopMonitoringService) IncrBytesProcessed(_ string, _ int64) {}
func (NoopMonitoringService) MillisBehindLatest(_ string, _ float64) {}
func (NoopMonitoringService) DeleteMetricMillisBehindLatest(_ string) {}
func (NoopMonitoringService) LeaseGained(_ string) {}
func (NoopMonitoringService) LeaseLost(_ string) {}
func (NoopMonitoringService) LeaseRenewed(_ string) {}

View file

@ -20,7 +20,7 @@
// Package prometheus
// The implementation is derived from https://github.com/patrobinson/gokini
//
// # Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//
@ -147,6 +147,10 @@ func (p *MonitoringService) MillisBehindLatest(shard string, millSeconds float64
p.behindLatestMillis.With(prom.Labels{"shard": shard, "kinesisStream": p.streamName}).Set(millSeconds)
}
func (p *MonitoringService) DeleteMetricMillisBehindLatest(shard string) {
p.behindLatestMillis.Delete(prom.Labels{"shard": shard, "kinesisStream": p.streamName})
}
func (p *MonitoringService) LeaseGained(shard string) {
p.leasesHeld.With(prom.Labels{"shard": shard, "kinesisStream": p.streamName, "workerID": p.workerID}).Inc()
}

View file

@ -20,7 +20,7 @@
// Package partition
// The implementation is derived from https://github.com/patrobinson/gokini
//
// # Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//

View file

@ -21,6 +21,7 @@
package worker
import (
"context"
"sync"
"time"
@ -40,10 +41,16 @@ type shardConsumer interface {
getRecords() error
}
type KinesisSubscriberGetter interface {
SubscribeToShard(ctx context.Context, params *kinesis.SubscribeToShardInput, optFns ...func(*kinesis.Options)) (*kinesis.SubscribeToShardOutput, error)
GetShardIterator(ctx context.Context, params *kinesis.GetShardIteratorInput, optFns ...func(*kinesis.Options)) (*kinesis.GetShardIteratorOutput, error)
GetRecords(ctx context.Context, params *kinesis.GetRecordsInput, optFns ...func(*kinesis.Options)) (*kinesis.GetRecordsOutput, error)
}
// commonShardConsumer implements common functionality for regular and enhanced fan-out consumers
type commonShardConsumer struct {
shard *par.ShardStatus
kc *kinesis.Client
kc KinesisSubscriberGetter
checkpointer chk.Checkpointer
recordProcessor kcl.IRecordProcessor
kclConfig *config.KinesisClientLibConfiguration
@ -51,7 +58,7 @@ type commonShardConsumer struct {
}
// Cleanup the internal lease cache
func (sc *commonShardConsumer) releaseLease() {
func (sc *commonShardConsumer) releaseLease(shard string) {
log := sc.kclConfig.Logger
log.Infof("Release lease for shard %s", sc.shard.ID)
sc.shard.SetLeaseOwner("")
@ -59,10 +66,11 @@ func (sc *commonShardConsumer) releaseLease() {
// Release the lease by wiping out the lease owner for the shard
// Note: we don't need to do anything in case of error here and shard lease will eventually be expired.
if err := sc.checkpointer.RemoveLeaseOwner(sc.shard.ID); err != nil {
log.Errorf("Failed to release shard lease or shard: %s Error: %+v", sc.shard.ID, err)
log.Debugf("Failed to release shard lease or shard: %s Error: %+v", sc.shard.ID, err)
}
// reporting lease lose metrics
sc.mService.DeleteMetricMillisBehindLatest(shard)
sc.mService.LeaseLost(sc.shard.ID)
}
@ -165,7 +173,6 @@ func (sc *commonShardConsumer) processRecords(getRecordsStartTime time.Time, rec
input.CacheEntryTime = &getRecordsStartTime
input.CacheExitTime = &processRecordsStartTime
sc.recordProcessor.ProcessRecords(input)
processedRecordsTiming := time.Since(processRecordsStartTime).Milliseconds()
sc.mService.RecordProcessRecordsTime(sc.shard.ID, float64(processedRecordsTiming))
}

View file

@ -46,7 +46,7 @@ type FanOutShardConsumer struct {
// getRecords subscribes to a shard and reads events from it.
// Precondition: it currently has the lease on the shard.
func (sc *FanOutShardConsumer) getRecords() error {
defer sc.releaseLease()
defer sc.releaseLease(sc.shard.ID)
log := sc.kclConfig.Logger
@ -103,6 +103,8 @@ func (sc *FanOutShardConsumer) getRecords() error {
return err
}
refreshLeaseTimer = time.After(time.Until(sc.shard.LeaseTimeout.Add(-time.Duration(sc.kclConfig.LeaseRefreshPeriodMillis) * time.Millisecond)))
// log metric for renewed lease for worker
sc.mService.LeaseRenewed(sc.shard.ID)
case event, ok := <-shardSub.GetStream().Events():
if !ok {
// need to resubscribe to shard

View file

@ -20,7 +20,7 @@
// Package worker
// The implementation is derived from https://github.com/patrobinson/gokini
//
// # Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//
@ -32,6 +32,7 @@ package worker
import (
"context"
"errors"
log "github.com/sirupsen/logrus"
"math"
"time"
@ -44,14 +45,33 @@ import (
"github.com/magiusdarrigo/vmware-go-kcl-v2/clientlibrary/metrics"
)
const (
kinesisReadTPSLimit = 5
MaxBytes = 10000000
MaxBytesPerSecond = 2000000
BytesToMbConversion = 1000000
)
var (
rateLimitTimeNow = time.Now
rateLimitTimeSince = time.Since
localTPSExceededError = errors.New("Error GetRecords TPS Exceeded")
maxBytesExceededError = errors.New("Error GetRecords Max Bytes For Call Period Exceeded")
)
// PollingShardConsumer is responsible for polling data records from a (specified) shard.
// Note: PollingShardConsumer only deal with one shard.
type PollingShardConsumer struct {
commonShardConsumer
streamName string
stop *chan struct{}
consumerID string
mService metrics.MonitoringService
streamName string
stop *chan struct{}
consumerID string
mService metrics.MonitoringService
currTime time.Time
callsLeft int
remBytes int
lastCheckTime time.Time
bytesRead int
}
func (sc *PollingShardConsumer) getShardIterator() (*string, error) {
@ -79,7 +99,12 @@ func (sc *PollingShardConsumer) getShardIterator() (*string, error) {
// getRecords continuously poll one shard for data record
// Precondition: it currently has the lease on the shard.
func (sc *PollingShardConsumer) getRecords() error {
defer sc.releaseLease()
ctx, cancelFunc := context.WithCancel(context.Background())
defer func() {
// cancel renewLease()
cancelFunc()
sc.releaseLease(sc.shard.ID)
}()
log := sc.kclConfig.Logger
@ -108,22 +133,18 @@ func (sc *PollingShardConsumer) getRecords() error {
recordCheckpointer := NewRecordProcessorCheckpoint(sc.shard, sc.checkpointer)
retriedErrors := 0
for {
if time.Now().UTC().After(sc.shard.GetLeaseTimeout().Add(-time.Duration(sc.kclConfig.LeaseRefreshPeriodMillis) * time.Millisecond)) {
log.Debugf("Refreshing lease on shard: %s for worker: %s", sc.shard.ID, sc.consumerID)
err = sc.checkpointer.GetLease(sc.shard, sc.consumerID)
if err != nil {
if errors.As(err, &chk.ErrLeaseNotAcquired{}) {
log.Warnf("Failed in acquiring lease on shard: %s for worker: %s", sc.shard.ID, sc.consumerID)
return nil
}
// log and return error
log.Errorf("Error in refreshing lease on shard: %s for worker: %s. Error: %+v",
sc.shard.ID, sc.consumerID, err)
return err
}
}
// define API call rate limit starting window
sc.currTime = rateLimitTimeNow()
sc.callsLeft = kinesisReadTPSLimit
sc.bytesRead = 0
sc.remBytes = MaxBytes
// starting async lease renewal thread
leaseRenewalErrChan := make(chan error, 1)
go func() {
leaseRenewalErrChan <- sc.renewLease(ctx)
}()
for {
getRecordsStartTime := time.Now()
log.Debugf("Trying to read %d record from iterator: %v", sc.kclConfig.MaxRecords, aws.ToString(shardIterator))
@ -142,16 +163,49 @@ func (sc *PollingShardConsumer) getRecords() error {
Limit: aws.Int32(int32(sc.kclConfig.MaxRecords)),
ShardIterator: shardIterator,
}
// Get records from stream and retry as needed
getResp, err := sc.kc.GetRecords(context.TODO(), getRecordsArgs)
getResp, coolDownPeriod, err := sc.callGetRecordsAPI(getRecordsArgs)
if err != nil {
//aws-sdk-go-v2 https://github.com/aws/aws-sdk-go-v2/blob/main/CHANGELOG.md#error-handling
var throughputExceededErr *types.ProvisionedThroughputExceededException
var kmsThrottlingErr *types.KMSThrottlingException
if errors.As(err, &throughputExceededErr) || errors.As(err, &kmsThrottlingErr) {
if errors.As(err, &throughputExceededErr) {
retriedErrors++
if retriedErrors > sc.kclConfig.MaxRetryCount {
log.Errorf("message", "Throughput Exceeded Error: "+
"reached max retry count getting records from shard",
"shardId", sc.shard.ID,
"retryCount", retriedErrors,
"error", err)
return err
}
// If there is insufficient provisioned throughput on the stream,
// subsequent calls made within the next 1 second throw ProvisionedThroughputExceededException.
// ref: https://docs.aws.amazon.com/streams/latest/dev/service-sizes-and-limits.html
sc.waitASecond(sc.currTime)
continue
}
if err == localTPSExceededError {
log.Infof("localTPSExceededError so sleep for a second")
sc.waitASecond(sc.currTime)
continue
}
if err == maxBytesExceededError {
log.Infof("maxBytesExceededError so sleep for %+v seconds", coolDownPeriod)
time.Sleep(time.Duration(coolDownPeriod) * time.Second)
continue
}
if errors.As(err, &kmsThrottlingErr) {
log.Errorf("Error getting records from shard %v: %+v", sc.shard.ID, err)
retriedErrors++
// Greater than MaxRetryCount so we get the last retry
if retriedErrors > sc.kclConfig.MaxRetryCount {
log.Errorf("message", "KMS Throttling Error: "+
"reached max retry count getting records from shard",
"shardId", sc.shard.ID,
"retryCount", retriedErrors,
"error", err)
return err
}
// exponential backoff
// https://docs.aws.amazon.com/amazondynamodb/latest/developerguide/Programming.Errors.html#Programming.Errors.RetryAndBackoff
time.Sleep(time.Duration(math.Exp2(float64(retriedErrors))*100) * time.Millisecond)
@ -165,12 +219,11 @@ func (sc *PollingShardConsumer) getRecords() error {
sc.processRecords(getRecordsStartTime, getResp.Records, getResp.MillisBehindLatest, recordCheckpointer)
// The shard has no more records. We can stop polling it. It should expire soon.
// The shard has been closed, so no new records can be read from it
if getResp.NextShardIterator == nil {
log.Infof("Shard %s has no more records", sc.shard.ID)
log.Infof("Shard %s closed", sc.shard.ID)
shutdownInput := &kcl.ShutdownInput{ShutdownReason: kcl.TERMINATE, Checkpointer: recordCheckpointer}
sc.recordProcessor.Shutdown(shutdownInput)
recordCheckpointer.Checkpoint(nil)
return nil
}
shardIterator = getResp.NextShardIterator
@ -187,7 +240,104 @@ func (sc *PollingShardConsumer) getRecords() error {
shutdownInput := &kcl.ShutdownInput{ShutdownReason: kcl.REQUESTED, Checkpointer: recordCheckpointer}
sc.recordProcessor.Shutdown(shutdownInput)
return nil
case leaseRenewalErr := <-leaseRenewalErrChan:
return leaseRenewalErr
default:
}
}
}
func (sc *PollingShardConsumer) waitASecond(timePassed time.Time) {
waitTime := time.Since(timePassed)
if waitTime < time.Second {
time.Sleep(time.Second - waitTime)
}
}
func (sc *PollingShardConsumer) checkCoolOffPeriod() (int, error) {
// Each shard can support up to a maximum total data read rate of 2 MB per second via GetRecords.
// If a call to GetRecords returns 10 MB, subsequent calls made within the next 5 seconds throw an exception.
// ref: https://docs.aws.amazon.com/streams/latest/dev/service-sizes-and-limits.html
// check for overspending of byte budget from getRecords call
currentTime := rateLimitTimeNow()
secondsPassed := currentTime.Sub(sc.lastCheckTime).Seconds()
sc.lastCheckTime = currentTime
sc.remBytes += int(secondsPassed * MaxBytesPerSecond)
if sc.remBytes > MaxBytes {
sc.remBytes = MaxBytes
}
if sc.remBytes < 1 {
// Wait until cool down period has passed to prevent ProvisionedThroughputExceededException
coolDown := sc.bytesRead / MaxBytesPerSecond
if sc.bytesRead%MaxBytesPerSecond > 0 {
coolDown++
}
return coolDown, maxBytesExceededError
} else {
sc.remBytes -= sc.bytesRead
}
return 0, nil
}
func (sc *PollingShardConsumer) callGetRecordsAPI(gri *kinesis.GetRecordsInput) (*kinesis.GetRecordsOutput, int, error) {
if sc.bytesRead != 0 {
coolDownPeriod, err := sc.checkCoolOffPeriod()
if err != nil {
return nil, coolDownPeriod, err
}
}
// every new second, we get a fresh set of calls
if rateLimitTimeSince(sc.currTime) > time.Second {
sc.callsLeft = kinesisReadTPSLimit
sc.currTime = rateLimitTimeNow()
}
if sc.callsLeft < 1 {
return nil, 0, localTPSExceededError
}
getResp, err := sc.kc.GetRecords(context.TODO(), gri)
sc.callsLeft--
if err != nil {
return getResp, 0, err
}
// Calculate size of records from read transaction
sc.bytesRead = 0
for _, record := range getResp.Records {
sc.bytesRead += len(record.Data)
}
if sc.lastCheckTime.IsZero() {
sc.lastCheckTime = rateLimitTimeNow()
}
return getResp, 0, err
}
func (sc *PollingShardConsumer) renewLease(ctx context.Context) error {
renewDuration := time.Duration(sc.kclConfig.LeaseRefreshWaitTime) * time.Millisecond
for {
timer := time.NewTimer(renewDuration)
select {
case <-timer.C:
log.Debugf("Refreshing lease on shard: %s for worker: %s", sc.shard.ID, sc.consumerID)
err := sc.checkpointer.GetLease(sc.shard, sc.consumerID)
if err != nil {
// log and return error
log.Errorf("Error in refreshing lease on shard: %s for worker: %s. Error: %+v",
sc.shard.ID, sc.consumerID, err)
return err
}
// log metric for renewed lease for worker
sc.mService.LeaseRenewed(sc.shard.ID)
case <-ctx.Done():
// clean up timer resources
if !timer.Stop() {
<-timer.C
}
log.Debugf("renewLease was canceled")
return nil
}
}
}

View file

@ -0,0 +1,355 @@
/*
* Copyright (c) 2023 VMware, Inc.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy of this software and
* associated documentation files (the "Software"), to deal in the Software without restriction, including
* without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is furnished to do
* so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all copies or substantial
* portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT
* NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.
* IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,
* WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
* SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
*/
package worker
import (
"context"
"errors"
"testing"
"time"
"github.com/aws/aws-sdk-go-v2/aws"
"github.com/aws/aws-sdk-go-v2/service/kinesis"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/mock"
)
var (
testGetRecordsError = errors.New("GetRecords Error")
)
func TestCallGetRecordsAPI(t *testing.T) {
// basic happy path
m1 := MockKinesisSubscriberGetter{}
ret := kinesis.GetRecordsOutput{}
m1.On("GetRecords", mock.Anything, mock.Anything, mock.Anything).Return(&ret, nil)
psc := PollingShardConsumer{
commonShardConsumer: commonShardConsumer{kc: &m1},
}
gri := kinesis.GetRecordsInput{
ShardIterator: aws.String("shard-iterator-01"),
}
out, _, err := psc.callGetRecordsAPI(&gri)
assert.Nil(t, err)
assert.Equal(t, &ret, out)
m1.AssertExpectations(t)
// check that localTPSExceededError is thrown when trying more than 5 TPS
m2 := MockKinesisSubscriberGetter{}
psc2 := PollingShardConsumer{
commonShardConsumer: commonShardConsumer{kc: &m2},
callsLeft: 0,
}
rateLimitTimeSince = func(t time.Time) time.Duration {
return 500 * time.Millisecond
}
out2, _, err2 := psc2.callGetRecordsAPI(&gri)
assert.Nil(t, out2)
assert.ErrorIs(t, err2, localTPSExceededError)
m2.AssertExpectations(t)
// check that getRecords is called normally in bytesRead = 0 case
m3 := MockKinesisSubscriberGetter{}
ret3 := kinesis.GetRecordsOutput{}
m3.On("GetRecords", mock.Anything, mock.Anything, mock.Anything).Return(&ret3, nil)
psc3 := PollingShardConsumer{
commonShardConsumer: commonShardConsumer{kc: &m3},
callsLeft: 2,
bytesRead: 0,
}
rateLimitTimeSince = func(t time.Time) time.Duration {
return 2 * time.Second
}
out3, checkSleepVal, err3 := psc3.callGetRecordsAPI(&gri)
assert.Nil(t, err3)
assert.Equal(t, checkSleepVal, 0)
assert.Equal(t, &ret3, out3)
m3.AssertExpectations(t)
// check that correct cool off period is taken for 10mb in 1 second
testTime := time.Now()
m4 := MockKinesisSubscriberGetter{}
ret4 := kinesis.GetRecordsOutput{Records: nil}
m4.On("GetRecords", mock.Anything, mock.Anything, mock.Anything).Return(&ret4, nil)
psc4 := PollingShardConsumer{
commonShardConsumer: commonShardConsumer{kc: &m4},
callsLeft: 2,
bytesRead: MaxBytes,
lastCheckTime: testTime,
remBytes: MaxBytes,
}
rateLimitTimeSince = func(t time.Time) time.Duration {
return 2 * time.Second
}
rateLimitTimeNow = func() time.Time {
return testTime.Add(time.Second)
}
out4, checkSleepVal2, err4 := psc4.callGetRecordsAPI(&gri)
assert.Nil(t, err4)
assert.Equal(t, &ret4, out4)
m4.AssertExpectations(t)
if checkSleepVal2 != 0 {
t.Errorf("Incorrect Cool Off Period: %v", checkSleepVal2)
}
// check that no cool off period is taken for 6mb in 3 seconds
testTime2 := time.Now()
m5 := MockKinesisSubscriberGetter{}
ret5 := kinesis.GetRecordsOutput{}
m5.On("GetRecords", mock.Anything, mock.Anything, mock.Anything).Return(&ret5, nil)
psc5 := PollingShardConsumer{
commonShardConsumer: commonShardConsumer{kc: &m5},
callsLeft: 2,
bytesRead: MaxBytesPerSecond * 3,
lastCheckTime: testTime2,
remBytes: MaxBytes,
}
rateLimitTimeSince = func(t time.Time) time.Duration {
return 3 * time.Second
}
rateLimitTimeNow = func() time.Time {
return testTime2.Add(time.Second * 3)
}
out5, checkSleepVal3, err5 := psc5.callGetRecordsAPI(&gri)
assert.Nil(t, err5)
assert.Equal(t, checkSleepVal3, 0)
assert.Equal(t, &ret5, out5)
m5.AssertExpectations(t)
// check for correct cool off period with 8mb in .2 seconds with 6mb remaining
testTime3 := time.Now()
m6 := MockKinesisSubscriberGetter{}
ret6 := kinesis.GetRecordsOutput{Records: nil}
m6.On("GetRecords", mock.Anything, mock.Anything, mock.Anything).Return(&ret6, nil)
psc6 := PollingShardConsumer{
commonShardConsumer: commonShardConsumer{kc: &m6},
callsLeft: 2,
bytesRead: MaxBytesPerSecond * 4,
lastCheckTime: testTime3,
remBytes: MaxBytesPerSecond * 3,
}
rateLimitTimeSince = func(t time.Time) time.Duration {
return 3 * time.Second
}
rateLimitTimeNow = func() time.Time {
return testTime3.Add(time.Second / 5)
}
out6, checkSleepVal4, err6 := psc6.callGetRecordsAPI(&gri)
assert.Nil(t, err6)
assert.Equal(t, &ret6, out6)
m5.AssertExpectations(t)
if checkSleepVal4 != 0 {
t.Errorf("Incorrect Cool Off Period: %v", checkSleepVal4)
}
// case where getRecords throws error
m7 := MockKinesisSubscriberGetter{}
ret7 := kinesis.GetRecordsOutput{Records: nil}
m7.On("GetRecords", mock.Anything, mock.Anything, mock.Anything).Return(&ret7, testGetRecordsError)
psc7 := PollingShardConsumer{
commonShardConsumer: commonShardConsumer{kc: &m7},
callsLeft: 2,
bytesRead: 0,
}
rateLimitTimeSince = func(t time.Time) time.Duration {
return 2 * time.Second
}
out7, checkSleepVal7, err7 := psc7.callGetRecordsAPI(&gri)
assert.Equal(t, err7, testGetRecordsError)
assert.Equal(t, checkSleepVal7, 0)
assert.Equal(t, out7, &ret7)
m7.AssertExpectations(t)
// restore original func
rateLimitTimeNow = time.Now
rateLimitTimeSince = time.Since
}
type MockKinesisSubscriberGetter struct {
mock.Mock
}
func (m *MockKinesisSubscriberGetter) GetRecords(ctx context.Context, params *kinesis.GetRecordsInput, optFns ...func(*kinesis.Options)) (*kinesis.GetRecordsOutput, error) {
ret := m.Called(ctx, params, optFns)
return ret.Get(0).(*kinesis.GetRecordsOutput), ret.Error(1)
}
func (m *MockKinesisSubscriberGetter) GetShardIterator(ctx context.Context, params *kinesis.GetShardIteratorInput, optFns ...func(*kinesis.Options)) (*kinesis.GetShardIteratorOutput, error) {
return nil, nil
}
func (m *MockKinesisSubscriberGetter) SubscribeToShard(ctx context.Context, params *kinesis.SubscribeToShardInput, optFns ...func(*kinesis.Options)) (*kinesis.SubscribeToShardOutput, error) {
return nil, nil
}
func TestPollingShardConsumer_checkCoolOffPeriod(t *testing.T) {
refTime := time.Now()
type fields struct {
lastCheckTime time.Time
remBytes int
bytesRead int
}
tests := []struct {
name string
fields fields
timeNow time.Time
want int
wantErr bool
}{
{
"zero time max bytes to spend",
fields{
time.Time{},
0,
0,
},
refTime,
0,
false,
},
{
"same second, bytes still left to spend",
fields{
refTime,
MaxBytesPerSecond,
MaxBytesPerSecond - 1,
},
refTime,
0,
false,
},
{
"same second, not many but some bytes still left to spend",
fields{
refTime,
8,
MaxBytesPerSecond,
},
refTime,
0,
false,
},
{
"same second, 1 byte still left to spend",
fields{
refTime,
1,
MaxBytesPerSecond,
},
refTime,
0,
false,
},
{
"next second, bytes still left to spend",
fields{
refTime,
42,
1024,
},
refTime.Add(1 * time.Second),
0,
false,
},
{
"same second, max bytes per second already spent",
fields{
refTime,
0,
MaxBytesPerSecond,
},
refTime,
1,
true,
},
{
"same second, more than max bytes per second already spent",
fields{
refTime,
0,
MaxBytesPerSecond + 1,
},
refTime,
2,
true,
},
// Kinesis prevents reading more than 10 MiB at once
{
"same second, 10 MiB read all at once",
fields{
refTime,
0,
10 * 1024 * 1024,
},
refTime,
6,
true,
},
{
"same second, 10 MB read all at once",
fields{
refTime,
0,
10 * 1000 * 1000,
},
refTime,
5,
true,
},
{
"5 seconds ago, 10 MB read all at once",
fields{
refTime,
0,
10 * 1000 * 1000,
},
refTime.Add(5 * time.Second),
0,
false,
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
sc := &PollingShardConsumer{
lastCheckTime: tt.fields.lastCheckTime,
remBytes: tt.fields.remBytes,
bytesRead: tt.fields.bytesRead,
}
rateLimitTimeNow = func() time.Time {
return tt.timeNow
}
got, err := sc.checkCoolOffPeriod()
if (err != nil) != tt.wantErr {
t.Errorf("PollingShardConsumer.checkCoolOffPeriod() error = %v, wantErr %v", err, tt.wantErr)
return
}
if got != tt.want {
t.Errorf("PollingShardConsumer.checkCoolOffPeriod() = %v, want %v", got, tt.want)
}
})
}
// restore original time.Now
rateLimitTimeNow = time.Now
}

View file

@ -20,7 +20,7 @@
// Package worker
// The implementation is derived from https://github.com/patrobinson/gokini
//
// # Copyright 2018 Patrick robinson
// Copyright 2018 Patrick robinson.
//
// Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
//
@ -160,11 +160,15 @@ func (w *Worker) initialize() error {
log.Infof("Creating Kinesis client")
resolver := aws.EndpointResolverWithOptionsFunc(func(service, region string, options ...interface{}) (aws.Endpoint, error) {
return aws.Endpoint{
PartitionID: "aws",
URL: w.kclConfig.KinesisEndpoint,
SigningRegion: w.regionName,
}, nil
if service == kinesis.ServiceID && len(w.kclConfig.KinesisEndpoint) > 0 {
return aws.Endpoint{
PartitionID: "aws",
URL: w.kclConfig.KinesisEndpoint,
SigningRegion: w.regionName,
}, nil
}
// returning EndpointNotFoundError will allow the service to fallback to it's default resolution
return aws.Endpoint{}, &aws.EndpointNotFoundError{}
})
cfg, err := awsConfig.LoadDefaultConfig(
@ -272,6 +276,14 @@ func (w *Worker) eventLoop() {
rnd, _ := rand.Int(rand.Reader, big.NewInt(int64(w.kclConfig.ShardSyncIntervalMillis)))
shardSyncSleep := w.kclConfig.ShardSyncIntervalMillis/2 + int(rnd.Int64())
select {
case <-*w.stop:
log.Infof("Shutting down...")
return
case <-time.After(time.Duration(shardSyncSleep) * time.Millisecond):
log.Debugf("Waited %d ms to sync shards...", shardSyncSleep)
}
err := w.syncShard()
if err != nil {
log.Errorf("Error syncing shards: %+v, Retrying in %d ms...", err, shardSyncSleep)
@ -363,14 +375,6 @@ func (w *Worker) eventLoop() {
log.Warnf("Error in rebalance: %+v", err)
}
}
select {
case <-*w.stop:
log.Infof("Shutting down...")
return
case <-time.After(time.Duration(shardSyncSleep) * time.Millisecond):
log.Debugf("Waited %d ms to sync shards...", shardSyncSleep)
}
}
}

21
go.mod
View file

@ -12,12 +12,12 @@ require (
github.com/awslabs/kinesis-aggregation/go/v2 v2.0.0-20221019091459-b7a3c07c3df3
github.com/golang/protobuf v1.5.2
github.com/google/uuid v1.3.0
github.com/prometheus/client_golang v1.13.0
github.com/prometheus/common v0.37.0
github.com/rs/zerolog v1.28.0
github.com/sirupsen/logrus v1.9.0
github.com/prometheus/client_golang v1.11.1
github.com/prometheus/common v0.32.1
github.com/rs/zerolog v1.26.1
github.com/sirupsen/logrus v1.8.1
github.com/stretchr/testify v1.8.1
go.uber.org/zap v1.23.0
go.uber.org/zap v1.20.0
gopkg.in/natefinch/lumberjack.v2 v2.0.0
)
@ -43,10 +43,11 @@ require (
github.com/matttproud/golang_protobuf_extensions v1.0.1 // indirect
github.com/pmezard/go-difflib v1.0.0 // indirect
github.com/prometheus/client_model v0.2.0 // indirect
github.com/prometheus/procfs v0.8.0 // indirect
go.uber.org/atomic v1.7.0 // indirect
go.uber.org/multierr v1.6.0 // indirect
golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8 // indirect
google.golang.org/protobuf v1.28.1 // indirect
github.com/prometheus/procfs v0.7.3 // indirect
github.com/stretchr/objx v0.5.0 // indirect
go.uber.org/atomic v1.9.0 // indirect
go.uber.org/multierr v1.7.0 // indirect
golang.org/x/sys v0.1.0 // indirect
google.golang.org/protobuf v1.27.1 // indirect
gopkg.in/yaml.v3 v3.0.1 // indirect
)

567
go.sum
View file

@ -1,567 +0,0 @@
cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU=
cloud.google.com/go v0.44.1/go.mod h1:iSa0KzasP4Uvy3f1mN/7PiObzGgflwredwwASm/v6AU=
cloud.google.com/go v0.44.2/go.mod h1:60680Gw3Yr4ikxnPRS/oxxkBccT6SA1yMk63TGekxKY=
cloud.google.com/go v0.45.1/go.mod h1:RpBamKRgapWJb87xiFSdk4g1CME7QZg3uwTez+TSTjc=
cloud.google.com/go v0.46.3/go.mod h1:a6bKKbmY7er1mI7TEI4lsAkts/mkhTSZK8w33B4RAg0=
cloud.google.com/go v0.50.0/go.mod h1:r9sluTvynVuxRIOHXQEHMFffphuXHOMZMycpNR5e6To=
cloud.google.com/go v0.52.0/go.mod h1:pXajvRH/6o3+F9jDHZWQ5PbGhn+o8w9qiu/CffaVdO4=
cloud.google.com/go v0.53.0/go.mod h1:fp/UouUEsRkN6ryDKNW/Upv/JBKnv6WDthjR6+vze6M=
cloud.google.com/go v0.54.0/go.mod h1:1rq2OEkV3YMf6n/9ZvGWI3GWw0VoqH/1x2nd8Is/bPc=
cloud.google.com/go v0.56.0/go.mod h1:jr7tqZxxKOVYizybht9+26Z/gUq7tiRzu+ACVAMbKVk=
cloud.google.com/go v0.57.0/go.mod h1:oXiQ6Rzq3RAkkY7N6t3TcE6jE+CIBBbA36lwQ1JyzZs=
cloud.google.com/go v0.62.0/go.mod h1:jmCYTdRCQuc1PHIIJ/maLInMho30T/Y0M4hTdTShOYc=
cloud.google.com/go v0.65.0/go.mod h1:O5N8zS7uWy9vkA9vayVHs65eM1ubvY4h553ofrNHObY=
cloud.google.com/go/bigquery v1.0.1/go.mod h1:i/xbL2UlR5RvWAURpBYZTtm/cXjCha9lbfbpx4poX+o=
cloud.google.com/go/bigquery v1.3.0/go.mod h1:PjpwJnslEMmckchkHFfq+HTD2DmtT67aNFKH1/VBDHE=
cloud.google.com/go/bigquery v1.4.0/go.mod h1:S8dzgnTigyfTmLBfrtrhyYhwRxG72rYxvftPBK2Dvzc=
cloud.google.com/go/bigquery v1.5.0/go.mod h1:snEHRnqQbz117VIFhE8bmtwIDY80NLUZUMb4Nv6dBIg=
cloud.google.com/go/bigquery v1.7.0/go.mod h1://okPTzCYNXSlb24MZs83e2Do+h+VXtc4gLoIoXIAPc=
cloud.google.com/go/bigquery v1.8.0/go.mod h1:J5hqkt3O0uAFnINi6JXValWIb1v0goeZM77hZzJN/fQ=
cloud.google.com/go/datastore v1.0.0/go.mod h1:LXYbyblFSglQ5pkeyhO+Qmw7ukd3C+pD7TKLgZqpHYE=
cloud.google.com/go/datastore v1.1.0/go.mod h1:umbIZjpQpHh4hmRpGhH4tLFup+FVzqBi1b3c64qFpCk=
cloud.google.com/go/pubsub v1.0.1/go.mod h1:R0Gpsv3s54REJCy4fxDixWD93lHJMoZTyQ2kNxGRt3I=
cloud.google.com/go/pubsub v1.1.0/go.mod h1:EwwdRX2sKPjnvnqCa270oGRyludottCI76h+R3AArQw=
cloud.google.com/go/pubsub v1.2.0/go.mod h1:jhfEVHT8odbXTkndysNHCcx0awwzvfOlguIAii9o8iA=
cloud.google.com/go/pubsub v1.3.1/go.mod h1:i+ucay31+CNRpDW4Lu78I4xXG+O1r/MAHgjpRVR+TSU=
cloud.google.com/go/storage v1.0.0/go.mod h1:IhtSnM/ZTZV8YYJWCY8RULGVqBDmpoyjwiyrjsg+URw=
cloud.google.com/go/storage v1.5.0/go.mod h1:tpKbwo567HUNpVclU5sGELwQWBDZ8gh0ZeosJ0Rtdos=
cloud.google.com/go/storage v1.6.0/go.mod h1:N7U0C8pVQ/+NIKOBQyamJIeKQKkZ+mxpohlUTyfDhBk=
cloud.google.com/go/storage v1.8.0/go.mod h1:Wv1Oy7z6Yz3DshWRJFhqM/UCfaWIRTdp0RXyy7KQOVs=
cloud.google.com/go/storage v1.10.0/go.mod h1:FLPqc6j+Ki4BU591ie1oL6qBQGu2Bl/tZ9ullr3+Kg0=
dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU=
github.com/BurntSushi/toml v0.3.1 h1:WXkYYl6Yr3qBf1K79EBnL4mak0OimBfB0XUf9Vl28OQ=
github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo=
github.com/alecthomas/template v0.0.0-20160405071501-a0175ee3bccc/go.mod h1:LOuyumcjzFXgccqObfd/Ljyb9UuFJ6TxHnclSeseNhc=
github.com/alecthomas/template v0.0.0-20190718012654-fb15b899a751/go.mod h1:LOuyumcjzFXgccqObfd/Ljyb9UuFJ6TxHnclSeseNhc=
github.com/alecthomas/units v0.0.0-20151022065526-2efee857e7cf/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0=
github.com/alecthomas/units v0.0.0-20190717042225-c3de453c63f4/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0=
github.com/alecthomas/units v0.0.0-20190924025748-f65c72e2690d/go.mod h1:rBZYJk541a8SKzHPHnH3zbiI+7dagKZ0cgpgrD7Fyho=
github.com/aws/aws-sdk-go-v2 v1.9.0/go.mod h1:cK/D0BBs0b/oWPIcX/Z/obahJK1TT7IPVjy53i/mX/4=
github.com/aws/aws-sdk-go-v2 v1.17.1 h1:02c72fDJr87N8RAC2s3Qu0YuvMRZKNZJ9F+lAehCazk=
github.com/aws/aws-sdk-go-v2 v1.17.1/go.mod h1:JLnGeGONAyi2lWXI1p0PCIOIy333JMVK1U7Hf0aRFLw=
github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.4.9 h1:RKci2D7tMwpvGpDNZnGQw9wk6v7o/xSwFcUAuNPoB8k=
github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.4.9/go.mod h1:vCmV1q1VK8eoQJ5+aYE7PkK1K6v41qJ5pJdK3ggCDvg=
github.com/aws/aws-sdk-go-v2/config v1.17.10 h1:zBy5QQ/mkvHElM1rygHPAzuH+sl8nsdSaxSWj0+rpdE=
github.com/aws/aws-sdk-go-v2/config v1.17.10/go.mod h1:/4np+UiJJKpWHN7Q+LZvqXYgyjgeXm5+lLfDI6TPZao=
github.com/aws/aws-sdk-go-v2/credentials v1.12.23 h1:LctvcJMIb8pxvk5hQhChpCu0WlU6oKQmcYb1HA4IZSA=
github.com/aws/aws-sdk-go-v2/credentials v1.12.23/go.mod h1:0awX9iRr/+UO7OwRQFpV1hNtXxOVuehpjVEzrIAYNcA=
github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.12.19 h1:E3PXZSI3F2bzyj6XxUXdTIfvp425HHhwKsFvmzBwHgs=
github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.12.19/go.mod h1:VihW95zQpeKQWVPGkwT+2+WJNQV8UXFfMTWdU6VErL8=
github.com/aws/aws-sdk-go-v2/internal/configsources v1.1.25 h1:nBO/RFxeq/IS5G9Of+ZrgucRciie2qpLy++3UGZ+q2E=
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golang.org/x/mobile v0.0.0-20190312151609-d3739f865fa6/go.mod h1:z+o9i4GpDbdi3rU15maQ/Ox0txvL9dWGYEHz965HBQE=
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