// Copyright (C) The Arvados Authors. All rights reserved. // // SPDX-License-Identifier: AGPL-3.0 package ec2 import ( "crypto/md5" "crypto/rsa" "crypto/sha1" "crypto/x509" "encoding/base64" "encoding/json" "fmt" "math/big" "regexp" "strconv" "strings" "sync" "sync/atomic" "time" "git.arvados.org/arvados.git/lib/cloud" "git.arvados.org/arvados.git/sdk/go/arvados" "github.com/aws/aws-sdk-go/aws" "github.com/aws/aws-sdk-go/aws/awserr" "github.com/aws/aws-sdk-go/aws/credentials" "github.com/aws/aws-sdk-go/aws/credentials/ec2rolecreds" "github.com/aws/aws-sdk-go/aws/ec2metadata" "github.com/aws/aws-sdk-go/aws/request" "github.com/aws/aws-sdk-go/aws/session" "github.com/aws/aws-sdk-go/service/ec2" "github.com/prometheus/client_golang/prometheus" "github.com/sirupsen/logrus" "golang.org/x/crypto/ssh" ) // Driver is the ec2 implementation of the cloud.Driver interface. var Driver = cloud.DriverFunc(newEC2InstanceSet) const ( throttleDelayMin = time.Second throttleDelayMax = time.Minute ) type ec2InstanceSetConfig struct { AccessKeyID string SecretAccessKey string Region string SecurityGroupIDs arvados.StringSet SubnetID sliceOrSingleString AdminUsername string EBSVolumeType string EBSPrice float64 IAMInstanceProfile string SpotPriceUpdateInterval arvados.Duration } type sliceOrSingleString []string // UnmarshalJSON unmarshals an array of strings, and also accepts "" // as [], and "foo" as ["foo"]. func (ss *sliceOrSingleString) UnmarshalJSON(data []byte) error { if len(data) == 0 { *ss = nil } else if data[0] == '[' { var slice []string err := json.Unmarshal(data, &slice) if err != nil { return err } if len(slice) == 0 { *ss = nil } else { *ss = slice } } else { var str string err := json.Unmarshal(data, &str) if err != nil { return err } if str == "" { *ss = nil } else { *ss = []string{str} } } return nil } type ec2Interface interface { DescribeKeyPairs(input *ec2.DescribeKeyPairsInput) (*ec2.DescribeKeyPairsOutput, error) ImportKeyPair(input *ec2.ImportKeyPairInput) (*ec2.ImportKeyPairOutput, error) RunInstances(input *ec2.RunInstancesInput) (*ec2.Reservation, error) DescribeInstances(input *ec2.DescribeInstancesInput) (*ec2.DescribeInstancesOutput, error) DescribeInstanceStatusPages(input *ec2.DescribeInstanceStatusInput, fn func(*ec2.DescribeInstanceStatusOutput, bool) bool) error DescribeSpotPriceHistoryPages(input *ec2.DescribeSpotPriceHistoryInput, fn func(*ec2.DescribeSpotPriceHistoryOutput, bool) bool) error CreateTags(input *ec2.CreateTagsInput) (*ec2.CreateTagsOutput, error) TerminateInstances(input *ec2.TerminateInstancesInput) (*ec2.TerminateInstancesOutput, error) } type ec2InstanceSet struct { ec2config ec2InstanceSetConfig currentSubnetIDIndex int32 instanceSetID cloud.InstanceSetID logger logrus.FieldLogger client ec2Interface keysMtx sync.Mutex keys map[string]string throttleDelayCreate atomic.Value throttleDelayInstances atomic.Value prices map[priceKey][]cloud.InstancePrice pricesLock sync.Mutex pricesUpdated map[priceKey]time.Time mInstances *prometheus.GaugeVec mInstanceStarts *prometheus.CounterVec } func newEC2InstanceSet(config json.RawMessage, instanceSetID cloud.InstanceSetID, _ cloud.SharedResourceTags, logger logrus.FieldLogger, reg *prometheus.Registry) (prv cloud.InstanceSet, err error) { instanceSet := &ec2InstanceSet{ instanceSetID: instanceSetID, logger: logger, } err = json.Unmarshal(config, &instanceSet.ec2config) if err != nil { return nil, err } sess, err := session.NewSession() if err != nil { return nil, err } // First try any static credentials, fall back to an IAM instance profile/role creds := credentials.NewChainCredentials( []credentials.Provider{ &credentials.StaticProvider{Value: credentials.Value{AccessKeyID: instanceSet.ec2config.AccessKeyID, SecretAccessKey: instanceSet.ec2config.SecretAccessKey}}, &ec2rolecreds.EC2RoleProvider{Client: ec2metadata.New(sess)}, }) awsConfig := aws.NewConfig().WithCredentials(creds).WithRegion(instanceSet.ec2config.Region) instanceSet.client = ec2.New(session.Must(session.NewSession(awsConfig))) instanceSet.keys = make(map[string]string) if instanceSet.ec2config.EBSVolumeType == "" { instanceSet.ec2config.EBSVolumeType = "gp2" } // Set up metrics instanceSet.mInstances = prometheus.NewGaugeVec(prometheus.GaugeOpts{ Namespace: "arvados", Subsystem: "dispatchcloud", Name: "ec2_instances", Help: "Number of instances running", }, []string{"subnet_id"}) instanceSet.mInstanceStarts = prometheus.NewCounterVec(prometheus.CounterOpts{ Namespace: "arvados", Subsystem: "dispatchcloud", Name: "ec2_instance_starts_total", Help: "Number of attempts to start a new instance", }, []string{"subnet_id", "success"}) // Initialize all of the series we'll be reporting. Otherwise // the {subnet=A, success=0} series doesn't appear in metrics // at all until there's a failure in subnet A. for _, subnet := range instanceSet.ec2config.SubnetID { instanceSet.mInstanceStarts.WithLabelValues(subnet, "0").Add(0) instanceSet.mInstanceStarts.WithLabelValues(subnet, "1").Add(0) } if len(instanceSet.ec2config.SubnetID) == 0 { instanceSet.mInstanceStarts.WithLabelValues("", "0").Add(0) instanceSet.mInstanceStarts.WithLabelValues("", "1").Add(0) } if reg != nil { reg.MustRegister(instanceSet.mInstances) reg.MustRegister(instanceSet.mInstanceStarts) } return instanceSet, nil } func awsKeyFingerprint(pk ssh.PublicKey) (md5fp string, sha1fp string, err error) { // AWS key fingerprints don't use the usual key fingerprint // you get from ssh-keygen or ssh.FingerprintLegacyMD5() // (you can get that from md5.Sum(pk.Marshal()) // // AWS uses the md5 or sha1 of the PKIX DER encoding of the // public key, so calculate those fingerprints here. var rsaPub struct { Name string E *big.Int N *big.Int } if err := ssh.Unmarshal(pk.Marshal(), &rsaPub); err != nil { return "", "", fmt.Errorf("agent: Unmarshal failed to parse public key: %v", err) } rsaPk := rsa.PublicKey{ E: int(rsaPub.E.Int64()), N: rsaPub.N, } pkix, _ := x509.MarshalPKIXPublicKey(&rsaPk) md5pkix := md5.Sum([]byte(pkix)) sha1pkix := sha1.Sum([]byte(pkix)) md5fp = "" sha1fp = "" for i := 0; i < len(md5pkix); i++ { md5fp += fmt.Sprintf(":%02x", md5pkix[i]) } for i := 0; i < len(sha1pkix); i++ { sha1fp += fmt.Sprintf(":%02x", sha1pkix[i]) } return md5fp[1:], sha1fp[1:], nil } func (instanceSet *ec2InstanceSet) Create( instanceType arvados.InstanceType, imageID cloud.ImageID, newTags cloud.InstanceTags, initCommand cloud.InitCommand, publicKey ssh.PublicKey) (cloud.Instance, error) { ec2tags := []*ec2.Tag{} for k, v := range newTags { ec2tags = append(ec2tags, &ec2.Tag{ Key: aws.String(k), Value: aws.String(v), }) } var groups []string for sg := range instanceSet.ec2config.SecurityGroupIDs { groups = append(groups, sg) } rii := ec2.RunInstancesInput{ ImageId: aws.String(string(imageID)), InstanceType: &instanceType.ProviderType, MaxCount: aws.Int64(1), MinCount: aws.Int64(1), NetworkInterfaces: []*ec2.InstanceNetworkInterfaceSpecification{ { AssociatePublicIpAddress: aws.Bool(false), DeleteOnTermination: aws.Bool(true), DeviceIndex: aws.Int64(0), Groups: aws.StringSlice(groups), }}, DisableApiTermination: aws.Bool(false), InstanceInitiatedShutdownBehavior: aws.String("terminate"), TagSpecifications: []*ec2.TagSpecification{ { ResourceType: aws.String("instance"), Tags: ec2tags, }}, MetadataOptions: &ec2.InstanceMetadataOptionsRequest{ // Require IMDSv2, as described at // https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/configuring-IMDS-new-instances.html HttpEndpoint: aws.String(ec2.InstanceMetadataEndpointStateEnabled), HttpTokens: aws.String(ec2.HttpTokensStateRequired), }, UserData: aws.String(base64.StdEncoding.EncodeToString([]byte("#!/bin/sh\n" + initCommand + "\n"))), } if publicKey != nil { keyname, err := instanceSet.getKeyName(publicKey) if err != nil { return nil, err } rii.KeyName = &keyname } if instanceType.AddedScratch > 0 { rii.BlockDeviceMappings = []*ec2.BlockDeviceMapping{{ DeviceName: aws.String("/dev/xvdt"), Ebs: &ec2.EbsBlockDevice{ DeleteOnTermination: aws.Bool(true), VolumeSize: aws.Int64((int64(instanceType.AddedScratch) + (1<<30 - 1)) >> 30), VolumeType: &instanceSet.ec2config.EBSVolumeType, }}} } if instanceType.Preemptible { rii.InstanceMarketOptions = &ec2.InstanceMarketOptionsRequest{ MarketType: aws.String("spot"), SpotOptions: &ec2.SpotMarketOptions{ InstanceInterruptionBehavior: aws.String("terminate"), MaxPrice: aws.String(fmt.Sprintf("%v", instanceType.Price)), }} } if instanceSet.ec2config.IAMInstanceProfile != "" { rii.IamInstanceProfile = &ec2.IamInstanceProfileSpecification{ Name: aws.String(instanceSet.ec2config.IAMInstanceProfile), } } var rsv *ec2.Reservation var errToReturn error subnets := instanceSet.ec2config.SubnetID currentSubnetIDIndex := int(atomic.LoadInt32(&instanceSet.currentSubnetIDIndex)) for tryOffset := 0; ; tryOffset++ { tryIndex := 0 trySubnet := "" if len(subnets) > 0 { tryIndex = (currentSubnetIDIndex + tryOffset) % len(subnets) trySubnet = subnets[tryIndex] rii.NetworkInterfaces[0].SubnetId = aws.String(trySubnet) } var err error rsv, err = instanceSet.client.RunInstances(&rii) instanceSet.mInstanceStarts.WithLabelValues(trySubnet, boolLabelValue[err == nil]).Add(1) if !isErrorCapacity(errToReturn) || isErrorCapacity(err) { // We want to return the last capacity error, // if any; otherwise the last non-capacity // error. errToReturn = err } if isErrorSubnetSpecific(err) && tryOffset < len(subnets)-1 { instanceSet.logger.WithError(err).WithField("SubnetID", subnets[tryIndex]). Warn("RunInstances failed, trying next subnet") continue } // Succeeded, or exhausted all subnets, or got a // non-subnet-related error. // // We intentionally update currentSubnetIDIndex even // in the non-retryable-failure case here to avoid a // situation where successive calls to Create() keep // returning errors for the same subnet (perhaps // "subnet full") and never reveal the errors for the // other configured subnets (perhaps "subnet ID // invalid"). atomic.StoreInt32(&instanceSet.currentSubnetIDIndex, int32(tryIndex)) break } if rsv == nil || len(rsv.Instances) == 0 { return nil, wrapError(errToReturn, &instanceSet.throttleDelayCreate) } return &ec2Instance{ provider: instanceSet, instance: rsv.Instances[0], }, nil } func (instanceSet *ec2InstanceSet) getKeyName(publicKey ssh.PublicKey) (string, error) { instanceSet.keysMtx.Lock() defer instanceSet.keysMtx.Unlock() md5keyFingerprint, sha1keyFingerprint, err := awsKeyFingerprint(publicKey) if err != nil { return "", fmt.Errorf("Could not make key fingerprint: %v", err) } if keyname, ok := instanceSet.keys[md5keyFingerprint]; ok { return keyname, nil } keyout, err := instanceSet.client.DescribeKeyPairs(&ec2.DescribeKeyPairsInput{ Filters: []*ec2.Filter{{ Name: aws.String("fingerprint"), Values: []*string{&md5keyFingerprint, &sha1keyFingerprint}, }}, }) if err != nil { return "", fmt.Errorf("Could not search for keypair: %v", err) } if len(keyout.KeyPairs) > 0 { return *(keyout.KeyPairs[0].KeyName), nil } keyname := "arvados-dispatch-keypair-" + md5keyFingerprint _, err = instanceSet.client.ImportKeyPair(&ec2.ImportKeyPairInput{ KeyName: &keyname, PublicKeyMaterial: ssh.MarshalAuthorizedKey(publicKey), }) if err != nil { return "", fmt.Errorf("Could not import keypair: %v", err) } instanceSet.keys[md5keyFingerprint] = keyname return keyname, nil } func (instanceSet *ec2InstanceSet) Instances(tags cloud.InstanceTags) (instances []cloud.Instance, err error) { var filters []*ec2.Filter for k, v := range tags { filters = append(filters, &ec2.Filter{ Name: aws.String("tag:" + k), Values: []*string{aws.String(v)}, }) } needAZs := false dii := &ec2.DescribeInstancesInput{Filters: filters} for { dio, err := instanceSet.client.DescribeInstances(dii) err = wrapError(err, &instanceSet.throttleDelayInstances) if err != nil { return nil, err } for _, rsv := range dio.Reservations { for _, inst := range rsv.Instances { if *inst.State.Name != "shutting-down" && *inst.State.Name != "terminated" { instances = append(instances, &ec2Instance{ provider: instanceSet, instance: inst, }) if aws.StringValue(inst.InstanceLifecycle) == "spot" { needAZs = true } } } } if dio.NextToken == nil { break } dii.NextToken = dio.NextToken } if needAZs && instanceSet.ec2config.SpotPriceUpdateInterval > 0 { az := map[string]string{} err := instanceSet.client.DescribeInstanceStatusPages(&ec2.DescribeInstanceStatusInput{ IncludeAllInstances: aws.Bool(true), }, func(page *ec2.DescribeInstanceStatusOutput, lastPage bool) bool { for _, ent := range page.InstanceStatuses { az[*ent.InstanceId] = *ent.AvailabilityZone } return true }) if err != nil { instanceSet.logger.Warnf("error getting instance statuses: %s", err) } for _, inst := range instances { inst := inst.(*ec2Instance) inst.availabilityZone = az[*inst.instance.InstanceId] } instanceSet.updateSpotPrices(instances) } // Count instances in each subnet, and report in metrics. subnetInstances := map[string]int{"": 0} for _, subnet := range instanceSet.ec2config.SubnetID { subnetInstances[subnet] = 0 } for _, inst := range instances { subnet := inst.(*ec2Instance).instance.SubnetId if subnet != nil { subnetInstances[*subnet]++ } else { subnetInstances[""]++ } } for subnet, count := range subnetInstances { instanceSet.mInstances.WithLabelValues(subnet).Set(float64(count)) } return instances, err } type priceKey struct { instanceType string spot bool availabilityZone string } // Refresh recent spot instance pricing data for the given instances, // unless we already have recent pricing data for all relevant types. func (instanceSet *ec2InstanceSet) updateSpotPrices(instances []cloud.Instance) { if len(instances) == 0 { return } instanceSet.pricesLock.Lock() defer instanceSet.pricesLock.Unlock() if instanceSet.prices == nil { instanceSet.prices = map[priceKey][]cloud.InstancePrice{} instanceSet.pricesUpdated = map[priceKey]time.Time{} } updateTime := time.Now() staleTime := updateTime.Add(-instanceSet.ec2config.SpotPriceUpdateInterval.Duration()) needUpdate := false allTypes := map[string]bool{} for _, inst := range instances { ec2inst := inst.(*ec2Instance).instance if aws.StringValue(ec2inst.InstanceLifecycle) == "spot" { pk := priceKey{ instanceType: *ec2inst.InstanceType, spot: true, availabilityZone: inst.(*ec2Instance).availabilityZone, } if instanceSet.pricesUpdated[pk].Before(staleTime) { needUpdate = true } allTypes[*ec2inst.InstanceType] = true } } if !needUpdate { return } var typeFilterValues []*string for instanceType := range allTypes { typeFilterValues = append(typeFilterValues, aws.String(instanceType)) } // Get 3x update interval worth of pricing data. (Ideally the // AWS API would tell us "we have shown you all of the price // changes up to time T", but it doesn't, so we'll just ask // for 3 intervals worth of data on each update, de-duplicate // the data points, and not worry too much about occasionally // missing some data points when our lookups fail twice in a // row. dsphi := &ec2.DescribeSpotPriceHistoryInput{ StartTime: aws.Time(updateTime.Add(-3 * instanceSet.ec2config.SpotPriceUpdateInterval.Duration())), Filters: []*ec2.Filter{ &ec2.Filter{Name: aws.String("instance-type"), Values: typeFilterValues}, &ec2.Filter{Name: aws.String("product-description"), Values: []*string{aws.String("Linux/UNIX")}}, }, } err := instanceSet.client.DescribeSpotPriceHistoryPages(dsphi, func(page *ec2.DescribeSpotPriceHistoryOutput, lastPage bool) bool { for _, ent := range page.SpotPriceHistory { if ent.InstanceType == nil || ent.SpotPrice == nil || ent.Timestamp == nil { // bogus record? continue } price, err := strconv.ParseFloat(*ent.SpotPrice, 64) if err != nil { // bogus record? continue } pk := priceKey{ instanceType: *ent.InstanceType, spot: true, availabilityZone: *ent.AvailabilityZone, } instanceSet.prices[pk] = append(instanceSet.prices[pk], cloud.InstancePrice{ StartTime: *ent.Timestamp, Price: price, }) instanceSet.pricesUpdated[pk] = updateTime } return true }) if err != nil { instanceSet.logger.Warnf("error retrieving spot instance prices: %s", err) } expiredTime := updateTime.Add(-64 * instanceSet.ec2config.SpotPriceUpdateInterval.Duration()) for pk, last := range instanceSet.pricesUpdated { if last.Before(expiredTime) { delete(instanceSet.pricesUpdated, pk) delete(instanceSet.prices, pk) } } for pk, prices := range instanceSet.prices { instanceSet.prices[pk] = cloud.NormalizePriceHistory(prices) } } func (instanceSet *ec2InstanceSet) Stop() { } type ec2Instance struct { provider *ec2InstanceSet instance *ec2.Instance availabilityZone string // sometimes available for spot instances } func (inst *ec2Instance) ID() cloud.InstanceID { return cloud.InstanceID(*inst.instance.InstanceId) } func (inst *ec2Instance) String() string { return *inst.instance.InstanceId } func (inst *ec2Instance) ProviderType() string { return *inst.instance.InstanceType } func (inst *ec2Instance) SetTags(newTags cloud.InstanceTags) error { var ec2tags []*ec2.Tag for k, v := range newTags { ec2tags = append(ec2tags, &ec2.Tag{ Key: aws.String(k), Value: aws.String(v), }) } _, err := inst.provider.client.CreateTags(&ec2.CreateTagsInput{ Resources: []*string{inst.instance.InstanceId}, Tags: ec2tags, }) return err } func (inst *ec2Instance) Tags() cloud.InstanceTags { tags := make(map[string]string) for _, t := range inst.instance.Tags { tags[*t.Key] = *t.Value } return tags } func (inst *ec2Instance) Destroy() error { _, err := inst.provider.client.TerminateInstances(&ec2.TerminateInstancesInput{ InstanceIds: []*string{inst.instance.InstanceId}, }) return err } func (inst *ec2Instance) Address() string { if inst.instance.PrivateIpAddress != nil { return *inst.instance.PrivateIpAddress } return "" } func (inst *ec2Instance) RemoteUser() string { return inst.provider.ec2config.AdminUsername } func (inst *ec2Instance) VerifyHostKey(ssh.PublicKey, *ssh.Client) error { return cloud.ErrNotImplemented } // PriceHistory returns the price history for this specific instance. // // AWS documentation is elusive about whether the hourly cost of a // given spot instance changes as the current spot price changes for // the corresponding instance type and availability zone. Our // implementation assumes the answer is yes, based on the following // hints. // // https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/spot-requests.html // says: "After your Spot Instance is running, if the Spot price rises // above your maximum price, Amazon EC2 interrupts your Spot // Instance." (This doesn't address what happens when the spot price // rises *without* exceeding your maximum price.) // // https://docs.aws.amazon.com/whitepapers/latest/cost-optimization-leveraging-ec2-spot-instances/how-spot-instances-work.html // says: "You pay the Spot price that's in effect, billed to the // nearest second." (But it's not explicitly stated whether "the price // in effect" changes over time for a given instance.) // // The same page also says, in a discussion about the effect of // specifying a maximum price: "Note that you never pay more than the // Spot price that is in effect when your Spot Instance is running." // (The use of the phrase "is running", as opposed to "was launched", // hints that pricing is dynamic.) func (inst *ec2Instance) PriceHistory(instType arvados.InstanceType) []cloud.InstancePrice { inst.provider.pricesLock.Lock() defer inst.provider.pricesLock.Unlock() // Note updateSpotPrices currently populates // inst.provider.prices only for spot instances, so if // spot==false here, we will return no data. pk := priceKey{ instanceType: *inst.instance.InstanceType, spot: aws.StringValue(inst.instance.InstanceLifecycle) == "spot", availabilityZone: inst.availabilityZone, } var prices []cloud.InstancePrice for _, price := range inst.provider.prices[pk] { // ceil(added scratch space in GiB) gib := (instType.AddedScratch + 1<<30 - 1) >> 30 monthly := inst.provider.ec2config.EBSPrice * float64(gib) hourly := monthly / 30 / 24 price.Price += hourly prices = append(prices, price) } return prices } type rateLimitError struct { error earliestRetry time.Time } func (err rateLimitError) EarliestRetry() time.Time { return err.earliestRetry } type capacityError struct { error isInstanceTypeSpecific bool } func (er *capacityError) IsCapacityError() bool { return true } func (er *capacityError) IsInstanceTypeSpecific() bool { return er.isInstanceTypeSpecific } var isCodeQuota = map[string]bool{ "InstanceLimitExceeded": true, "InsufficientAddressCapacity": true, "InsufficientFreeAddressesInSubnet": true, "InsufficientVolumeCapacity": true, "MaxSpotInstanceCountExceeded": true, "VcpuLimitExceeded": true, } // isErrorQuota returns whether the error indicates we have reached // some usage quota/limit -- i.e., immediately retrying with an equal // or larger instance type will probably not work. // // Returns false if error is nil. func isErrorQuota(err error) bool { if aerr, ok := err.(awserr.Error); ok && aerr != nil { if _, ok := isCodeQuota[aerr.Code()]; ok { return true } } return false } var reSubnetSpecificInvalidParameterMessage = regexp.MustCompile(`(?ms).*( subnet |sufficient free [Ii]pv[46] addresses).*`) // isErrorSubnetSpecific returns true if the problem encountered by // RunInstances might be avoided by trying a different subnet. func isErrorSubnetSpecific(err error) bool { aerr, ok := err.(awserr.Error) if !ok { return false } code := aerr.Code() return strings.Contains(code, "Subnet") || code == "InsufficientInstanceCapacity" || code == "InsufficientVolumeCapacity" || code == "Unsupported" || // See TestIsErrorSubnetSpecific for examples of why // we look for substrings in code/message instead of // only using specific codes here. (strings.Contains(code, "InvalidParameter") && reSubnetSpecificInvalidParameterMessage.MatchString(aerr.Message())) } // isErrorCapacity returns true if the error indicates lack of // capacity (either temporary or permanent) to run a specific instance // type -- i.e., retrying with a different instance type might // succeed. func isErrorCapacity(err error) bool { aerr, ok := err.(awserr.Error) if !ok { return false } code := aerr.Code() return code == "InsufficientInstanceCapacity" || (code == "Unsupported" && strings.Contains(aerr.Message(), "requested instance type")) } type ec2QuotaError struct { error } func (er *ec2QuotaError) IsQuotaError() bool { return true } func wrapError(err error, throttleValue *atomic.Value) error { if request.IsErrorThrottle(err) { // Back off exponentially until an upstream call // either succeeds or returns a non-throttle error. d, _ := throttleValue.Load().(time.Duration) d = d*3/2 + time.Second if d < throttleDelayMin { d = throttleDelayMin } else if d > throttleDelayMax { d = throttleDelayMax } throttleValue.Store(d) return rateLimitError{error: err, earliestRetry: time.Now().Add(d)} } else if isErrorQuota(err) { return &ec2QuotaError{err} } else if isErrorCapacity(err) { return &capacityError{err, true} } else if err != nil { throttleValue.Store(time.Duration(0)) return err } throttleValue.Store(time.Duration(0)) return nil } var boolLabelValue = map[bool]string{false: "0", true: "1"}