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autoscale.go
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autoscale.go
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package kapacitor
import (
"fmt"
"time"
"github.com/influxdata/kapacitor/edge"
"github.com/influxdata/kapacitor/expvar"
"github.com/influxdata/kapacitor/models"
"github.com/influxdata/kapacitor/pipeline"
ec2 "github.com/influxdata/kapacitor/services/ec2/client"
k8s "github.com/influxdata/kapacitor/services/k8s/client"
swarm "github.com/influxdata/kapacitor/services/swarm/client"
"github.com/influxdata/kapacitor/tick/ast"
"github.com/influxdata/kapacitor/tick/stateful"
"github.com/pkg/errors"
)
const (
statsAutoscaleIncreaseEventsCount = "increase_events"
statsAutoscaleDecreaseEventsCount = "decrease_events"
statsAutoscaleCooldownDropsCount = "cooldown_drops"
)
type resourceID interface {
ID() string
}
type autoscaler interface {
ResourceIDFromTags(models.Tags) (resourceID, error)
Replicas(id resourceID) (int, error)
SetReplicas(id resourceID, replicas int) error
SetResourceIDOnTags(id resourceID, tags models.Tags)
}
type resourceState struct {
lastIncrease time.Time
lastDecrease time.Time
current int
}
type event struct {
ID resourceID
Old int
New int
}
type AutoscaleNode struct {
node
a autoscaler
replicasExpr stateful.Expression
replicasScopePool stateful.ScopePool
resourceStates map[string]resourceState
increaseCount *expvar.Int
decreaseCount *expvar.Int
cooldownDropsCount *expvar.Int
min int
max int
increaseCooldown time.Duration
decreaseCooldown time.Duration
currentField string
}
// Create a new AutoscaleNode which can trigger autoscale events.
func newAutoscaleNode(
et *ExecutingTask,
d NodeDiagnostic,
n pipeline.Node,
a autoscaler,
min,
max int,
increaseCooldown,
decreaseCooldown time.Duration,
currentField string,
replicas *ast.LambdaNode,
) (*AutoscaleNode, error) {
if min < 1 {
return nil, fmt.Errorf("minimum count must be >= 1, got %d", min)
}
// Initialize the replicas lambda expression scope pool
replicasExpr, err := stateful.NewExpression(replicas.Expression)
if err != nil {
return nil, errors.Wrap(err, "invalid replicas expression")
}
replicasScopePool := stateful.NewScopePool(ast.FindReferenceVariables(replicas.Expression))
kn := &AutoscaleNode{
node: node{Node: n, et: et, diag: d},
resourceStates: make(map[string]resourceState),
min: min,
max: max,
increaseCooldown: increaseCooldown,
decreaseCooldown: decreaseCooldown,
currentField: currentField,
a: a,
replicasExpr: replicasExpr,
replicasScopePool: replicasScopePool,
}
kn.node.runF = kn.runAutoscale
return kn, nil
}
func (n *AutoscaleNode) runAutoscale([]byte) error {
n.increaseCount = &expvar.Int{}
n.decreaseCount = &expvar.Int{}
n.cooldownDropsCount = &expvar.Int{}
n.statMap.Set(statsAutoscaleIncreaseEventsCount, n.increaseCount)
n.statMap.Set(statsAutoscaleDecreaseEventsCount, n.decreaseCount)
n.statMap.Set(statsAutoscaleCooldownDropsCount, n.cooldownDropsCount)
consumer := edge.NewGroupedConsumer(
n.ins[0],
n,
)
n.statMap.Set(statCardinalityGauge, consumer.CardinalityVar())
return consumer.Consume()
}
func (n *AutoscaleNode) NewGroup(group edge.GroupInfo, first edge.PointMeta) (edge.Receiver, error) {
return edge.NewReceiverFromForwardReceiverWithStats(
n.outs,
edge.NewTimedForwardReceiver(n.timer, n.newGroup()),
), nil
}
func (n *AutoscaleNode) newGroup() *autoscaleGroup {
return &autoscaleGroup{
n: n,
expr: n.replicasExpr.CopyReset(),
}
}
type autoscaleGroup struct {
n *AutoscaleNode
expr stateful.Expression
begin edge.BeginBatchMessage
}
func (g *autoscaleGroup) BeginBatch(begin edge.BeginBatchMessage) (edge.Message, error) {
g.begin = begin
return nil, nil
}
func (g *autoscaleGroup) BatchPoint(bp edge.BatchPointMessage) (edge.Message, error) {
np, err := g.n.handlePoint(g.begin.Name(), g.begin.Dimensions(), bp, g.expr)
if err != nil {
g.n.diag.Error("error batch handling point", err)
}
return np, nil
}
func (g *autoscaleGroup) EndBatch(end edge.EndBatchMessage) (edge.Message, error) {
return nil, nil
}
func (g *autoscaleGroup) Point(p edge.PointMessage) (edge.Message, error) {
np, err := g.n.handlePoint(p.Name(), p.Dimensions(), p, g.expr)
if err != nil {
g.n.diag.Error("error handling point", err)
}
return np, nil
}
func (g *autoscaleGroup) Barrier(b edge.BarrierMessage) (edge.Message, error) {
return b, nil
}
func (g *autoscaleGroup) DeleteGroup(d edge.DeleteGroupMessage) (edge.Message, error) {
return d, nil
}
func (g *autoscaleGroup) Done() {}
func (n *AutoscaleNode) handlePoint(streamName string, dims models.Dimensions, p edge.FieldsTagsTimeGetter, expr stateful.Expression) (edge.PointMessage, error) {
id, err := n.a.ResourceIDFromTags(p.Tags())
if err != nil {
return nil, err
}
state, ok := n.resourceStates[id.ID()]
if !ok {
// If we haven't seen this resource before, get its state
replicas, err := n.a.Replicas(id)
if err != nil {
return nil, errors.Wrapf(err, "could not determine initial scale for %q", id)
}
state = resourceState{
current: replicas,
}
n.resourceStates[id.ID()] = state
}
// Eval the replicas expression
newReplicas, err := n.evalExpr(state.current, expr, p)
if err != nil {
return nil, errors.Wrap(err, "failed to evaluate the replicas expression")
}
// Create the event
e := event{
ID: id,
Old: state.current,
New: newReplicas,
}
// Check bounds
if n.max > 0 && e.New > n.max {
e.New = n.max
}
if e.New < n.min {
e.New = n.min
}
// Validate something changed
if e.New == e.Old {
// Nothing to do
return nil, nil
}
// Update local copy of state
change := e.New - e.Old
state.current = e.New
// Check last change cooldown times
t := p.Time()
var counter *expvar.Int
switch {
case change > 0:
if t.Before(state.lastIncrease.Add(n.increaseCooldown)) {
// Still hot, nothing to do
n.cooldownDropsCount.Add(1)
return nil, nil
}
state.lastIncrease = t
counter = n.increaseCount
case change < 0:
if t.Before(state.lastDecrease.Add(n.decreaseCooldown)) {
// Still hot, nothing to do
n.cooldownDropsCount.Add(1)
return nil, nil
}
state.lastDecrease = t
counter = n.decreaseCount
}
// We have a valid event to apply
if err := n.applyEvent(e); err != nil {
return nil, errors.Wrap(err, "failed to apply scaling event")
}
// Only save the updated state if we were successful
n.resourceStates[id.ID()] = state
// Count event
counter.Add(1)
// Create new tags for the point.
// Leave room for the namespace,kind, and resource tags.
newTags := make(models.Tags, len(dims.TagNames)+3)
// Copy group by tags
for _, d := range dims.TagNames {
newTags[d] = p.Tags()[d]
}
n.a.SetResourceIDOnTags(id, newTags)
// Create point representing the event
return edge.NewPointMessage(
streamName, "", "",
dims,
models.Fields{
"old": int64(e.Old),
"new": int64(e.New),
},
newTags,
t,
), nil
}
func (n *AutoscaleNode) applyEvent(e event) error {
n.diag.SettingReplicas(e.New, e.Old, e.ID.ID())
err := n.a.SetReplicas(e.ID, e.New)
return errors.Wrapf(err, "failed to set new replica count for %q", e.ID)
}
func (n *AutoscaleNode) evalExpr(
current int,
expr stateful.Expression,
p edge.FieldsTagsTimeGetter,
) (int, error) {
vars := n.replicasScopePool.Get()
defer n.replicasScopePool.Put(vars)
// Set the current replicas value on the scope if requested.
if n.currentField != "" {
vars.Set(n.currentField, current)
}
// Fill the scope with the rest of the values
err := fillScope(vars, n.replicasScopePool.ReferenceVariables(), p)
if err != nil {
return 0, err
}
i, err := expr.EvalInt(vars)
if err != nil {
return 0, err
}
return int(i), err
}
////////////////////////////////////
// K8s implementation of Autoscaler
type k8sAutoscaler struct {
client k8s.Client
resourceName string
resourceNameTag string
namespaceTag string
kindTag string
nameTag string
kind string
namespace string
}
func newK8sAutoscaleNode(et *ExecutingTask, n *pipeline.K8sAutoscaleNode, d NodeDiagnostic) (*AutoscaleNode, error) {
client, err := et.tm.K8sService.Client(n.Cluster)
if err != nil {
return nil, fmt.Errorf("cannot use the k8sAutoscale node, could not create kubernetes client: %v", err)
}
a := &k8sAutoscaler{
client: client,
resourceName: n.ResourceName,
resourceNameTag: n.ResourceNameTag,
namespaceTag: n.NamespaceTag,
kindTag: n.KindTag,
nameTag: n.ResourceTag,
kind: n.Kind,
namespace: n.Namespace,
}
return newAutoscaleNode(
et,
d,
n,
a,
int(n.Min),
int(n.Max),
n.IncreaseCooldown,
n.DecreaseCooldown,
n.CurrentField,
n.Replicas,
)
}
type k8sResourceID struct {
Namespace,
Kind,
Name string
}
func (id k8sResourceID) ID() string {
return id.Name
}
func (id k8sResourceID) String() string {
return fmt.Sprintf("%s/%s/%s", id.Namespace, id.Kind, id.Name)
}
func (a *k8sAutoscaler) ResourceIDFromTags(tags models.Tags) (resourceID, error) {
// Get the name of the resource
var name string
switch {
case a.resourceName != "":
name = a.resourceName
case a.resourceNameTag != "":
t, ok := tags[a.resourceNameTag]
if ok {
name = t
}
default:
return nil, errors.New("expected one of ResourceName or ResourceNameTag to be set")
}
if name == "" {
return nil, errors.New("could not determine the name of the resource")
}
namespace := a.namespace
if namespace == "" {
namespace = k8s.NamespaceDefault
}
return k8sResourceID{
Namespace: namespace,
Kind: a.kind,
Name: name,
}, nil
}
func (a *k8sAutoscaler) getScale(kid k8sResourceID) (*k8s.Scale, error) {
scales := a.client.Scales(kid.Namespace)
scale, err := scales.Get(kid.Kind, kid.Name)
return scale, err
}
func (a *k8sAutoscaler) Replicas(id resourceID) (int, error) {
kid := id.(k8sResourceID)
scale, err := a.getScale(kid)
if err != nil {
return 0, err
}
return int(scale.Spec.Replicas), nil
}
func (a *k8sAutoscaler) SetReplicas(id resourceID, replicas int) error {
kid := id.(k8sResourceID)
scale, err := a.getScale(kid)
if err != nil {
return err
}
scale.Spec.Replicas = int32(replicas)
scales := a.client.Scales(kid.Namespace)
if err := scales.Update(kid.Kind, scale); err != nil {
return err
}
return nil
}
func (a *k8sAutoscaler) SetResourceIDOnTags(id resourceID, tags models.Tags) {
kid := id.(k8sResourceID)
// Set namespace,kind,resource tags
if a.namespaceTag != "" {
tags[a.namespaceTag] = kid.Namespace
}
if a.kindTag != "" {
tags[a.kindTag] = kid.Kind
}
if a.nameTag != "" {
tags[a.nameTag] = kid.Name
}
}
/////////////////////////////////////////////
// Docker Swarm implementation of Autoscaler
type swarmAutoscaler struct {
client swarm.Client
serviceName string
serviceNameTag string
outputServiceNameTag string
}
func newSwarmAutoscaleNode(et *ExecutingTask, n *pipeline.SwarmAutoscaleNode, d NodeDiagnostic) (*AutoscaleNode, error) {
client, err := et.tm.SwarmService.Client(n.Cluster)
if err != nil {
return nil, fmt.Errorf("cannot use the swarmAutoscale node, could not create swarm client: %v", err)
}
outputServiceNameTag := n.OutputServiceNameTag
if outputServiceNameTag == "" {
outputServiceNameTag = n.ServiceNameTag
}
a := &swarmAutoscaler{
client: client,
serviceName: n.ServiceName,
serviceNameTag: n.ServiceNameTag,
outputServiceNameTag: outputServiceNameTag,
}
return newAutoscaleNode(
et,
d,
n,
a,
int(n.Min),
int(n.Max),
n.IncreaseCooldown,
n.DecreaseCooldown,
n.CurrentField,
n.Replicas,
)
}
type swarmResourceID string
func (id swarmResourceID) ID() string {
return string(id)
}
func (a *swarmAutoscaler) ResourceIDFromTags(tags models.Tags) (resourceID, error) {
// Get the name of the resource
var name string
switch {
case a.serviceName != "":
name = a.serviceName
case a.serviceNameTag != "":
t, ok := tags[a.serviceNameTag]
if ok {
name = t
}
default:
return nil, errors.New("expected one of ServiceName or ServiceNameTag to be set")
}
if name == "" {
return nil, errors.New("could not determine the name of the resource")
}
return swarmResourceID(name), nil
}
func (a *swarmAutoscaler) Replicas(id resourceID) (int, error) {
sid := id.ID()
service, err := a.client.Service(sid)
if err != nil {
return 0, errors.Wrapf(err, "failed to get swarm service for %q", id)
}
return int(*service.Spec.Mode.Replicated.Replicas), nil
}
func (a *swarmAutoscaler) SetReplicas(id resourceID, replicas int) error {
sid := id.ID()
service, err := a.client.Service(sid)
if err != nil {
return errors.Wrapf(err, "failed to get swarm service for %q", id)
}
*service.Spec.Mode.Replicated.Replicas = uint64(replicas)
return a.client.UpdateService(service)
}
func (a *swarmAutoscaler) SetResourceIDOnTags(id resourceID, tags models.Tags) {
if a.outputServiceNameTag != "" {
tags[a.outputServiceNameTag] = id.ID()
}
}
/////////////////////////////////////////////
// EC2 implementation of Autoscaler
type ec2Autoscaler struct {
client ec2.Client
groupName string
groupNameTag string
outputGroupNameTag string
}
func newEc2AutoscaleNode(et *ExecutingTask, n *pipeline.Ec2AutoscaleNode, d NodeDiagnostic) (*AutoscaleNode, error) {
client, err := et.tm.EC2Service.Client(n.Cluster)
if err != nil {
return nil, fmt.Errorf("cannot use the EC2Autoscale node, could not create ec2 client: %v", err)
}
outputGroupNameTag := n.OutputGroupNameTag
if outputGroupNameTag == "" {
outputGroupNameTag = n.GroupNameTag
}
a := &ec2Autoscaler{
client: client,
groupName: n.GroupName,
groupNameTag: n.GroupNameTag,
outputGroupNameTag: outputGroupNameTag,
}
return newAutoscaleNode(
et,
d,
n,
a,
int(n.Min),
int(n.Max),
n.IncreaseCooldown,
n.DecreaseCooldown,
n.CurrentField,
n.Replicas,
)
}
func (a *ec2Autoscaler) ResourceIDFromTags(tags models.Tags) (resourceID, error) {
// Get the name of the resource
var name string
switch {
case a.groupName != "":
name = a.groupName
case a.groupNameTag != "":
t, ok := tags[a.groupNameTag]
if ok {
name = t
}
default:
return nil, errors.New("expected one of GroupName or GroupNameTag to be set")
}
if name == "" {
return nil, errors.New("could not determine the name of the resource")
}
return swarmResourceID(name), nil
}
func (a *ec2Autoscaler) Replicas(id resourceID) (int, error) {
sid := id.ID()
group, err := a.client.Group(sid)
if err != nil {
return 0, errors.Wrapf(err, "failed to get ec2 autoscaleGroup for %q", id)
}
var desiredcapacity int64
for _, resp := range group.AutoScalingGroups {
desiredcapacity = *resp.DesiredCapacity
}
return int(desiredcapacity), nil
}
func (a *ec2Autoscaler) SetReplicas(id resourceID, replicas int) error {
sid := id.ID()
return a.client.UpdateGroup(sid, int64(replicas))
}
func (a *ec2Autoscaler) SetResourceIDOnTags(id resourceID, tags models.Tags) {
if a.outputGroupNameTag != "" {
tags[a.outputGroupNameTag] = id.ID()
}
}