README
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Scaling actuators
This directory contains the actuators for horizontal and vertical scaling of cloud-native applications. Both actuators enable control of latency related objectives for now.
Horizontal scaling
Horizontal scaling is realized through two actions:
- scale_out which can set the number of replicas for a Deployment/ReplicaSet, and
- rm_pod which can remove PODs from Deployment/ReplicaSets.
Vertical scaling
Vertical scaling is supported for cpu resources.
If proactive planning is enabled (by providing a non-zero value for the maximum proactive CPU property) in the configuration, this actuator will aim to rightsize the resource allocations. If a given workload resource has no resource requests or limits defined and the desired SLOs are not fulfilled, the actuator will try to determine the most efficient settings. If resource requests and limits are defined, and the SLOs are not fulfilled, the proactive planning will also be active. If the targeted SLOs are reached, the proactive scaling will stop.
Once a model is available in the database - which described the most efficient resource allocations - the actuator will set the resources requests/limits for the PODs.
For now the actuator will tune the resource allocation for the last container in a POD.
Documentation
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Index ¶
- type CPUScaleActuator
- func (cs CPUScaleActuator) Effect(state *common.State, profiles map[string]common.Profile)
- func (cs CPUScaleActuator) Group() string
- func (cs CPUScaleActuator) Name() string
- func (cs CPUScaleActuator) NextState(state *common.State, goal *common.State, profiles map[string]common.Profile) ([]common.State, []float64, []planner.Action)
- func (cs CPUScaleActuator) Perform(state *common.State, plan []planner.Action)
- type CPUScaleConfig
- type CPUScaleEffect
- type RmPodActuator
- func (rm RmPodActuator) Effect(_ *common.State, _ map[string]common.Profile)
- func (rm RmPodActuator) Group() string
- func (rm RmPodActuator) Name() string
- func (rm RmPodActuator) NextState(state *common.State, goal *common.State, profiles map[string]common.Profile) ([]common.State, []float64, []planner.Action)
- func (rm RmPodActuator) Perform(state *common.State, plan []planner.Action)
- type RmPodConfig
- type ScaleOutActuator
- func (scale ScaleOutActuator) Effect(state *common.State, profiles map[string]common.Profile)
- func (scale ScaleOutActuator) Group() string
- func (scale ScaleOutActuator) Name() string
- func (scale ScaleOutActuator) NextState(state *common.State, goal *common.State, profiles map[string]common.Profile) ([]common.State, []float64, []planner.Action)
- func (scale ScaleOutActuator) Perform(state *common.State, plan []planner.Action)
- type ScaleOutConfig
- type ScaleOutEffect
Constants ¶
This section is empty.
Variables ¶
This section is empty.
Functions ¶
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Types ¶
type CPUScaleActuator ¶ added in v0.2.0
type CPUScaleActuator struct {
// contains filtered or unexported fields
}
CPUScaleActuator is an actuator supporting the resource scaling.
func NewCPUScaleActuator ¶ added in v0.2.0
func NewCPUScaleActuator(apps kubernetes.Interface, tracer controller.Tracer, cfg CPUScaleConfig) *CPUScaleActuator
NewCPUScaleActuator initializes a new actuator.
func (CPUScaleActuator) Group ¶ added in v0.2.0
func (cs CPUScaleActuator) Group() string
func (CPUScaleActuator) Name ¶ added in v0.2.0
func (cs CPUScaleActuator) Name() string
type CPUScaleConfig ¶ added in v0.2.0
type CPUScaleConfig struct {
PythonInterpreter string `json:"interpreter"`
Script string `json:"analytics_script"`
CPUMax int64 `json:"cpu_max"`
CPURounding int64 `json:"cpu_rounding"`
CPUSafeGuardFactor float64 `json:"cpu_safeguard_factor"`
MaxProActiveCPU int64 `json:"max_proactive_cpu"`
ProActiveLatencyPercentage float64 `json:"proactive_latency_percentage"`
Port int `json:"port"`
Endpoint string `json:"endpoint"`
MongoEndpoint string `json:"mongo_endpoint"`
LookBack int `json:"look_back"`
PluginManagerEndpoint string `json:"plugin_manager_endpoint"`
PluginManagerPort int `json:"plugin_manager_port"`
}
CPUScaleConfig describes the configuration for this actuator. TODO: need to validate the new parameters such as MinCore, MaxCore, CPUIncrement, and MaxProActiveCPU
type CPUScaleEffect ¶ added in v0.2.0
type CPUScaleEffect struct {
// Never ever think about making these non-public! Needed for marshalling this struct.
LatencyRange [2]float64
CPURange [2]float64
Popt [3]float64
TrainingFeatures [1]string
TargetFeature string
Image string
}
CPUScaleEffect describes the data that is stored in the knowledge base.
type RmPodActuator ¶
type RmPodActuator struct {
// contains filtered or unexported fields
}
RmPodActuator is an actuator that can remove particular PODs.
func NewRmPodActuator ¶
func NewRmPodActuator(core kubernetes.Interface, tracer controller.Tracer, cfg RmPodConfig) *RmPodActuator
NewRmPodActuator initializes a new actuator.
func (RmPodActuator) Group ¶
func (rm RmPodActuator) Group() string
func (RmPodActuator) Name ¶
func (rm RmPodActuator) Name() string
type RmPodConfig ¶
type RmPodConfig struct {
LookBack int `json:"look_back"`
MinPods int `json:"min_pods"`
Port int `json:"port"`
Endpoint string `json:"endpoint"`
MongoEndpoint string `json:"mongo_endpoint"`
PluginManagerEndpoint string `json:"plugin_manager_endpoint"`
PluginManagerPort int `json:"plugin_manager_port"`
}
RmPodConfig represents the configuration for this actuator.
type ScaleOutActuator ¶
type ScaleOutActuator struct {
// contains filtered or unexported fields
}
ScaleOutActuator is an actuator supporting horizontal scaling.
func NewScaleOutActuator ¶
func NewScaleOutActuator(apps kubernetes.Interface, tracer controller.Tracer, cfg ScaleOutConfig) *ScaleOutActuator
NewScaleOutActuator initializes a new actuator.
func (ScaleOutActuator) Group ¶
func (scale ScaleOutActuator) Group() string
func (ScaleOutActuator) Name ¶
func (scale ScaleOutActuator) Name() string
type ScaleOutConfig ¶
type ScaleOutConfig struct {
PythonInterpreter string `json:"interpreter"`
Script string `json:"analytics_script"`
MaxPods int `json:"max_pods"`
LookBack int `json:"look_back"`
MaxProActiveScaleOut int `json:"max_proactive_scale_out"`
ProActiveLatencyFactor float64 `json:"proactive_latency_factor"`
Port int `json:"port"`
Endpoint string `json:"endpoint"`
MongoEndpoint string `json:"mongo_endpoint"`
PluginManagerEndpoint string `json:"plugin_manager_endpoint"`
PluginManagerPort int `json:"plugin_manager_port"`
}
ScaleOutConfig describes the configuration for this actuator.
type ScaleOutEffect ¶
type ScaleOutEffect struct {
// TODO: make private again once refactored.
// Never ever think about making these non-public! Needed for marshalling this struct.
ThroughputRange [2]float64
ThroughputScale [2]float64
ReplicaRange [2]int
Popt [5]float64
TrainingFeatures [2]string
TargetFeature string
Image string
}
ScaleOutEffect describes the data that is stored in the knowledge base.
Source Files