types

Documentation

Index

• Variables
• type ModelConfig
• type ModelOutputType
  • func (s ModelOutputType) String() string
• type ModelType
  • func (s ModelType) String() string

Variables

var (
	ModelOutputTypeConverter = []string{
		"AbsPower", "AbsModelWeight", "AbsComponentPower", "AbsComponentModelWeight", "DynPower", "DynModelWeight", "DynComponentPower", "DynComponentModelWeight",
	}
	ModelTypeConverter = []string{
		"Ratio", "LinearRegressor", "EstimatorSidecar",
	}
)

var (
	// Define energy source
	PlatformEnergySource  = "acpi"
	ComponentEnergySource = "rapl"
)

Types

type ModelConfig

type ModelConfig struct {
	// model configuration
	ModelType       ModelType
	ModelOutputType ModelOutputType
	TrainerName     string
	EnergySource    string
	SelectFilter    string
	InitModelURL    string

	IsNodePowerModel bool

	// initial samples to start the model
	ContainerFeatureNames       []string
	NodeFeatureNames            []string
	SystemMetaDataFeatureNames  []string
	SystemMetaDataFeatureValues []string
}

type ModelOutputType

type ModelOutputType int

const (
	// Power Model Output types
	// Absolute Power Model (AbsPower): is the power model trained by measured power (including the idle power)
	// Dynamic Power Model (DynPower): is the power model trained by dynamic power (AbsPower - idle power)
	AbsPower ModelOutputType = iota + 1
	DynPower
	Unsupported
)

func (ModelOutputType) String

func (s ModelOutputType) String() string

type ModelType

type ModelType int

const (
	// Power Model types
	Ratio            ModelType = iota + 1 // estimation happens within kepler without using Model Server
	LinearRegressor                       // estimation happens within kepler, but pre-trained model parameters are downloaded externally
	EstimatorSidecar                      // estimation happens in the sidecar with a loaded pre-trained power model
)

func (ModelType) String

func (s ModelType) String() string