v1alpha1

package
v0.4.787 Latest Latest
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 Go to latest Published: May 22, 2022 License: Apache-2.0 Imports: 37 Imported by: 0

Documentation

Overview

+groupName=training.modela.ai +kubebuilder:object:generate=true

+kubebuilder:object:generate=true +groupName=training.modela.ai

Index

Constants

View Source 
const (
	ReasonFailed             = "Failed"
	ReasonTesting            = "Testing"
	ReasonReporting          = "Reporting"
	ReasonProfiling          = "Profiling"
	ReasonPublishing         = "Publishing"
	ReasonReleasing          = "Releasing"
	ReasonTraining           = "Training"
	ReasonBaselining         = "Baselining"
	ReasonFeatureEngineering = "FeatureEngineering"
	ReasonCreateEnsemble     = "CreateEnsemble"
	ReasonPausing            = "Pausing"
	ReasonWaitingToTrain     = "WaitingToTrain"
	ReasonWaitingToTest      = "WaitingToTest"
)
View Source 
const (
	MCRSaved     ModelCompilerRunConditionType = "Saved"
	MCRCompleted PipelineRunConditionType      = "Completed"
)

/ ModelCompilerRun Condition

View Source 
const (
	DEFAULT_MIN_SCORE float64 = 0.8
)
View Source 
const NotebookTpl = `` /* 315-byte string literal not displayed */
View Source 
const PipelineLabelKey = "pipeline"

Variables

View Source 
var (
	ErrInvalidLengthGenerated        = fmt.Errorf("proto: negative length found during unmarshaling")
	ErrIntOverflowGenerated          = fmt.Errorf("proto: integer overflow")
	ErrUnexpectedEndOfGroupGenerated = fmt.Errorf("proto: unexpected end of group")
)
View Source 
var (
	// SchemeBuilder registers our types
	SchemeBuilder = k8sruntime.NewSchemeBuilder(AddKnownTypes)
	// AddToScheme local alias for SchemeBuilder.AddToScheme
	AddToScheme = SchemeBuilder.AddToScheme
)
View Source 
var SchemeGroupVersion = schema.GroupVersion{Group: training.GroupName, Version: "v1alpha1"}

SchemeGroupVersion is group version used to register these objects

Functions

func AddKnownTypes 

func AddKnownTypes(scheme *k8sruntime.Scheme) error

Adds the list of known types to api.Scheme.

func DefaultObjective 

func DefaultObjective(task catalog.MLTask) catalog.Metric

func HyperparamAsString 

func HyperparamAsString(params []HyperParameterValue) string

func Kind 

func Kind(kind string) schema.GroupKind

Kind takes an unqualified kind and returns back a Group qualified GroupKind

func Resource 

func Resource(resource string) schema.GroupResource

Resource takes an unqualified resource and returns a Group qualified GroupResource

Types

type ActivationName 

type ActivationName string
const (
	ActivationNameSoftMax     ActivationName = "softmax"
	ActivationNameElu         ActivationName = "elu"
	ActivationNameSelu        ActivationName = "selu"
	ActivationNameSoftsign    ActivationName = "softsign"
	ActivationNameRelu        ActivationName = "relu"
	ActivationNameTanh        ActivationName = "tanh"
	ActivationNameSigmoid     ActivationName = "sigmoid"
	ActivationNameHardSigmoid ActivationName = "hardsigmoid"
	ActivationNameExponential ActivationName = "exponential"
	ActivationNameLinear      ActivationName = "linear"
)

type AlgorithmSearchSpaceSpec 

type AlgorithmSearchSpaceSpec struct {
	// AllowList contains the collection of algorithms available to the Study specifying the AlgorithmSearchSpaceSpec.
	// If empty, all algorithms will be available for training
	// +kubebuilder:validation:Optional
	AllowList []catalog.ClassicEstimatorName `json:"allowlist,omitempty" protobuf:"bytes,1,rep,name=allowlist"`
}

AlgorithmSearchSpaceSpec defines the algorithms available to models produced by a Study

func (*AlgorithmSearchSpaceSpec) DeepCopy 

func (in *AlgorithmSearchSpaceSpec) DeepCopy() *AlgorithmSearchSpaceSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new AlgorithmSearchSpaceSpec.

func (*AlgorithmSearchSpaceSpec) DeepCopyInto 

func (in *AlgorithmSearchSpaceSpec) DeepCopyInto(out *AlgorithmSearchSpaceSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*AlgorithmSearchSpaceSpec) Descriptor 

func (*AlgorithmSearchSpaceSpec) Descriptor() ([]byte, []int)

func (*AlgorithmSearchSpaceSpec) Marshal 

func (m *AlgorithmSearchSpaceSpec) Marshal() (dAtA []byte, err error)

func (*AlgorithmSearchSpaceSpec) MarshalTo 

func (m *AlgorithmSearchSpaceSpec) MarshalTo(dAtA []byte) (int, error)

func (*AlgorithmSearchSpaceSpec) MarshalToSizedBuffer 

func (m *AlgorithmSearchSpaceSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*AlgorithmSearchSpaceSpec) ProtoMessage 

func (*AlgorithmSearchSpaceSpec) ProtoMessage()

func (*AlgorithmSearchSpaceSpec) Reset 

func (m *AlgorithmSearchSpaceSpec) Reset()

func (*AlgorithmSearchSpaceSpec) Size 

func (m *AlgorithmSearchSpaceSpec) Size() (n int)

func (*AlgorithmSearchSpaceSpec) String 

func (this *AlgorithmSearchSpaceSpec) String() string

func (*AlgorithmSearchSpaceSpec) Unmarshal 

func (m *AlgorithmSearchSpaceSpec) Unmarshal(dAtA []byte) error

func (*AlgorithmSearchSpaceSpec) XXX_DiscardUnknown 

func (m *AlgorithmSearchSpaceSpec) XXX_DiscardUnknown()

func (*AlgorithmSearchSpaceSpec) XXX_Marshal 

func (m *AlgorithmSearchSpaceSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*AlgorithmSearchSpaceSpec) XXX_Merge 

func (m *AlgorithmSearchSpaceSpec) XXX_Merge(src proto.Message)

func (*AlgorithmSearchSpaceSpec) XXX_Size 

func (m *AlgorithmSearchSpaceSpec) XXX_Size() int

func (*AlgorithmSearchSpaceSpec) XXX_Unmarshal 

func (m *AlgorithmSearchSpaceSpec) XXX_Unmarshal(b []byte) error

type AudioPipelineSpec 

type AudioPipelineSpec struct {
	// The date time imputer.
	// +kubebuilder:default:="auto"
	// +kubebuilder:validation:Optional
	Featurizer *catalog.AudioFeaturizer `json:"featurizer,omitempty" protobuf:"bytes,1,opt,name=featurizer"`
}

AudioPipelineSpec represents a single pipeline for preprocessing audio data

func (*AudioPipelineSpec) DeepCopy 

func (in *AudioPipelineSpec) DeepCopy() *AudioPipelineSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new AudioPipelineSpec.

func (*AudioPipelineSpec) DeepCopyInto 

func (in *AudioPipelineSpec) DeepCopyInto(out *AudioPipelineSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*AudioPipelineSpec) Descriptor 

func (*AudioPipelineSpec) Descriptor() ([]byte, []int)

func (*AudioPipelineSpec) Marshal 

func (m *AudioPipelineSpec) Marshal() (dAtA []byte, err error)

func (*AudioPipelineSpec) MarshalTo 

func (m *AudioPipelineSpec) MarshalTo(dAtA []byte) (int, error)

func (*AudioPipelineSpec) MarshalToSizedBuffer 

func (m *AudioPipelineSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*AudioPipelineSpec) ProtoMessage 

func (*AudioPipelineSpec) ProtoMessage()

func (*AudioPipelineSpec) Reset 

func (m *AudioPipelineSpec) Reset()

func (*AudioPipelineSpec) Size 

func (m *AudioPipelineSpec) Size() (n int)

func (*AudioPipelineSpec) String 

func (this *AudioPipelineSpec) String() string

func (*AudioPipelineSpec) Unmarshal 

func (m *AudioPipelineSpec) Unmarshal(dAtA []byte) error

func (*AudioPipelineSpec) XXX_DiscardUnknown 

func (m *AudioPipelineSpec) XXX_DiscardUnknown()

func (*AudioPipelineSpec) XXX_Marshal 

func (m *AudioPipelineSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*AudioPipelineSpec) XXX_Merge 

func (m *AudioPipelineSpec) XXX_Merge(src proto.Message)

func (*AudioPipelineSpec) XXX_Size 

func (m *AudioPipelineSpec) XXX_Size() int

func (*AudioPipelineSpec) XXX_Unmarshal 

func (m *AudioPipelineSpec) XXX_Unmarshal(b []byte) error

type BacktestSpec 

type BacktestSpec struct {
	// If true, use sliding windows, else use expanding windows
	// +kubebuilder:default = false
	// +kubebuilder:validation:Optional
	Sliding *bool `json:"sliding,omitempty" protobuf:"varint,1,opt,name=sliding"`
	// Number of splits. Default is 5
	// +kubebuilder:default = 5
	// +kubebuilder:validation:Optional
	Splits *int32 `json:"splits,omitempty" protobuf:"varint,2,opt,name=splits"`
	// Max size for a single training set
	// +kubebuilder:default = 0
	// +kubebuilder:validation:Optional
	MaxTrainSize *int32 `json:"maxTrainSize,omitempty" protobuf:"varint,3,opt,name=maxTrainSize"`
	// The number of data points to forecast on.
	// +kubebuilder:default = 0
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Optional
	TestSize *int32 `json:"Horizon,omitempty" protobuf:"varint,4,opt,name=Horizon"`
	// The number of data points between each windows
	// +kubebuilder:default = 0
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Optional
	Gap *int32 `json:"gap,omitempty" protobuf:"varint,5,opt,name=gap"`
}

BacktestSpec specify the back test

func (*BacktestSpec) DeepCopy 

func (in *BacktestSpec) DeepCopy() *BacktestSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new BacktestSpec.

func (*BacktestSpec) DeepCopyInto 

func (in *BacktestSpec) DeepCopyInto(out *BacktestSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*BacktestSpec) Descriptor 

func (*BacktestSpec) Descriptor() ([]byte, []int)

func (*BacktestSpec) Marshal 

func (m *BacktestSpec) Marshal() (dAtA []byte, err error)

func (*BacktestSpec) MarshalTo 

func (m *BacktestSpec) MarshalTo(dAtA []byte) (int, error)

func (*BacktestSpec) MarshalToSizedBuffer 

func (m *BacktestSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*BacktestSpec) ProtoMessage 

func (*BacktestSpec) ProtoMessage()

func (*BacktestSpec) Reset 

func (m *BacktestSpec) Reset()

func (*BacktestSpec) Size 

func (m *BacktestSpec) Size() (n int)

func (*BacktestSpec) String 

func (this *BacktestSpec) String() string

func (*BacktestSpec) Unmarshal 

func (m *BacktestSpec) Unmarshal(dAtA []byte) error

func (*BacktestSpec) XXX_DiscardUnknown 

func (m *BacktestSpec) XXX_DiscardUnknown()

func (*BacktestSpec) XXX_Marshal 

func (m *BacktestSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*BacktestSpec) XXX_Merge 

func (m *BacktestSpec) XXX_Merge(src proto.Message)

func (*BacktestSpec) XXX_Size 

func (m *BacktestSpec) XXX_Size() int

func (*BacktestSpec) XXX_Unmarshal 

func (m *BacktestSpec) XXX_Unmarshal(b []byte) error

type BaselineSpec 

type BaselineSpec struct {
	// Indicates if baseline models will be produced. Enabling baseline will create a model for each
	// algorithm in the parent Study's search space with default hyper-parameters
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// Baselines contains the collection of algorithms that models will be created with
	// +kubebuilder:validation:Optional
	Baselines []catalog.ClassicEstimatorName `json:"baselines,omitempty" protobuf:"bytes,2,rep,name=baselines"`
	// Indicates if models will be created for every algorithm
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	All *bool `json:"all,omitempty" protobuf:"varint,3,opt,name=all"`
}

BaselineSpec specifies the configuration to produce baseline models

func (*BaselineSpec) DeepCopy 

func (in *BaselineSpec) DeepCopy() *BaselineSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new BaselineSpec.

func (*BaselineSpec) DeepCopyInto 

func (in *BaselineSpec) DeepCopyInto(out *BaselineSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*BaselineSpec) Descriptor 

func (*BaselineSpec) Descriptor() ([]byte, []int)

func (*BaselineSpec) Marshal 

func (m *BaselineSpec) Marshal() (dAtA []byte, err error)

func (*BaselineSpec) MarshalTo 

func (m *BaselineSpec) MarshalTo(dAtA []byte) (int, error)

func (*BaselineSpec) MarshalToSizedBuffer 

func (m *BaselineSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*BaselineSpec) ProtoMessage 

func (*BaselineSpec) ProtoMessage()

func (*BaselineSpec) Reset 

func (m *BaselineSpec) Reset()

func (*BaselineSpec) Size 

func (m *BaselineSpec) Size() (n int)

func (*BaselineSpec) String 

func (this *BaselineSpec) String() string

func (*BaselineSpec) Unmarshal 

func (m *BaselineSpec) Unmarshal(dAtA []byte) error

func (*BaselineSpec) XXX_DiscardUnknown 

func (m *BaselineSpec) XXX_DiscardUnknown()

func (*BaselineSpec) XXX_Marshal 

func (m *BaselineSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*BaselineSpec) XXX_Merge 

func (m *BaselineSpec) XXX_Merge(src proto.Message)

func (*BaselineSpec) XXX_Size 

func (m *BaselineSpec) XXX_Size() int

func (*BaselineSpec) XXX_Unmarshal 

func (m *BaselineSpec) XXX_Unmarshal(b []byte) error

type CapacityStageSpec 

type CapacityStageSpec struct {
	// Enabled indicates that the stage is enabled
	// +kubebuilder:default:=false
	//+kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// ServingSiteName is the serving site for the testing during the capacity stage
	// If the serving site is empty or null, the system will skip the capacity stage unit tests.
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	ServingSiteName *string `json:"servingSiteName,omitempty" protobuf:"bytes,2,opt,name=servingSiteName"`
	// Validations is the specification of tests to run in this stage
	// +kubebuilder:validation:Optional
	Validations []ModelValidation `json:"validations,omitempty" protobuf:"bytes,3,rep,name=validations"`
	// Resource define the hardware resources req.
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,4,opt,name=resources"`
}

CapacityStageSpec is the desired state of the capcity testing.

func (*CapacityStageSpec) DeepCopy 

func (in *CapacityStageSpec) DeepCopy() *CapacityStageSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CapacityStageSpec.

func (*CapacityStageSpec) DeepCopyInto 

func (in *CapacityStageSpec) DeepCopyInto(out *CapacityStageSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CapacityStageSpec) Descriptor 

func (*CapacityStageSpec) Descriptor() ([]byte, []int)

func (*CapacityStageSpec) Marshal 

func (m *CapacityStageSpec) Marshal() (dAtA []byte, err error)

func (*CapacityStageSpec) MarshalTo 

func (m *CapacityStageSpec) MarshalTo(dAtA []byte) (int, error)

func (*CapacityStageSpec) MarshalToSizedBuffer 

func (m *CapacityStageSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CapacityStageSpec) ProtoMessage 

func (*CapacityStageSpec) ProtoMessage()

func (*CapacityStageSpec) Reset 

func (m *CapacityStageSpec) Reset()

func (*CapacityStageSpec) Size 

func (m *CapacityStageSpec) Size() (n int)

func (*CapacityStageSpec) String 

func (this *CapacityStageSpec) String() string

func (*CapacityStageSpec) Unmarshal 

func (m *CapacityStageSpec) Unmarshal(dAtA []byte) error

func (*CapacityStageSpec) XXX_DiscardUnknown 

func (m *CapacityStageSpec) XXX_DiscardUnknown()

func (*CapacityStageSpec) XXX_Marshal 

func (m *CapacityStageSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CapacityStageSpec) XXX_Merge 

func (m *CapacityStageSpec) XXX_Merge(src proto.Message)

func (*CapacityStageSpec) XXX_Size 

func (m *CapacityStageSpec) XXX_Size() int

func (*CapacityStageSpec) XXX_Unmarshal 

func (m *CapacityStageSpec) XXX_Unmarshal(b []byte) error

type ChangePointSpec 

type ChangePointSpec struct {
	// number of change points
	// +kubebuilder:default = 25
	// +kubebuilder:validation:Optional
	N *int32 `json:"N,omitempty" protobuf:"varint,1,opt,name=N"`
	// Change point range
	// +kubebuilder:default = 0.8
	// +kubebuilder:validation:Optional
	Range *float64 `json:"range,omitempty" protobuf:"bytes,2,opt,name=range"`
}

func (*ChangePointSpec) DeepCopy 

func (in *ChangePointSpec) DeepCopy() *ChangePointSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ChangePointSpec.

func (*ChangePointSpec) DeepCopyInto 

func (in *ChangePointSpec) DeepCopyInto(out *ChangePointSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ChangePointSpec) Descriptor 

func (*ChangePointSpec) Descriptor() ([]byte, []int)

func (*ChangePointSpec) Marshal 

func (m *ChangePointSpec) Marshal() (dAtA []byte, err error)

func (*ChangePointSpec) MarshalTo 

func (m *ChangePointSpec) MarshalTo(dAtA []byte) (int, error)

func (*ChangePointSpec) MarshalToSizedBuffer 

func (m *ChangePointSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ChangePointSpec) ProtoMessage 

func (*ChangePointSpec) ProtoMessage()

func (*ChangePointSpec) Reset 

func (m *ChangePointSpec) Reset()

func (*ChangePointSpec) Size 

func (m *ChangePointSpec) Size() (n int)

func (*ChangePointSpec) String 

func (this *ChangePointSpec) String() string

func (*ChangePointSpec) Unmarshal 

func (m *ChangePointSpec) Unmarshal(dAtA []byte) error

func (*ChangePointSpec) XXX_DiscardUnknown 

func (m *ChangePointSpec) XXX_DiscardUnknown()

func (*ChangePointSpec) XXX_Marshal 

func (m *ChangePointSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ChangePointSpec) XXX_Merge 

func (m *ChangePointSpec) XXX_Merge(src proto.Message)

func (*ChangePointSpec) XXX_Size 

func (m *ChangePointSpec) XXX_Size() int

func (*ChangePointSpec) XXX_Unmarshal 

func (m *ChangePointSpec) XXX_Unmarshal(b []byte) error

type ChatbotEstimatorSpec 

type ChatbotEstimatorSpec struct {
	// The name of the base model
	// +kubebuilder:validation:Optional
	Base *string `json:"base,omitempty" protobuf:"bytes,1,opt,name=base"`
}

ChatbotEstimatorSpec specifies the configuration for a chatbot model

func (*ChatbotEstimatorSpec) DeepCopy 

func (in *ChatbotEstimatorSpec) DeepCopy() *ChatbotEstimatorSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ChatbotEstimatorSpec.

func (*ChatbotEstimatorSpec) DeepCopyInto 

func (in *ChatbotEstimatorSpec) DeepCopyInto(out *ChatbotEstimatorSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ChatbotEstimatorSpec) Descriptor 

func (*ChatbotEstimatorSpec) Descriptor() ([]byte, []int)

func (*ChatbotEstimatorSpec) Marshal 

func (m *ChatbotEstimatorSpec) Marshal() (dAtA []byte, err error)

func (*ChatbotEstimatorSpec) MarshalTo 

func (m *ChatbotEstimatorSpec) MarshalTo(dAtA []byte) (int, error)

func (*ChatbotEstimatorSpec) MarshalToSizedBuffer 

func (m *ChatbotEstimatorSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ChatbotEstimatorSpec) ProtoMessage 

func (*ChatbotEstimatorSpec) ProtoMessage()

func (*ChatbotEstimatorSpec) Reset 

func (m *ChatbotEstimatorSpec) Reset()

func (*ChatbotEstimatorSpec) Size 

func (m *ChatbotEstimatorSpec) Size() (n int)

func (*ChatbotEstimatorSpec) String 

func (this *ChatbotEstimatorSpec) String() string

func (*ChatbotEstimatorSpec) Unmarshal 

func (m *ChatbotEstimatorSpec) Unmarshal(dAtA []byte) error

func (*ChatbotEstimatorSpec) XXX_DiscardUnknown 

func (m *ChatbotEstimatorSpec) XXX_DiscardUnknown()

func (*ChatbotEstimatorSpec) XXX_Marshal 

func (m *ChatbotEstimatorSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ChatbotEstimatorSpec) XXX_Merge 

func (m *ChatbotEstimatorSpec) XXX_Merge(src proto.Message)

func (*ChatbotEstimatorSpec) XXX_Size 

func (m *ChatbotEstimatorSpec) XXX_Size() int

func (*ChatbotEstimatorSpec) XXX_Unmarshal 

func (m *ChatbotEstimatorSpec) XXX_Unmarshal(b []byte) error

type CheckpointSpec added in v0.4.513 

type CheckpointSpec struct {
	// Indicates if checkpointing is enabled.
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,rep,name=enabled"`
	// The interval, in minutes, at which a snapshot of a partially trained model will be saved.
	// Applicable to models with long training times for resiliency if training is suddenly stopped
	// +kubebuilder:validation:Optional
	// +kubebuilder:default:=10
	// +kubebuilder:validation:Minimum=0
	CheckpointInterval *int32 `json:"checkpointInterval,omitempty" protobuf:"varint,2,opt,name=checkpointInterval"`
	// The location of the model checkpoint
	// +kubebuilder:validation:Optional
	Location data.DataLocation `json:"location,omitempty" protobuf:"bytes,3,opt,name=location"`
}

CheckpointSpec specifies where to store model checkpoints

func (*CheckpointSpec) DeepCopy added in v0.4.513 

func (in *CheckpointSpec) DeepCopy() *CheckpointSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CheckpointSpec.

func (*CheckpointSpec) DeepCopyInto added in v0.4.513 

func (in *CheckpointSpec) DeepCopyInto(out *CheckpointSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CheckpointSpec) Descriptor added in v0.4.513 

func (*CheckpointSpec) Descriptor() ([]byte, []int)

func (*CheckpointSpec) Marshal added in v0.4.513 

func (m *CheckpointSpec) Marshal() (dAtA []byte, err error)

func (*CheckpointSpec) MarshalTo added in v0.4.513 

func (m *CheckpointSpec) MarshalTo(dAtA []byte) (int, error)

func (*CheckpointSpec) MarshalToSizedBuffer added in v0.4.513 

func (m *CheckpointSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CheckpointSpec) ProtoMessage added in v0.4.513 

func (*CheckpointSpec) ProtoMessage()

func (*CheckpointSpec) Reset added in v0.4.513 

func (m *CheckpointSpec) Reset()

func (*CheckpointSpec) Size added in v0.4.513 

func (m *CheckpointSpec) Size() (n int)

func (*CheckpointSpec) String added in v0.4.513 

func (this *CheckpointSpec) String() string

func (*CheckpointSpec) Unmarshal added in v0.4.513 

func (m *CheckpointSpec) Unmarshal(dAtA []byte) error

func (*CheckpointSpec) XXX_DiscardUnknown added in v0.4.513 

func (m *CheckpointSpec) XXX_DiscardUnknown()

func (*CheckpointSpec) XXX_Marshal added in v0.4.513 

func (m *CheckpointSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CheckpointSpec) XXX_Merge added in v0.4.513 

func (m *CheckpointSpec) XXX_Merge(src proto.Message)

func (*CheckpointSpec) XXX_Size added in v0.4.513 

func (m *CheckpointSpec) XXX_Size() int

func (*CheckpointSpec) XXX_Unmarshal added in v0.4.513 

func (m *CheckpointSpec) XXX_Unmarshal(b []byte) error

type ClassicalEstimatorSpec 

type ClassicalEstimatorSpec struct {
	// AlgorithmName is a reference to the algorithm in the catalog
	AlgorithmName string `json:"algorithmName,omitempty" protobuf:"bytes,1,opt,name=algorithmName"`
	// Parameters is a list of the algorithm hyper parameters
	Parameters []HyperParameterValue `json:"parameters,omitempty" protobuf:"bytes,2,rep,name=parameters,casttype=HyperParameterValue"`
}

ClassicalEstimatorSpec is the specification for an algorithm and the actual value fof the hyper parameters

func (*ClassicalEstimatorSpec) DeepCopy 

func (in *ClassicalEstimatorSpec) DeepCopy() *ClassicalEstimatorSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ClassicalEstimatorSpec.

func (*ClassicalEstimatorSpec) DeepCopyInto 

func (in *ClassicalEstimatorSpec) DeepCopyInto(out *ClassicalEstimatorSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ClassicalEstimatorSpec) Descriptor 

func (*ClassicalEstimatorSpec) Descriptor() ([]byte, []int)

func (*ClassicalEstimatorSpec) Marshal 

func (m *ClassicalEstimatorSpec) Marshal() (dAtA []byte, err error)

func (*ClassicalEstimatorSpec) MarshalTo 

func (m *ClassicalEstimatorSpec) MarshalTo(dAtA []byte) (int, error)

func (*ClassicalEstimatorSpec) MarshalToSizedBuffer 

func (m *ClassicalEstimatorSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ClassicalEstimatorSpec) ProtoMessage 

func (*ClassicalEstimatorSpec) ProtoMessage()

func (*ClassicalEstimatorSpec) Reset 

func (m *ClassicalEstimatorSpec) Reset()

func (*ClassicalEstimatorSpec) Size 

func (m *ClassicalEstimatorSpec) Size() (n int)

func (*ClassicalEstimatorSpec) String 

func (this *ClassicalEstimatorSpec) String() string

func (*ClassicalEstimatorSpec) Unmarshal 

func (m *ClassicalEstimatorSpec) Unmarshal(dAtA []byte) error

func (*ClassicalEstimatorSpec) XXX_DiscardUnknown 

func (m *ClassicalEstimatorSpec) XXX_DiscardUnknown()

func (*ClassicalEstimatorSpec) XXX_Marshal 

func (m *ClassicalEstimatorSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ClassicalEstimatorSpec) XXX_Merge 

func (m *ClassicalEstimatorSpec) XXX_Merge(src proto.Message)

func (*ClassicalEstimatorSpec) XXX_Size 

func (m *ClassicalEstimatorSpec) XXX_Size() int

func (*ClassicalEstimatorSpec) XXX_Unmarshal 

func (m *ClassicalEstimatorSpec) XXX_Unmarshal(b []byte) error

type CompilerPhase 

type CompilerPhase string
const (
	CompilerPhasePending   CompilerPhase = "Pending"
	CompilerPhaseAborted   CompilerPhase = "Aborted"
	CompilerPhaseTraining  CompilerPhase = "Training"
	CompilerPhaseCompleted CompilerPhase = "Completed"
	CompilerPhaseFailed    CompilerPhase = "Failed"
)

type ConstraintName 

type ConstraintName string
const (
	ConstraintNameMaxNorm    ConstraintName = "max-norm"
	ConstraintNameNonNeg     ConstraintName = "non-reg"
	ConstraintNameUnitNorm   ConstraintName = "unit-norm"
	ConstraintNameMinMaxNorm ConstraintName = "max-norm"
	ConstraintNameNone       ConstraintName = "none"
)

type CronReport 

type CronReport struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Spec              CronReportSpec   `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	Status            CronReportStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

CronReport represents a run of the summary report.

func (*CronReport) AddFinalizer 

func (run *CronReport) AddFinalizer()

func (*CronReport) CreateOrUpdateCond 

func (run *CronReport) CreateOrUpdateCond(cond CronReportCondition)

Merge or update condition Merge or update condition

func (*CronReport) DeepCopy 

func (in *CronReport) DeepCopy() *CronReport

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CronReport.

func (*CronReport) DeepCopyInto 

func (in *CronReport) DeepCopyInto(out *CronReport)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CronReport) DeepCopyObject 

func (in *CronReport) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*CronReport) Default 

func (pre *CronReport) Default()

func (*CronReport) Descriptor 

func (*CronReport) Descriptor() ([]byte, []int)

func (*CronReport) GetCond 

func (run *CronReport) GetCond(t CronReportConditionType) CronReportCondition

func (*CronReport) GetCondIdx 

func (run *CronReport) GetCondIdx(t CronReportConditionType) int

func (*CronReport) HasFinalizer 

func (run *CronReport) HasFinalizer() bool

func (*CronReport) IsCompleted 

func (run *CronReport) IsCompleted() bool

func (*CronReport) IsFailed 

func (run *CronReport) IsFailed() bool

func (*CronReport) IsReady 

func (run *CronReport) IsReady() bool

func (*CronReport) IsRunning 

func (run *CronReport) IsRunning() bool

func (*CronReport) IsSaved 

func (run *CronReport) IsSaved() bool

func (*CronReport) Key 

func (run *CronReport) Key() string

func (*CronReport) ManifestUri 

func (run *CronReport) ManifestUri() string

func (*CronReport) MarkReady 

func (run *CronReport) MarkReady()

func (*CronReport) MarkSaved 

func (run *CronReport) MarkSaved()

func (*CronReport) Marshal 

func (m *CronReport) Marshal() (dAtA []byte, err error)

func (*CronReport) MarshalTo 

func (m *CronReport) MarshalTo(dAtA []byte) (int, error)

func (*CronReport) MarshalToSizedBuffer 

func (m *CronReport) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CronReport) OpName 

func (run *CronReport) OpName() string

func (*CronReport) PipelineName 

func (run *CronReport) PipelineName() string

func (*CronReport) ProtoMessage 

func (*CronReport) ProtoMessage()

func (*CronReport) RemoveFinalizer 

func (run *CronReport) RemoveFinalizer()

func (*CronReport) RepPath 

func (run *CronReport) RepPath(root string) (string, error)

Return the on disk rep location

func (*CronReport) Reset 

func (m *CronReport) Reset()

func (*CronReport) RootUri 

func (run *CronReport) RootUri() string

func (*CronReport) SetupWebhookWithManager 

func (run *CronReport) SetupWebhookWithManager(mgr ctrl.Manager) error

func (*CronReport) Size 

func (m *CronReport) Size() (n int)

func (*CronReport) String 

func (this *CronReport) String() string

func (*CronReport) ToYamlFile 

func (run *CronReport) ToYamlFile() ([]byte, error)

func (*CronReport) Unmarshal 

func (m *CronReport) Unmarshal(dAtA []byte) error

func (*CronReport) UpdateRunStatus added in v0.4.612 

func (in *CronReport) UpdateRunStatus(run Report)

func (*CronReport) ValidateCreate 

func (report *CronReport) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*CronReport) ValidateDelete 

func (report *CronReport) ValidateDelete() error

func (*CronReport) ValidateUpdate 

func (report *CronReport) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*CronReport) XXX_DiscardUnknown 

func (m *CronReport) XXX_DiscardUnknown()

func (*CronReport) XXX_Marshal 

func (m *CronReport) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CronReport) XXX_Merge 

func (m *CronReport) XXX_Merge(src proto.Message)

func (*CronReport) XXX_Size 

func (m *CronReport) XXX_Size() int

func (*CronReport) XXX_Unmarshal 

func (m *CronReport) XXX_Unmarshal(b []byte) error

type CronReportCondition 

type CronReportCondition struct {
	// Type of  condition.
	Type CronReportConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=CronReportConditionType"`
	// Status of the condition, one of True, False, Unknown.
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another.
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,3,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition.
	Reason string `json:"reason,omitempty" protobuf:"bytes,4,opt,name=reason"`
	// A human readable message indicating details about the transition.
	Message string `json:"message,omitempty" protobuf:"bytes,5,opt,name=message"`
}

ReportCondition describes the state of ReportTemplate

func (*CronReportCondition) DeepCopy 

func (in *CronReportCondition) DeepCopy() *CronReportCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CronReportCondition.

func (*CronReportCondition) DeepCopyInto 

func (in *CronReportCondition) DeepCopyInto(out *CronReportCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CronReportCondition) Descriptor 

func (*CronReportCondition) Descriptor() ([]byte, []int)

func (*CronReportCondition) Marshal 

func (m *CronReportCondition) Marshal() (dAtA []byte, err error)

func (*CronReportCondition) MarshalTo 

func (m *CronReportCondition) MarshalTo(dAtA []byte) (int, error)

func (*CronReportCondition) MarshalToSizedBuffer 

func (m *CronReportCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CronReportCondition) ProtoMessage 

func (*CronReportCondition) ProtoMessage()

func (*CronReportCondition) Reset 

func (m *CronReportCondition) Reset()

func (*CronReportCondition) Size 

func (m *CronReportCondition) Size() (n int)

func (*CronReportCondition) String 

func (this *CronReportCondition) String() string

func (*CronReportCondition) Unmarshal 

func (m *CronReportCondition) Unmarshal(dAtA []byte) error

func (*CronReportCondition) XXX_DiscardUnknown 

func (m *CronReportCondition) XXX_DiscardUnknown()

func (*CronReportCondition) XXX_Marshal 

func (m *CronReportCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CronReportCondition) XXX_Merge 

func (m *CronReportCondition) XXX_Merge(src proto.Message)

func (*CronReportCondition) XXX_Size 

func (m *CronReportCondition) XXX_Size() int

func (*CronReportCondition) XXX_Unmarshal 

func (m *CronReportCondition) XXX_Unmarshal(b []byte) error

type CronReportConditionType 

type CronReportConditionType string

ReportTemplate Condition 

const (
	CronReportReady CronReportConditionType = "Ready"
	CronReportSaved CronReportConditionType = "Saved"
)

/ ReportTemplate Condition

type CronReportList 

type CronReportList struct {
	metav1.TypeMeta `json:",inline" `
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Items           []CronReport `json:"items" protobuf:"bytes,2,rep,name=items"`
}

+kubebuilder:object:root=true CronReportList is a list of CronReport

func (*CronReportList) DeepCopy 

func (in *CronReportList) DeepCopy() *CronReportList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CronReportList.

func (*CronReportList) DeepCopyInto 

func (in *CronReportList) DeepCopyInto(out *CronReportList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CronReportList) DeepCopyObject 

func (in *CronReportList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*CronReportList) Descriptor 

func (*CronReportList) Descriptor() ([]byte, []int)

func (*CronReportList) Marshal 

func (m *CronReportList) Marshal() (dAtA []byte, err error)

func (*CronReportList) MarshalTo 

func (m *CronReportList) MarshalTo(dAtA []byte) (int, error)

func (*CronReportList) MarshalToSizedBuffer 

func (m *CronReportList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CronReportList) ProtoMessage 

func (*CronReportList) ProtoMessage()

func (*CronReportList) Reset 

func (m *CronReportList) Reset()

func (*CronReportList) Size 

func (m *CronReportList) Size() (n int)

func (*CronReportList) String 

func (this *CronReportList) String() string

func (*CronReportList) Unmarshal 

func (m *CronReportList) Unmarshal(dAtA []byte) error

func (*CronReportList) XXX_DiscardUnknown 

func (m *CronReportList) XXX_DiscardUnknown()

func (*CronReportList) XXX_Marshal 

func (m *CronReportList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CronReportList) XXX_Merge 

func (m *CronReportList) XXX_Merge(src proto.Message)

func (*CronReportList) XXX_Size 

func (m *CronReportList) XXX_Size() int

func (*CronReportList) XXX_Unmarshal 

func (m *CronReportList) XXX_Unmarshal(b []byte) error

type CronReportSpec 

type CronReportSpec struct {
	// VersionName is the data product version of the data pipeline
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	VersionName *string `json:"versionName,omitempty" protobuf:"bytes,1,opt,name=versionName"`
	// The owner account name
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,2,opt,name=owner"`
	// Schedule for running the pipeline
	// +kubebuilder:validation:Optional
	Schedule catalog.RunSchedule `json:"schedule,omitempty" protobuf:"bytes,3,opt,name=schedule"`
	// +kubebuilder:default:=none
	// +kubebuilder:validation:Optional
	Range *ReportRange `json:"range,omitempty" protobuf:"bytes,4,opt,name=range"`
	// Template refer to the prediction template
	Template ReportTemplate `json:"template" protobuf:"bytes,5,opt,name=template"`
	// Set to true to pause the cron report
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Paused *bool `json:"paused,omitempty" protobuf:"varint,6,opt,name=paused"`
	// Notification specification.
	//+kubebuilder:validation:Optional
	Notification catalog.NotificationSpec `json:"notification,omitempty" protobuf:"bytes,7,opt,name=notification"`
}

CronReportSpec represent the desired state of CronReport

func (*CronReportSpec) DeepCopy 

func (in *CronReportSpec) DeepCopy() *CronReportSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CronReportSpec.

func (*CronReportSpec) DeepCopyInto 

func (in *CronReportSpec) DeepCopyInto(out *CronReportSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CronReportSpec) Descriptor 

func (*CronReportSpec) Descriptor() ([]byte, []int)

func (*CronReportSpec) Marshal 

func (m *CronReportSpec) Marshal() (dAtA []byte, err error)

func (*CronReportSpec) MarshalTo 

func (m *CronReportSpec) MarshalTo(dAtA []byte) (int, error)

func (*CronReportSpec) MarshalToSizedBuffer 

func (m *CronReportSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CronReportSpec) ProtoMessage 

func (*CronReportSpec) ProtoMessage()

func (*CronReportSpec) Reset 

func (m *CronReportSpec) Reset()

func (*CronReportSpec) Size 

func (m *CronReportSpec) Size() (n int)

func (*CronReportSpec) String 

func (this *CronReportSpec) String() string

func (*CronReportSpec) Unmarshal 

func (m *CronReportSpec) Unmarshal(dAtA []byte) error

func (*CronReportSpec) XXX_DiscardUnknown 

func (m *CronReportSpec) XXX_DiscardUnknown()

func (*CronReportSpec) XXX_Marshal 

func (m *CronReportSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CronReportSpec) XXX_Merge 

func (m *CronReportSpec) XXX_Merge(src proto.Message)

func (*CronReportSpec) XXX_Size 

func (m *CronReportSpec) XXX_Size() int

func (*CronReportSpec) XXX_Unmarshal 

func (m *CronReportSpec) XXX_Unmarshal(b []byte) error

type CronReportStatus 

type CronReportStatus struct {
	// Last run is the last time a data pipeline run was created
	//+kubebuilder:validation:Optional
	LastRun catalog.LastRunStatus `json:"lastRun,omitempty" protobuf:"bytes,1,opt,name=lastRun"`
	// The time of the next schedule run
	//+kubebuilder:validation:Optional
	NextRun *metav1.Time `json:"nextRun,omitempty" protobuf:"bytes,2,opt,name=nextRun"`
	// Last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,3,opt,name=lastUpdated"`
	// ObservedGeneration is the Last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,4,opt,name=observedGeneration"`
	// Update in case of terminal failure
	// Borrowed from cluster api controller
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,5,opt,name=failureReason"`
	// Update in case of terminal failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,6,opt,name=failureMessage"`
	// +patchMergeKey=type
	// +patchStrategy=merge
	// +kubebuilder:validation:Optional
	Conditions []CronReportCondition `json:"conditions,omitempty" patchStrategy:"merge" patchMergeKey:"type" protobuf:"bytes,7,rep,name=conditions"`
}

CronReportStatus is the observed state of a ReportTemplate

func (*CronReportStatus) DeepCopy 

func (in *CronReportStatus) DeepCopy() *CronReportStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CronReportStatus.

func (*CronReportStatus) DeepCopyInto 

func (in *CronReportStatus) DeepCopyInto(out *CronReportStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CronReportStatus) Descriptor 

func (*CronReportStatus) Descriptor() ([]byte, []int)

func (*CronReportStatus) Marshal 

func (m *CronReportStatus) Marshal() (dAtA []byte, err error)

func (*CronReportStatus) MarshalTo 

func (m *CronReportStatus) MarshalTo(dAtA []byte) (int, error)

func (*CronReportStatus) MarshalToSizedBuffer 

func (m *CronReportStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CronReportStatus) ProtoMessage 

func (*CronReportStatus) ProtoMessage()

func (*CronReportStatus) Reset 

func (m *CronReportStatus) Reset()

func (*CronReportStatus) Size 

func (m *CronReportStatus) Size() (n int)

func (*CronReportStatus) String 

func (this *CronReportStatus) String() string

func (*CronReportStatus) Unmarshal 

func (m *CronReportStatus) Unmarshal(dAtA []byte) error

func (*CronReportStatus) XXX_DiscardUnknown 

func (m *CronReportStatus) XXX_DiscardUnknown()

func (*CronReportStatus) XXX_Marshal 

func (m *CronReportStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CronReportStatus) XXX_Merge 

func (m *CronReportStatus) XXX_Merge(src proto.Message)

func (*CronReportStatus) XXX_Size 

func (m *CronReportStatus) XXX_Size() int

func (*CronReportStatus) XXX_Unmarshal 

func (m *CronReportStatus) XXX_Unmarshal(b []byte) error

type CustomReportSpec 

type CustomReportSpec struct {
	// Pages contains a collection of custom pages that will be appended to a Report
	Pages []data.PageSpec `json:"pages,omitempty" protobuf:"bytes,8,opt,name=pages"`
}

func (*CustomReportSpec) DeepCopy 

func (in *CustomReportSpec) DeepCopy() *CustomReportSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CustomReportSpec.

func (*CustomReportSpec) DeepCopyInto 

func (in *CustomReportSpec) DeepCopyInto(out *CustomReportSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CustomReportSpec) Descriptor 

func (*CustomReportSpec) Descriptor() ([]byte, []int)

func (*CustomReportSpec) Marshal 

func (m *CustomReportSpec) Marshal() (dAtA []byte, err error)

func (*CustomReportSpec) MarshalTo 

func (m *CustomReportSpec) MarshalTo(dAtA []byte) (int, error)

func (*CustomReportSpec) MarshalToSizedBuffer 

func (m *CustomReportSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CustomReportSpec) ProtoMessage 

func (*CustomReportSpec) ProtoMessage()

func (*CustomReportSpec) Reset 

func (m *CustomReportSpec) Reset()

func (*CustomReportSpec) Size 

func (m *CustomReportSpec) Size() (n int)

func (*CustomReportSpec) String 

func (this *CustomReportSpec) String() string

func (*CustomReportSpec) Unmarshal 

func (m *CustomReportSpec) Unmarshal(dAtA []byte) error

func (*CustomReportSpec) XXX_DiscardUnknown 

func (m *CustomReportSpec) XXX_DiscardUnknown()

func (*CustomReportSpec) XXX_Marshal 

func (m *CustomReportSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CustomReportSpec) XXX_Merge 

func (m *CustomReportSpec) XXX_Merge(src proto.Message)

func (*CustomReportSpec) XXX_Size 

func (m *CustomReportSpec) XXX_Size() int

func (*CustomReportSpec) XXX_Unmarshal 

func (m *CustomReportSpec) XXX_Unmarshal(b []byte) error

type CustomSeasonalitySpec 

type CustomSeasonalitySpec struct {
	// The name of the custom seasonality
	// +kubebuilder:validation:Required
	// +required
	Name string `json:"name,omitempty" protobuf:"bytes,1,opt,name=name"`
	// The name of the custom seasonality
	// +kubebuilder:validation:Required
	// +required
	Period float64 `json:"period,omitempty" protobuf:"bytes,2,opt,name=period"`
	// +kubebuilder:validation:Optional
	FourierOrder *int32 `json:"fourierOrder,omitempty" protobuf:"varint,3,opt,name=fourierOrder"`
}

SeasonalitySpec defines the custom seasonality

func (*CustomSeasonalitySpec) DeepCopy 

func (in *CustomSeasonalitySpec) DeepCopy() *CustomSeasonalitySpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new CustomSeasonalitySpec.

func (*CustomSeasonalitySpec) DeepCopyInto 

func (in *CustomSeasonalitySpec) DeepCopyInto(out *CustomSeasonalitySpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*CustomSeasonalitySpec) Descriptor 

func (*CustomSeasonalitySpec) Descriptor() ([]byte, []int)

func (*CustomSeasonalitySpec) Marshal 

func (m *CustomSeasonalitySpec) Marshal() (dAtA []byte, err error)

func (*CustomSeasonalitySpec) MarshalTo 

func (m *CustomSeasonalitySpec) MarshalTo(dAtA []byte) (int, error)

func (*CustomSeasonalitySpec) MarshalToSizedBuffer 

func (m *CustomSeasonalitySpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*CustomSeasonalitySpec) ProtoMessage 

func (*CustomSeasonalitySpec) ProtoMessage()

func (*CustomSeasonalitySpec) Reset 

func (m *CustomSeasonalitySpec) Reset()

func (*CustomSeasonalitySpec) Size 

func (m *CustomSeasonalitySpec) Size() (n int)

func (*CustomSeasonalitySpec) String 

func (this *CustomSeasonalitySpec) String() string

func (*CustomSeasonalitySpec) Unmarshal 

func (m *CustomSeasonalitySpec) Unmarshal(dAtA []byte) error

func (*CustomSeasonalitySpec) XXX_DiscardUnknown 

func (m *CustomSeasonalitySpec) XXX_DiscardUnknown()

func (*CustomSeasonalitySpec) XXX_Marshal 

func (m *CustomSeasonalitySpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*CustomSeasonalitySpec) XXX_Merge 

func (m *CustomSeasonalitySpec) XXX_Merge(src proto.Message)

func (*CustomSeasonalitySpec) XXX_Size 

func (m *CustomSeasonalitySpec) XXX_Size() int

func (*CustomSeasonalitySpec) XXX_Unmarshal 

func (m *CustomSeasonalitySpec) XXX_Unmarshal(b []byte) error

type DNNTypeName 

type DNNTypeName string
const (
	Mlp  DNNTypeName = "mlp"
	Conv DNNTypeName = "cnn"
	Rnn  DNNTypeName = "rnn"
)

type DataHashes 

type DataHashes struct {
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	TrainingHash string `json:"trainingHash,omitempty" protobuf:"bytes,1,opt,name=trainHash"`
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	TestingHash string `json:"testingHash,omitempty" protobuf:"bytes,2,opt,name=testingHash"`
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	ValidationHash string `json:"validationHash,omitempty" protobuf:"bytes,3,opt,name=validationHash"`
}

DataHashes contains the hashes for datasets used during model training

func (*DataHashes) DeepCopy 

func (in *DataHashes) DeepCopy() *DataHashes

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DataHashes.

func (*DataHashes) DeepCopyInto 

func (in *DataHashes) DeepCopyInto(out *DataHashes)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*DataHashes) Descriptor 

func (*DataHashes) Descriptor() ([]byte, []int)

func (*DataHashes) Marshal 

func (m *DataHashes) Marshal() (dAtA []byte, err error)

func (*DataHashes) MarshalTo 

func (m *DataHashes) MarshalTo(dAtA []byte) (int, error)

func (*DataHashes) MarshalToSizedBuffer 

func (m *DataHashes) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*DataHashes) ProtoMessage 

func (*DataHashes) ProtoMessage()

func (*DataHashes) Reset 

func (m *DataHashes) Reset()

func (*DataHashes) Size 

func (m *DataHashes) Size() (n int)

func (*DataHashes) String 

func (this *DataHashes) String() string

func (*DataHashes) Unmarshal 

func (m *DataHashes) Unmarshal(dAtA []byte) error

func (*DataHashes) XXX_DiscardUnknown 

func (m *DataHashes) XXX_DiscardUnknown()

func (*DataHashes) XXX_Marshal 

func (m *DataHashes) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*DataHashes) XXX_Merge 

func (m *DataHashes) XXX_Merge(src proto.Message)

func (*DataHashes) XXX_Size 

func (m *DataHashes) XXX_Size() int

func (*DataHashes) XXX_Unmarshal 

func (m *DataHashes) XXX_Unmarshal(b []byte) error

type DataSplitSpec 

type DataSplitSpec struct {
	// The type of split method
	// +kubebuilder:default:="auto"
	// +kubebuilder:validation:Optional
	Method *catalog.DataSplitMethod `json:"method,omitempty" protobuf:"bytes,1,opt,name=method"`
	// The number percentage (0 through 100) of rows that will be allocated to the training dataset
	// +kubebuilder:validation:Optional
	// +kubebuilder:default:=80
	// +kubebuilder:validation:Minimum=1
	// +kubebuilder:validation:Maximum=100
	Train *int32 `json:"train,omitempty" protobuf:"varint,2,opt,name=train"`
	// The number percentage (0 through 100) of rows that will be allocated to the validation dataset.
	// If Validation is set to 0 the model will default to use cross-validation
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Maximum=50
	// +kubebuilder:validation:Optional
	Validation *int32 `json:"validation,omitempty" protobuf:"varint,3,opt,name=validation"`
	// The number percentage (0 through 100) of rows that will be allocated to the training dataset
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Maximum=100
	// +kubebuilder:default:=20
	// +kubebuilder:validation:Optional
	Test *int32 `json:"test,omitempty" protobuf:"varint,4,opt,name=test"`
	// The name of the column containing a binary value that indicates if the row should be split.
	// The split type must use split-column in order for SplitColumn to have an effect
	// +kubebuilder:validation:Optional
	SplitColumn *string `json:"splitColumn,omitempty" protobuf:"bytes,5,opt,name=splitColumn"`
	// The collection of segments
	// +kubebuilder:validation:Optional
	Segments []SegmentSpec `json:"segments,omitempty" protobuf:"bytes,6,rep,name=segments"`
	// The name of the Dataset resource which will be used as the training dataset
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	TrainDatasetName *string `json:"trainDataset,omitempty" protobuf:"bytes,7,rep,name=trainDataset"`
	// The name of the Dataset resource which will be used as the testing dataset, applicable
	// if the split type uses test-dataset. If enabled, the training dataset will not be split and used as-is
	// If empty, we will not use test dataset
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	TestDatasetName *string `json:"testDataset,omitempty" protobuf:"bytes,8,rep,name=testDataset"`
	// The name of the Dataset resource which will be used as the validation dataset, applicable
	// if the split type uses test-dataset. If enabled, the training dataset will not be split and used as-is
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	ValidationDatasetName *string `json:"validationDataset,omitempty" protobuf:"bytes,9,rep,name=validationDataset"`
}

DataSplitSpec specifies the configuration to split a dataset into training and testing datasets

func (*DataSplitSpec) DeepCopy 

func (in *DataSplitSpec) DeepCopy() *DataSplitSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DataSplitSpec.

func (*DataSplitSpec) DeepCopyInto 

func (in *DataSplitSpec) DeepCopyInto(out *DataSplitSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*DataSplitSpec) Descriptor 

func (*DataSplitSpec) Descriptor() ([]byte, []int)

func (*DataSplitSpec) Marshal 

func (m *DataSplitSpec) Marshal() (dAtA []byte, err error)

func (*DataSplitSpec) MarshalTo 

func (m *DataSplitSpec) MarshalTo(dAtA []byte) (int, error)

func (*DataSplitSpec) MarshalToSizedBuffer 

func (m *DataSplitSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*DataSplitSpec) ProtoMessage 

func (*DataSplitSpec) ProtoMessage()

func (*DataSplitSpec) Reset 

func (m *DataSplitSpec) Reset()

func (*DataSplitSpec) Size 

func (m *DataSplitSpec) Size() (n int)

func (*DataSplitSpec) String 

func (this *DataSplitSpec) String() string

func (*DataSplitSpec) Unmarshal 

func (m *DataSplitSpec) Unmarshal(dAtA []byte) error

func (*DataSplitSpec) XXX_DiscardUnknown 

func (m *DataSplitSpec) XXX_DiscardUnknown()

func (*DataSplitSpec) XXX_Marshal 

func (m *DataSplitSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*DataSplitSpec) XXX_Merge 

func (m *DataSplitSpec) XXX_Merge(src proto.Message)

func (*DataSplitSpec) XXX_Size 

func (m *DataSplitSpec) XXX_Size() int

func (*DataSplitSpec) XXX_Unmarshal 

func (m *DataSplitSpec) XXX_Unmarshal(b []byte) error

type DataStageSpec 

type DataStageSpec struct {
	// Enabled indicates that the stage is enabled
	// +kubebuilder:default:=true
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// LabName is the lab that execute processing of the data pipeline
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	LabName *string `json:"labName,omitempty" protobuf:"varint,2,opt,name=labName"`
	// If not null, run the data pipeline and create a dataset. else, use the data in the data location
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	DataPipelineName *string `json:"dataPipelineName,omitempty" protobuf:"varint,3,opt,name=datapipelineName"`
	// If Not null, run a docker image is used in order to generate the data.
	// The data must reside in location after the container run
	// Not supported in first release.
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	DockerImage *string `json:"dockerImage,omitempty" protobuf:"bytes,4,opt,name=dockerImage"`
}

DataStageSpec is the desired state of the data preprocessing step of the pipeline. Data preprocessing will be done via

func (*DataStageSpec) DeepCopy 

func (in *DataStageSpec) DeepCopy() *DataStageSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DataStageSpec.

func (*DataStageSpec) DeepCopyInto 

func (in *DataStageSpec) DeepCopyInto(out *DataStageSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*DataStageSpec) Descriptor 

func (*DataStageSpec) Descriptor() ([]byte, []int)

func (*DataStageSpec) Marshal 

func (m *DataStageSpec) Marshal() (dAtA []byte, err error)

func (*DataStageSpec) MarshalTo 

func (m *DataStageSpec) MarshalTo(dAtA []byte) (int, error)

func (*DataStageSpec) MarshalToSizedBuffer 

func (m *DataStageSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*DataStageSpec) ProtoMessage 

func (*DataStageSpec) ProtoMessage()

func (*DataStageSpec) Reset 

func (m *DataStageSpec) Reset()

func (*DataStageSpec) Size 

func (m *DataStageSpec) Size() (n int)

func (*DataStageSpec) String 

func (this *DataStageSpec) String() string

func (*DataStageSpec) Unmarshal 

func (m *DataStageSpec) Unmarshal(dAtA []byte) error

func (*DataStageSpec) XXX_DiscardUnknown 

func (m *DataStageSpec) XXX_DiscardUnknown()

func (*DataStageSpec) XXX_Marshal 

func (m *DataStageSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*DataStageSpec) XXX_Merge 

func (m *DataStageSpec) XXX_Merge(src proto.Message)

func (*DataStageSpec) XXX_Size 

func (m *DataStageSpec) XXX_Size() int

func (*DataStageSpec) XXX_Unmarshal 

func (m *DataStageSpec) XXX_Unmarshal(b []byte) error

type DeepEstimatorLayer 

type DeepEstimatorLayer struct {
	// Name is the name of the layer
	Name string `json:"name" protobuf:"bytes,1,opt,name=name"`
	// Type is the type of the layers
	Type NNLayerName `json:"type" protobuf:"bytes,2,opt,name=type"`
	// Parameters are the hyper parameters of this layer
	Parameters []NNLayerParameter `json:"parameters" protobuf:"bytes,3,rep,name=parameters"`
	// InputLayers are the layer input to this layer
	InputLayers []string `json:"inputLayers" protobuf:"bytes,4,rep,name=inputLayers"`
}

func (*DeepEstimatorLayer) DeepCopy 

func (in *DeepEstimatorLayer) DeepCopy() *DeepEstimatorLayer

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DeepEstimatorLayer.

func (*DeepEstimatorLayer) DeepCopyInto 

func (in *DeepEstimatorLayer) DeepCopyInto(out *DeepEstimatorLayer)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*DeepEstimatorLayer) Descriptor 

func (*DeepEstimatorLayer) Descriptor() ([]byte, []int)

func (*DeepEstimatorLayer) Marshal 

func (m *DeepEstimatorLayer) Marshal() (dAtA []byte, err error)

func (*DeepEstimatorLayer) MarshalTo 

func (m *DeepEstimatorLayer) MarshalTo(dAtA []byte) (int, error)

func (*DeepEstimatorLayer) MarshalToSizedBuffer 

func (m *DeepEstimatorLayer) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*DeepEstimatorLayer) ProtoMessage 

func (*DeepEstimatorLayer) ProtoMessage()

func (*DeepEstimatorLayer) Reset 

func (m *DeepEstimatorLayer) Reset()

func (*DeepEstimatorLayer) Size 

func (m *DeepEstimatorLayer) Size() (n int)

func (*DeepEstimatorLayer) String 

func (this *DeepEstimatorLayer) String() string

func (*DeepEstimatorLayer) Unmarshal 

func (m *DeepEstimatorLayer) Unmarshal(dAtA []byte) error

func (*DeepEstimatorLayer) XXX_DiscardUnknown 

func (m *DeepEstimatorLayer) XXX_DiscardUnknown()

func (*DeepEstimatorLayer) XXX_Marshal 

func (m *DeepEstimatorLayer) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*DeepEstimatorLayer) XXX_Merge 

func (m *DeepEstimatorLayer) XXX_Merge(src proto.Message)

func (*DeepEstimatorLayer) XXX_Size 

func (m *DeepEstimatorLayer) XXX_Size() int

func (*DeepEstimatorLayer) XXX_Unmarshal 

func (m *DeepEstimatorLayer) XXX_Unmarshal(b []byte) error

type DeepEstimatorSpec 

type DeepEstimatorSpec struct {
	// Layers is the dnn architecture
	// +kubebuilder:validation:Optional
	Layers []DeepEstimatorLayer `json:"layers,omitempty" protobuf:"bytes,1,rep,name=layers"`
	// The type of the dnn
	// +kubebuilder:validation:Optional
	Type *DNNTypeName `json:"type,omitempty" protobuf:"bytes,2,opt,name=type"`
	// Batch size specify about
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Optional
	BatchSize *int32 `json:"batchSize,omitempty" protobuf:"varint,3,opt,name=batchSize"`
	// Budget size specify about
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Optional
	Epochs *int32 `json:"epochs,omitempty" protobuf:"varint,4,opt,name=epochs"`
	// ValidationSplit specify about
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Optional
	ValidationSplit *int32 `json:"validationSplit,omitempty" protobuf:"varint,5,opt,name=validationSplit"`
	// Is this a seq model
	// +kubebuilder:validation:Optional
	Seq *bool `json:"isSeq,omitempty" protobuf:"varint,6,opt,name=isSeq"`
	// Gpus denote of gpu for trainer, any number more than 1 denote distribute training
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Optional
	Gpus *int32 `json:"gpus,omitempty" protobuf:"varint,7,opt,name=gpus"`
	// compile
	// +kubebuilder:validation:Optional
	Loss string `json:"loss,omitempty" protobuf:"bytes,8,opt,name=loss"`
}

func (*DeepEstimatorSpec) DeepCopy 

func (in *DeepEstimatorSpec) DeepCopy() *DeepEstimatorSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DeepEstimatorSpec.

func (*DeepEstimatorSpec) DeepCopyInto 

func (in *DeepEstimatorSpec) DeepCopyInto(out *DeepEstimatorSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*DeepEstimatorSpec) Descriptor 

func (*DeepEstimatorSpec) Descriptor() ([]byte, []int)

func (*DeepEstimatorSpec) Marshal 

func (m *DeepEstimatorSpec) Marshal() (dAtA []byte, err error)

func (*DeepEstimatorSpec) MarshalTo 

func (m *DeepEstimatorSpec) MarshalTo(dAtA []byte) (int, error)

func (*DeepEstimatorSpec) MarshalToSizedBuffer 

func (m *DeepEstimatorSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*DeepEstimatorSpec) ProtoMessage 

func (*DeepEstimatorSpec) ProtoMessage()

func (*DeepEstimatorSpec) Reset 

func (m *DeepEstimatorSpec) Reset()

func (*DeepEstimatorSpec) Size 

func (m *DeepEstimatorSpec) Size() (n int)

func (*DeepEstimatorSpec) String 

func (this *DeepEstimatorSpec) String() string

func (*DeepEstimatorSpec) Unmarshal 

func (m *DeepEstimatorSpec) Unmarshal(dAtA []byte) error

func (*DeepEstimatorSpec) XXX_DiscardUnknown 

func (m *DeepEstimatorSpec) XXX_DiscardUnknown()

func (*DeepEstimatorSpec) XXX_Marshal 

func (m *DeepEstimatorSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*DeepEstimatorSpec) XXX_Merge 

func (m *DeepEstimatorSpec) XXX_Merge(src proto.Message)

func (*DeepEstimatorSpec) XXX_Size 

func (m *DeepEstimatorSpec) XXX_Size() int

func (*DeepEstimatorSpec) XXX_Unmarshal 

func (m *DeepEstimatorSpec) XXX_Unmarshal(b []byte) error

type DeploymentStageSpec 

type DeploymentStageSpec struct {
	// Enabled indicates that we want to release the model into production
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// ServingSiteName is the serving site for the release, if empty, the system will use the default serving site name
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	ServingSiteName *string `json:"servingSiteName,omitempty" protobuf:"bytes,2,opt,name=servingSiteName"`
	// ManualApproval dentoes if we need manual approval before advancing from deployed to released
	// By default a user is needed to approve the release to production
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	ManualApproval *bool `json:"manualApproval,omitempty" protobuf:"varint,3,opt,name=manualApproval"`
	// Validations is the specification of tests to run in this stage
	// +kubebuilder:validation:Optional
	Validations []ModelValidation `json:"validations,omitempty" protobuf:"bytes,4,rep,name=validations"`
	// Resource define the hardware resources req.
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,5,opt,name=resources"`
}

DeploymentStageSpec define the testing and releasing the resulting model to production.

func (*DeploymentStageSpec) DeepCopy 

func (in *DeploymentStageSpec) DeepCopy() *DeploymentStageSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DeploymentStageSpec.

func (*DeploymentStageSpec) DeepCopyInto 

func (in *DeploymentStageSpec) DeepCopyInto(out *DeploymentStageSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*DeploymentStageSpec) Descriptor 

func (*DeploymentStageSpec) Descriptor() ([]byte, []int)

func (*DeploymentStageSpec) Marshal 

func (m *DeploymentStageSpec) Marshal() (dAtA []byte, err error)

func (*DeploymentStageSpec) MarshalTo 

func (m *DeploymentStageSpec) MarshalTo(dAtA []byte) (int, error)

func (*DeploymentStageSpec) MarshalToSizedBuffer 

func (m *DeploymentStageSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*DeploymentStageSpec) ProtoMessage 

func (*DeploymentStageSpec) ProtoMessage()

func (*DeploymentStageSpec) Reset 

func (m *DeploymentStageSpec) Reset()

func (*DeploymentStageSpec) Size 

func (m *DeploymentStageSpec) Size() (n int)

func (*DeploymentStageSpec) String 

func (this *DeploymentStageSpec) String() string

func (*DeploymentStageSpec) Unmarshal 

func (m *DeploymentStageSpec) Unmarshal(dAtA []byte) error

func (*DeploymentStageSpec) XXX_DiscardUnknown 

func (m *DeploymentStageSpec) XXX_DiscardUnknown()

func (*DeploymentStageSpec) XXX_Marshal 

func (m *DeploymentStageSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*DeploymentStageSpec) XXX_Merge 

func (m *DeploymentStageSpec) XXX_Merge(src proto.Message)

func (*DeploymentStageSpec) XXX_Size 

func (m *DeploymentStageSpec) XXX_Size() int

func (*DeploymentStageSpec) XXX_Unmarshal 

func (m *DeploymentStageSpec) XXX_Unmarshal(b []byte) error

type DriftDetectionSpec added in v0.4.728 

type DriftDetectionSpec struct {
	// Indicates if density models should be created.
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// The density model alg.
	// +kubebuilder:default:="isolation-forest"
	// +kubebuilder:validation:Optional
	OutlierAlgorithm catalog.OutlierAlgorithmName `json:"outlierAlgorithm,omitempty" protobuf:"varint,2,opt,name=outlierAlgorithm"`
}

The spec for generating a density model for this study.

func (*DriftDetectionSpec) DeepCopy added in v0.4.728 

func (in *DriftDetectionSpec) DeepCopy() *DriftDetectionSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DriftDetectionSpec.

func (*DriftDetectionSpec) DeepCopyInto added in v0.4.728 

func (in *DriftDetectionSpec) DeepCopyInto(out *DriftDetectionSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*DriftDetectionSpec) Descriptor added in v0.4.728 

func (*DriftDetectionSpec) Descriptor() ([]byte, []int)

func (*DriftDetectionSpec) Marshal added in v0.4.728 

func (m *DriftDetectionSpec) Marshal() (dAtA []byte, err error)

func (*DriftDetectionSpec) MarshalTo added in v0.4.728 

func (m *DriftDetectionSpec) MarshalTo(dAtA []byte) (int, error)

func (*DriftDetectionSpec) MarshalToSizedBuffer added in v0.4.728 

func (m *DriftDetectionSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*DriftDetectionSpec) ProtoMessage added in v0.4.728 

func (*DriftDetectionSpec) ProtoMessage()

func (*DriftDetectionSpec) Reset added in v0.4.728 

func (m *DriftDetectionSpec) Reset()

func (*DriftDetectionSpec) Size added in v0.4.728 

func (m *DriftDetectionSpec) Size() (n int)

func (*DriftDetectionSpec) String added in v0.4.728 

func (this *DriftDetectionSpec) String() string

func (*DriftDetectionSpec) Unmarshal added in v0.4.728 

func (m *DriftDetectionSpec) Unmarshal(dAtA []byte) error

func (*DriftDetectionSpec) XXX_DiscardUnknown added in v0.4.728 

func (m *DriftDetectionSpec) XXX_DiscardUnknown()

func (*DriftDetectionSpec) XXX_Marshal added in v0.4.728 

func (m *DriftDetectionSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*DriftDetectionSpec) XXX_Merge added in v0.4.728 

func (m *DriftDetectionSpec) XXX_Merge(src proto.Message)

func (*DriftDetectionSpec) XXX_Size added in v0.4.728 

func (m *DriftDetectionSpec) XXX_Size() int

func (*DriftDetectionSpec) XXX_Unmarshal added in v0.4.728 

func (m *DriftDetectionSpec) XXX_Unmarshal(b []byte) error

type DriftDetectorStatus added in v0.4.728 

type DriftDetectorStatus struct {
	// The location of the prediction outlier detection
	OutlierModelURI string `json:"outlierModelURI,omitempty" protobuf:"bytes,1,opt,name=outlierModelURI"`
}

func (*DriftDetectorStatus) DeepCopy added in v0.4.728 

func (in *DriftDetectorStatus) DeepCopy() *DriftDetectorStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new DriftDetectorStatus.

func (*DriftDetectorStatus) DeepCopyInto added in v0.4.728 

func (in *DriftDetectorStatus) DeepCopyInto(out *DriftDetectorStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*DriftDetectorStatus) Descriptor added in v0.4.728 

func (*DriftDetectorStatus) Descriptor() ([]byte, []int)

func (*DriftDetectorStatus) Marshal added in v0.4.728 

func (m *DriftDetectorStatus) Marshal() (dAtA []byte, err error)

func (*DriftDetectorStatus) MarshalTo added in v0.4.728 

func (m *DriftDetectorStatus) MarshalTo(dAtA []byte) (int, error)

func (*DriftDetectorStatus) MarshalToSizedBuffer added in v0.4.728 

func (m *DriftDetectorStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*DriftDetectorStatus) ProtoMessage added in v0.4.728 

func (*DriftDetectorStatus) ProtoMessage()

func (*DriftDetectorStatus) Reset added in v0.4.728 

func (m *DriftDetectorStatus) Reset()

func (*DriftDetectorStatus) Size added in v0.4.728 

func (m *DriftDetectorStatus) Size() (n int)

func (*DriftDetectorStatus) String added in v0.4.728 

func (this *DriftDetectorStatus) String() string

func (*DriftDetectorStatus) Unmarshal added in v0.4.728 

func (m *DriftDetectorStatus) Unmarshal(dAtA []byte) error

func (*DriftDetectorStatus) XXX_DiscardUnknown added in v0.4.728 

func (m *DriftDetectorStatus) XXX_DiscardUnknown()

func (*DriftDetectorStatus) XXX_Marshal added in v0.4.728 

func (m *DriftDetectorStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*DriftDetectorStatus) XXX_Merge added in v0.4.728 

func (m *DriftDetectorStatus) XXX_Merge(src proto.Message)

func (*DriftDetectorStatus) XXX_Size added in v0.4.728 

func (m *DriftDetectorStatus) XXX_Size() int

func (*DriftDetectorStatus) XXX_Unmarshal added in v0.4.728 

func (m *DriftDetectorStatus) XXX_Unmarshal(b []byte) error

type EarlyStopSpec added in v0.4.722 

type EarlyStopSpec struct {
	// Indicates if early stopping is enabled
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// The number of models to train before model objective metrics will begin to be checked for early stopping
	// +kubebuilder:default:=20
	// +kubebuilder:validation:Optional
	Initial *int32 `json:"initial,omitempty" protobuf:"varint,2,opt,name=initial"`
	// The number of models with no improvement in score that are required to abort the model search
	// +kubebuilder:default:=5
	// +kubebuilder:validation:Optional
	MinModelsWithNoProgress *int32 `json:"minModelsWithNoProgress,omitempty" protobuf:"varint,3,opt,name=minModelsWithNoProgress"`
}

EarlyStopSpec specifies the configuration to automatically abort a model search if further improvements in model performance cannot be produced

func (*EarlyStopSpec) DeepCopy added in v0.4.722 

func (in *EarlyStopSpec) DeepCopy() *EarlyStopSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new EarlyStopSpec.

func (*EarlyStopSpec) DeepCopyInto added in v0.4.722 

func (in *EarlyStopSpec) DeepCopyInto(out *EarlyStopSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*EarlyStopSpec) Descriptor added in v0.4.722 

func (*EarlyStopSpec) Descriptor() ([]byte, []int)

func (*EarlyStopSpec) Marshal added in v0.4.722 

func (m *EarlyStopSpec) Marshal() (dAtA []byte, err error)

func (*EarlyStopSpec) MarshalTo added in v0.4.722 

func (m *EarlyStopSpec) MarshalTo(dAtA []byte) (int, error)

func (*EarlyStopSpec) MarshalToSizedBuffer added in v0.4.722 

func (m *EarlyStopSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*EarlyStopSpec) ProtoMessage added in v0.4.722 

func (*EarlyStopSpec) ProtoMessage()

func (*EarlyStopSpec) Reset added in v0.4.722 

func (m *EarlyStopSpec) Reset()

func (*EarlyStopSpec) Size added in v0.4.722 

func (m *EarlyStopSpec) Size() (n int)

func (*EarlyStopSpec) String added in v0.4.722 

func (this *EarlyStopSpec) String() string

func (*EarlyStopSpec) Unmarshal added in v0.4.722 

func (m *EarlyStopSpec) Unmarshal(dAtA []byte) error

func (*EarlyStopSpec) XXX_DiscardUnknown added in v0.4.722 

func (m *EarlyStopSpec) XXX_DiscardUnknown()

func (*EarlyStopSpec) XXX_Marshal added in v0.4.722 

func (m *EarlyStopSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*EarlyStopSpec) XXX_Merge added in v0.4.722 

func (m *EarlyStopSpec) XXX_Merge(src proto.Message)

func (*EarlyStopSpec) XXX_Size added in v0.4.722 

func (m *EarlyStopSpec) XXX_Size() int

func (*EarlyStopSpec) XXX_Unmarshal added in v0.4.722 

func (m *EarlyStopSpec) XXX_Unmarshal(b []byte) error

type EnsembleRules 

type EnsembleRules struct {
	// contains filtered or unexported fields
}

EnsembleRules is an algorithm class that decide

func NewEnsemble 

func NewEnsemble() *EnsembleRules

func (*EnsembleRules) Add 

func (e *EnsembleRules) Add(m Model)

Add a new model to the ensemble

func (*EnsembleRules) DeepCopy 

func (in *EnsembleRules) DeepCopy() *EnsembleRules

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new EnsembleRules.

func (*EnsembleRules) DeepCopyInto 

func (in *EnsembleRules) DeepCopyInto(out *EnsembleRules)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*EnsembleRules) Descriptor 

func (*EnsembleRules) Descriptor() ([]byte, []int)

func (*EnsembleRules) Exist 

func (e *EnsembleRules) Exist() bool

Exist return true if we can form an ensemble. we can form an ensemble only if we have 3 models from different alg

func (*EnsembleRules) Marshal 

func (m *EnsembleRules) Marshal() (dAtA []byte, err error)

func (*EnsembleRules) MarshalTo 

func (m *EnsembleRules) MarshalTo(dAtA []byte) (int, error)

func (*EnsembleRules) MarshalToSizedBuffer 

func (m *EnsembleRules) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*EnsembleRules) ModelNames 

func (e *EnsembleRules) ModelNames() []string

func (*EnsembleRules) Models 

func (e *EnsembleRules) Models() []Model

func (*EnsembleRules) ProtoMessage 

func (*EnsembleRules) ProtoMessage()

func (*EnsembleRules) Reset 

func (m *EnsembleRules) Reset()

func (*EnsembleRules) Size 

func (m *EnsembleRules) Size() (n int)

func (*EnsembleRules) String 

func (this *EnsembleRules) String() string

func (*EnsembleRules) Unmarshal 

func (m *EnsembleRules) Unmarshal(dAtA []byte) error

func (*EnsembleRules) XXX_DiscardUnknown 

func (m *EnsembleRules) XXX_DiscardUnknown()

func (*EnsembleRules) XXX_Marshal 

func (m *EnsembleRules) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*EnsembleRules) XXX_Merge 

func (m *EnsembleRules) XXX_Merge(src proto.Message)

func (*EnsembleRules) XXX_Size 

func (m *EnsembleRules) XXX_Size() int

func (*EnsembleRules) XXX_Unmarshal 

func (m *EnsembleRules) XXX_Unmarshal(b []byte) error

type EnsembleSpec 

type EnsembleSpec struct {
	// The collection of models (by their name) to be used as estimators in the ensemble
	// +kubebuilder:validation:Optional
	Models []string `json:"models,omitempty" protobuf:"bytes,1,rep,name=models"`
	// The collection of estimators to be used in the ensemble, derived from Models
	// +kubebuilder:validation:Optional
	Estimators []ClassicalEstimatorSpec `json:"estimators,omitempty" protobuf:"bytes,2,rep,name=estimators"`
	// The base estimator
	// +kubebuilder:validation:Optional
	Final *ClassicalEstimatorSpec `json:"final,omitempty" protobuf:"bytes,3,rep,name=final"`
	// The ensemble type method
	// +kubebuilder:validation:Optional
	Type *catalog.EnsembleType `json:"type,omitempty" protobuf:"bytes,4,rep,name=type"`
}

EnsembleSpec specifies the parameters of an ensemble model

func (*EnsembleSpec) DeepCopy 

func (in *EnsembleSpec) DeepCopy() *EnsembleSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new EnsembleSpec.

func (*EnsembleSpec) DeepCopyInto 

func (in *EnsembleSpec) DeepCopyInto(out *EnsembleSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*EnsembleSpec) Descriptor 

func (*EnsembleSpec) Descriptor() ([]byte, []int)

func (*EnsembleSpec) Marshal 

func (m *EnsembleSpec) Marshal() (dAtA []byte, err error)

func (*EnsembleSpec) MarshalTo 

func (m *EnsembleSpec) MarshalTo(dAtA []byte) (int, error)

func (*EnsembleSpec) MarshalToSizedBuffer 

func (m *EnsembleSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*EnsembleSpec) ProtoMessage 

func (*EnsembleSpec) ProtoMessage()

func (*EnsembleSpec) Reset 

func (m *EnsembleSpec) Reset()

func (*EnsembleSpec) Size 

func (m *EnsembleSpec) Size() (n int)

func (*EnsembleSpec) String 

func (this *EnsembleSpec) String() string

func (*EnsembleSpec) Unmarshal 

func (m *EnsembleSpec) Unmarshal(dAtA []byte) error

func (*EnsembleSpec) XXX_DiscardUnknown 

func (m *EnsembleSpec) XXX_DiscardUnknown()

func (*EnsembleSpec) XXX_Marshal 

func (m *EnsembleSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*EnsembleSpec) XXX_Merge 

func (m *EnsembleSpec) XXX_Merge(src proto.Message)

func (*EnsembleSpec) XXX_Size 

func (m *EnsembleSpec) XXX_Size() int

func (*EnsembleSpec) XXX_Unmarshal 

func (m *EnsembleSpec) XXX_Unmarshal(b []byte) error

type EnsemblesSpec 

type EnsemblesSpec struct {
	// Indicates if ensemble models will be created
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// Indicates if a voting ensemble model will be created
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	VotingEnsemble *bool `json:"votingEnsemble,omitempty" protobuf:"varint,2,opt,name=votingEnsemble"`
	// Indicates if a stacking ensemble model will be created
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	StackingEnsemble *bool `json:"stackingEnsemble,omitempty" protobuf:"varint,3,opt,name=stackingEnsemble"`
	// The number of top candidate models to include in the ensemble
	// +kubebuilder:default:=3
	// +kubebuilder:validation:Optional
	Top *int32 `json:"top,omitempty" protobuf:"varint,4,opt,name=top"`
}

EnsemblesSpec specifies the configuration to produce ensemble models

func (*EnsemblesSpec) DeepCopy 

func (in *EnsemblesSpec) DeepCopy() *EnsemblesSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new EnsemblesSpec.

func (*EnsemblesSpec) DeepCopyInto 

func (in *EnsemblesSpec) DeepCopyInto(out *EnsemblesSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*EnsemblesSpec) Descriptor 

func (*EnsemblesSpec) Descriptor() ([]byte, []int)

func (*EnsemblesSpec) Marshal 

func (m *EnsemblesSpec) Marshal() (dAtA []byte, err error)

func (*EnsemblesSpec) MarshalTo 

func (m *EnsemblesSpec) MarshalTo(dAtA []byte) (int, error)

func (*EnsemblesSpec) MarshalToSizedBuffer 

func (m *EnsemblesSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*EnsemblesSpec) ProtoMessage 

func (*EnsemblesSpec) ProtoMessage()

func (*EnsemblesSpec) Reset 

func (m *EnsemblesSpec) Reset()

func (*EnsemblesSpec) Size 

func (m *EnsemblesSpec) Size() (n int)

func (*EnsemblesSpec) String 

func (this *EnsemblesSpec) String() string

func (*EnsemblesSpec) Unmarshal 

func (m *EnsemblesSpec) Unmarshal(dAtA []byte) error

func (*EnsemblesSpec) XXX_DiscardUnknown 

func (m *EnsemblesSpec) XXX_DiscardUnknown()

func (*EnsemblesSpec) XXX_Marshal 

func (m *EnsemblesSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*EnsemblesSpec) XXX_Merge 

func (m *EnsemblesSpec) XXX_Merge(src proto.Message)

func (*EnsemblesSpec) XXX_Size 

func (m *EnsemblesSpec) XXX_Size() int

func (*EnsemblesSpec) XXX_Unmarshal 

func (m *EnsemblesSpec) XXX_Unmarshal(b []byte) error

type FeatureEngineeringPipeline 

type FeatureEngineeringPipeline struct {
	// The name of the pipeline
	// +kubebuilder:validation:Required
	Name string `json:"name,omitempty" protobuf:"bytes,1,opt,name=name"`
	// The type of data which the pipeline applies to
	// +kubebuilder:validation:Required
	// +required
	DataType catalog.DataType `json:"datatype,omitempty" protobuf:"bytes,2,opt,name=datatype"`
	// The collection of columns which the pipeline applies to. Each column in the dataset with the
	// data type of the pipeline should be added to the collection of columns
	// +kubebuilder:validation:Optional
	Columns []string `json:"columns,omitempty" protobuf:"bytes,3,rep,name=columns"`
	// The imputation method to use, which fills in missing values within the columns
	// +kubebuilder:default:=none
	// +kubebuilder:validation:Optional
	Imputation *catalog.Imputation `json:"imputation,omitempty" protobuf:"bytes,4,opt,name=imputation"`
	// The encoding method to use for categorical data types
	// +kubebuilder:default:=none
	// +kubebuilder:validation:Optional
	Encoding *catalog.CategoricalEncoding `json:"encoding,omitempty" protobuf:"bytes,5,opt,name=encoding"`
	// The scaling method to use for numerical data types
	// +kubebuilder:default:=none
	// +kubebuilder:validation:Optional
	Scaling *catalog.Scaling `json:"scaling,omitempty" protobuf:"bytes,6,opt,name=scaling"`
	// The discretisation method, which converts numerical data types to discrete variables
	// +kubebuilder:default:=none
	// +kubebuilder:validation:Optional
	Discretisation *catalog.Discretisation `json:"discretisation,omitempty" protobuf:"bytes,7,opt,name=discretisation"`
	// The transformation method to use for numerical data types
	// +kubebuilder:default:=none
	// +kubebuilder:validation:Optional
	VariableTransformation *catalog.VariableTransformation `json:"variableTransformation,omitempty" protobuf:"bytes,8,opt,name=variableTransformation"`
	// The method to use when handling outliers
	// +kubebuilder:default:=none
	// Apply only to numeric data types.
	OutlierHandling *catalog.OutlierHandling `json:"outlierHandling,omitempty" protobuf:"bytes,9,opt,name=outlierHandling"`
	// The method to use when handling the date-time data type
	// +kubebuilder:default:=none
	// +kubebuilder:validation:Optional
	DatetimeTransformation *catalog.DatetimeTransformation `json:"datetimeTransformation,omitempty" protobuf:"bytes,10,opt,name=datetimeTransformation"`
	// Text specifies the pipeline to handle raw text
	// +kubebuilder:validation:Optional
	Text *TextPipelineSpec `json:"text,omitempty" protobuf:"bytes,11,opt,name=text"`
	// Image specifies the pipeline to handle image data (currently unsupported)
	// +kubebuilder:validation:Optional
	Image *ImagePipelineSpec `json:"image,omitempty" protobuf:"bytes,12,opt,name=image"`
	// Audio specifies the pipeline to handle audio data (currently unsupported)
	// +kubebuilder:validation:Optional
	Audio *AudioPipelineSpec `json:"audio,omitempty" protobuf:"bytes,13,opt,name=audio"`
	// Video specifies the pipeline to handle video data (currently unsupported)
	// +kubebuilder:validation:Optional
	Video *VideoPipelineSpec `json:"video,omitempty" protobuf:"bytes,14,opt,name=video"`
	// Generated specifies a collection of columns to be generated
	// +kubebuilder:validation:Optional
	Genereted []GeneratedColumnSpec `json:"generated,omitempty" protobuf:"bytes,15,rep,name=generated"`
	// Custom specifies a collection of columns to be generated. Custom columns are specified by end-users
	Custom []GeneratedColumnSpec `json:"custom,omitempty" protobuf:"bytes,16,rep,name=custom"`
	// Indicates if all of all the columns specified by the Columns field should be dropped
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Drop *bool `json:"drop,omitempty" protobuf:"varint,17,opt,name=drop"`
	// Indicates if the pipeline should not be applied and the columns should remain unchanged
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Passthrough *bool `json:"passthrough,omitempty" protobuf:"varint,18,opt,name=passthrough"`
}

FeatureEngineeringPipeline represent a single pipeline to transform a dataset

func (*FeatureEngineeringPipeline) DeepCopy 

func (in *FeatureEngineeringPipeline) DeepCopy() *FeatureEngineeringPipeline

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureEngineeringPipeline.

func (*FeatureEngineeringPipeline) DeepCopyInto 

func (in *FeatureEngineeringPipeline) DeepCopyInto(out *FeatureEngineeringPipeline)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*FeatureEngineeringPipeline) Descriptor 

func (*FeatureEngineeringPipeline) Descriptor() ([]byte, []int)

func (*FeatureEngineeringPipeline) Marshal 

func (m *FeatureEngineeringPipeline) Marshal() (dAtA []byte, err error)

func (*FeatureEngineeringPipeline) MarshalTo 

func (m *FeatureEngineeringPipeline) MarshalTo(dAtA []byte) (int, error)

func (*FeatureEngineeringPipeline) MarshalToSizedBuffer 

func (m *FeatureEngineeringPipeline) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*FeatureEngineeringPipeline) ProtoMessage 

func (*FeatureEngineeringPipeline) ProtoMessage()

func (*FeatureEngineeringPipeline) Reset 

func (m *FeatureEngineeringPipeline) Reset()

func (*FeatureEngineeringPipeline) Size 

func (m *FeatureEngineeringPipeline) Size() (n int)

func (*FeatureEngineeringPipeline) String 

func (this *FeatureEngineeringPipeline) String() string

func (*FeatureEngineeringPipeline) Unmarshal 

func (m *FeatureEngineeringPipeline) Unmarshal(dAtA []byte) error

func (*FeatureEngineeringPipeline) XXX_DiscardUnknown 

func (m *FeatureEngineeringPipeline) XXX_DiscardUnknown()

func (*FeatureEngineeringPipeline) XXX_Marshal 

func (m *FeatureEngineeringPipeline) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*FeatureEngineeringPipeline) XXX_Merge 

func (m *FeatureEngineeringPipeline) XXX_Merge(src proto.Message)

func (*FeatureEngineeringPipeline) XXX_Size 

func (m *FeatureEngineeringPipeline) XXX_Size() int

func (*FeatureEngineeringPipeline) XXX_Unmarshal 

func (m *FeatureEngineeringPipeline) XXX_Unmarshal(b []byte) error

type FeatureEngineeringSearchSpec 

type FeatureEngineeringSearchSpec struct {
	// Indicates if the feature engineering search will be performed
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// The method to use when handling an imbalanced dataset
	// +kubebuilder:default:=auto
	// +kubebuilder:validation:Optional
	ImbalanceHandler *catalog.ImbalanceHandling `json:"imbalanceHandler,omitempty" protobuf:"bytes,2,opt,name=imbalancedHandler"`
	// The algorithm to use when evaluating models with different feature engineering pipelines
	// +kubebuilder:validation:Optional
	Estimator *catalog.ClassicEstimatorName `json:"estimator,omitempty" protobuf:"bytes,3,opt,name=estimator"`
	// The number of models to sample, after which the feature engineering with the highest
	// score will be used with Model resources produced by the primary model search of the parent Study
	// +kubebuilder:default:=10
	// +kubebuilder:validation:Optional
	MaxModels *int32 `json:"maxModels,omitempty" protobuf:"varint,4,opt,name=maxModels"`
	// The deadline, in seconds, for models produced by the search to be trained
	// +kubebuilder:default:=3600
	// +kubebuilder:validation:Optional
	MaxTimeSec *int32 `json:"maxTime,omitempty" protobuf:"varint,5,opt,name=maxTime"`
	// The desired number of trainers that will train candidate models in parallel. The number
	// of trainers is restricted based on the allowance provided by the active License
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	MaxTrainers *int32 `json:"maxTrainers,omitempty" protobuf:"varint,6,opt,name=maxTrainers"`
	// The number percentage (0 through 100) of the dataset to train models with
	// +kubebuilder:default:=100
	// +kubebuilder:validation:Optional
	SamplePct *int32 `json:"samplePct,omitempty" protobuf:"varint,7,opt,name=samplePct"`
	// Indicates if models produced by the feature engineering search should be
	// automatically removed at the conclusion of the search
	// +kubebuilder:default:=true
	AutoRemove *bool `json:"autoRemove,omitempty" protobuf:"varint,8,opt,name=autoRemove"`
	// If true, if a feature engineering pipeline was previously produced for
	// the same dataset it will be used as a starting point for the search
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Reuse *bool `json:"reuse,omitempty" protobuf:"varint,9,opt,name=reuse"`
	// Specification for feature selection.
	// successful study.
	// +kubebuilder:validation:Optional
	FeatureSelectionTemplate FeatureSelectionSpec `json:"featureSelectionTemplate,omitempty" protobuf:"bytes,10,opt,name=featureSelectionTemplate"`
}

FeatureEngineeringSearchSpec specifies the configuration to produce the best-performing feature engineering pipeline for a given dataset

func (*FeatureEngineeringSearchSpec) DeepCopy 

func (in *FeatureEngineeringSearchSpec) DeepCopy() *FeatureEngineeringSearchSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureEngineeringSearchSpec.

func (*FeatureEngineeringSearchSpec) DeepCopyInto 

func (in *FeatureEngineeringSearchSpec) DeepCopyInto(out *FeatureEngineeringSearchSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*FeatureEngineeringSearchSpec) Descriptor 

func (*FeatureEngineeringSearchSpec) Descriptor() ([]byte, []int)

func (*FeatureEngineeringSearchSpec) Marshal 

func (m *FeatureEngineeringSearchSpec) Marshal() (dAtA []byte, err error)

func (*FeatureEngineeringSearchSpec) MarshalTo 

func (m *FeatureEngineeringSearchSpec) MarshalTo(dAtA []byte) (int, error)

func (*FeatureEngineeringSearchSpec) MarshalToSizedBuffer 

func (m *FeatureEngineeringSearchSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*FeatureEngineeringSearchSpec) ProtoMessage 

func (*FeatureEngineeringSearchSpec) ProtoMessage()

func (*FeatureEngineeringSearchSpec) Reset 

func (m *FeatureEngineeringSearchSpec) Reset()

func (*FeatureEngineeringSearchSpec) Size 

func (m *FeatureEngineeringSearchSpec) Size() (n int)

func (*FeatureEngineeringSearchSpec) String 

func (this *FeatureEngineeringSearchSpec) String() string

func (*FeatureEngineeringSearchSpec) Unmarshal 

func (m *FeatureEngineeringSearchSpec) Unmarshal(dAtA []byte) error

func (*FeatureEngineeringSearchSpec) XXX_DiscardUnknown 

func (m *FeatureEngineeringSearchSpec) XXX_DiscardUnknown()

func (*FeatureEngineeringSearchSpec) XXX_Marshal 

func (m *FeatureEngineeringSearchSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*FeatureEngineeringSearchSpec) XXX_Merge 

func (m *FeatureEngineeringSearchSpec) XXX_Merge(src proto.Message)

func (*FeatureEngineeringSearchSpec) XXX_Size 

func (m *FeatureEngineeringSearchSpec) XXX_Size() int

func (*FeatureEngineeringSearchSpec) XXX_Unmarshal 

func (m *FeatureEngineeringSearchSpec) XXX_Unmarshal(b []byte) error

type FeatureEngineeringSearchStatus 

type FeatureEngineeringSearchStatus struct {
	// The recommended pipeline after feature engineering was done
	Best FeatureEngineeringSpec `json:"best,omitempty" protobuf:"bytes,1,opt,name=best"`
}

func (*FeatureEngineeringSearchStatus) DeepCopy 

func (in *FeatureEngineeringSearchStatus) DeepCopy() *FeatureEngineeringSearchStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureEngineeringSearchStatus.

func (*FeatureEngineeringSearchStatus) DeepCopyInto 

func (in *FeatureEngineeringSearchStatus) DeepCopyInto(out *FeatureEngineeringSearchStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*FeatureEngineeringSearchStatus) Descriptor 

func (*FeatureEngineeringSearchStatus) Descriptor() ([]byte, []int)

func (*FeatureEngineeringSearchStatus) Marshal 

func (m *FeatureEngineeringSearchStatus) Marshal() (dAtA []byte, err error)

func (*FeatureEngineeringSearchStatus) MarshalTo 

func (m *FeatureEngineeringSearchStatus) MarshalTo(dAtA []byte) (int, error)

func (*FeatureEngineeringSearchStatus) MarshalToSizedBuffer 

func (m *FeatureEngineeringSearchStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*FeatureEngineeringSearchStatus) ProtoMessage 

func (*FeatureEngineeringSearchStatus) ProtoMessage()

func (*FeatureEngineeringSearchStatus) Reset 

func (m *FeatureEngineeringSearchStatus) Reset()

func (*FeatureEngineeringSearchStatus) Size 

func (m *FeatureEngineeringSearchStatus) Size() (n int)

func (*FeatureEngineeringSearchStatus) String 

func (this *FeatureEngineeringSearchStatus) String() string

func (*FeatureEngineeringSearchStatus) Unmarshal 

func (m *FeatureEngineeringSearchStatus) Unmarshal(dAtA []byte) error

func (*FeatureEngineeringSearchStatus) XXX_DiscardUnknown 

func (m *FeatureEngineeringSearchStatus) XXX_DiscardUnknown()

func (*FeatureEngineeringSearchStatus) XXX_Marshal 

func (m *FeatureEngineeringSearchStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*FeatureEngineeringSearchStatus) XXX_Merge 

func (m *FeatureEngineeringSearchStatus) XXX_Merge(src proto.Message)

func (*FeatureEngineeringSearchStatus) XXX_Size 

func (m *FeatureEngineeringSearchStatus) XXX_Size() int

func (*FeatureEngineeringSearchStatus) XXX_Unmarshal 

func (m *FeatureEngineeringSearchStatus) XXX_Unmarshal(b []byte) error

type FeatureEngineeringSpec 

type FeatureEngineeringSpec struct {
	// Pipelines contains the collection of feature engineering pipelines that
	// will be applied to a dataset prior to model training
	// +kubebuilder:validation:Optional
	Pipelines []FeatureEngineeringPipeline `json:"pipelines,omitempty" protobuf:"bytes,1,rep,name=pipelines"`
	// The method which will be used to handle an imbalanced dataset
	// +kubebuilder:default:=auto
	// +kubebuilder:validation:Optional
	Imbalance *catalog.ImbalanceHandling `json:"imbalance,omitempty" protobuf:"bytes,2,opt,name=imbalance"`
	// FeatureSelection specifies the configuration to perform
	// feature selection on a dataset prior to model training
	// +kubebuilder:validation:Optional
	FeatureSelection FeatureSelectionSpec `json:"selection,omitempty" protobuf:"bytes,3,opt,name=selection"`
}

FeatureEngineeringSpec specifies the feature engineering and preprocessing to be performed on a dataset

func (*FeatureEngineeringSpec) DeepCopy 

func (in *FeatureEngineeringSpec) DeepCopy() *FeatureEngineeringSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureEngineeringSpec.

func (*FeatureEngineeringSpec) DeepCopyInto 

func (in *FeatureEngineeringSpec) DeepCopyInto(out *FeatureEngineeringSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*FeatureEngineeringSpec) Descriptor 

func (*FeatureEngineeringSpec) Descriptor() ([]byte, []int)

func (*FeatureEngineeringSpec) Marshal 

func (m *FeatureEngineeringSpec) Marshal() (dAtA []byte, err error)

func (*FeatureEngineeringSpec) MarshalTo 

func (m *FeatureEngineeringSpec) MarshalTo(dAtA []byte) (int, error)

func (*FeatureEngineeringSpec) MarshalToSizedBuffer 

func (m *FeatureEngineeringSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*FeatureEngineeringSpec) ProtoMessage 

func (*FeatureEngineeringSpec) ProtoMessage()

func (*FeatureEngineeringSpec) Reset 

func (m *FeatureEngineeringSpec) Reset()

func (*FeatureEngineeringSpec) Size 

func (m *FeatureEngineeringSpec) Size() (n int)

func (*FeatureEngineeringSpec) String 

func (this *FeatureEngineeringSpec) String() string

func (*FeatureEngineeringSpec) Unmarshal 

func (m *FeatureEngineeringSpec) Unmarshal(dAtA []byte) error

func (*FeatureEngineeringSpec) XXX_DiscardUnknown 

func (m *FeatureEngineeringSpec) XXX_DiscardUnknown()

func (*FeatureEngineeringSpec) XXX_Marshal 

func (m *FeatureEngineeringSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*FeatureEngineeringSpec) XXX_Merge 

func (m *FeatureEngineeringSpec) XXX_Merge(src proto.Message)

func (*FeatureEngineeringSpec) XXX_Size 

func (m *FeatureEngineeringSpec) XXX_Size() int

func (*FeatureEngineeringSpec) XXX_Unmarshal 

func (m *FeatureEngineeringSpec) XXX_Unmarshal(b []byte) error

type FeatureImportance 

type FeatureImportance struct {
	// The name of the feature
	Feature string `json:"feature,omitempty" protobuf:"bytes,1,opt,name=feature"`
	// The importance of the feature
	// +kubebuilder:validation:Format=float
	// +kubebuilder:validation:Type=number
	Importance float64 `json:"importance,omitempty" protobuf:"bytes,2,opt,name=importance"`
}

FeatureImportance records the computed importance of a single feature

func (*FeatureImportance) DeepCopy 

func (in *FeatureImportance) DeepCopy() *FeatureImportance

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureImportance.

func (*FeatureImportance) DeepCopyInto 

func (in *FeatureImportance) DeepCopyInto(out *FeatureImportance)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*FeatureImportance) Descriptor 

func (*FeatureImportance) Descriptor() ([]byte, []int)

func (*FeatureImportance) Marshal 

func (m *FeatureImportance) Marshal() (dAtA []byte, err error)

func (*FeatureImportance) MarshalTo 

func (m *FeatureImportance) MarshalTo(dAtA []byte) (int, error)

func (*FeatureImportance) MarshalToSizedBuffer 

func (m *FeatureImportance) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*FeatureImportance) ProtoMessage 

func (*FeatureImportance) ProtoMessage()

func (*FeatureImportance) Reset 

func (m *FeatureImportance) Reset()

func (*FeatureImportance) Size 

func (m *FeatureImportance) Size() (n int)

func (*FeatureImportance) String 

func (this *FeatureImportance) String() string

func (*FeatureImportance) Unmarshal 

func (m *FeatureImportance) Unmarshal(dAtA []byte) error

func (*FeatureImportance) XXX_DiscardUnknown 

func (m *FeatureImportance) XXX_DiscardUnknown()

func (*FeatureImportance) XXX_Marshal 

func (m *FeatureImportance) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*FeatureImportance) XXX_Merge 

func (m *FeatureImportance) XXX_Merge(src proto.Message)

func (*FeatureImportance) XXX_Size 

func (m *FeatureImportance) XXX_Size() int

func (*FeatureImportance) XXX_Unmarshal 

func (m *FeatureImportance) XXX_Unmarshal(b []byte) error

type FeatureInfo 

type FeatureInfo struct {
	// The feature name
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	Name string `json:"name,omitempty" protobuf:"bytes,1,opt,name=name"`
	// The reason that the feature was dropped
	// +kubebuilder:validation:Optional
	Reason string `json:"reason,omitempty" protobuf:"bytes,2,opt,name=reason"`
	// +kubebuilder:validation:Optional
	Value float64 `json:"value,omitempty" protobuf:"bytes,3,opt,name=value"`
}

func (*FeatureInfo) DeepCopy 

func (in *FeatureInfo) DeepCopy() *FeatureInfo

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureInfo.

func (*FeatureInfo) DeepCopyInto 

func (in *FeatureInfo) DeepCopyInto(out *FeatureInfo)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*FeatureInfo) Descriptor 

func (*FeatureInfo) Descriptor() ([]byte, []int)

func (*FeatureInfo) Marshal 

func (m *FeatureInfo) Marshal() (dAtA []byte, err error)

func (*FeatureInfo) MarshalTo 

func (m *FeatureInfo) MarshalTo(dAtA []byte) (int, error)

func (*FeatureInfo) MarshalToSizedBuffer 

func (m *FeatureInfo) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*FeatureInfo) ProtoMessage 

func (*FeatureInfo) ProtoMessage()

func (*FeatureInfo) Reset 

func (m *FeatureInfo) Reset()

func (*FeatureInfo) Size 

func (m *FeatureInfo) Size() (n int)

func (*FeatureInfo) String 

func (this *FeatureInfo) String() string

func (*FeatureInfo) Unmarshal 

func (m *FeatureInfo) Unmarshal(dAtA []byte) error

func (*FeatureInfo) XXX_DiscardUnknown 

func (m *FeatureInfo) XXX_DiscardUnknown()

func (*FeatureInfo) XXX_Marshal 

func (m *FeatureInfo) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*FeatureInfo) XXX_Merge 

func (m *FeatureInfo) XXX_Merge(src proto.Message)

func (*FeatureInfo) XXX_Size 

func (m *FeatureInfo) XXX_Size() int

func (*FeatureInfo) XXX_Unmarshal 

func (m *FeatureInfo) XXX_Unmarshal(b []byte) error

type FeaturePair added in v0.4.400 

type FeaturePair struct {
	X string `json:"x,omitempty" protobuf:"bytes,1,opt,name=x"`
	Y string `json:"y,omitempty" protobuf:"bytes,2,opt,name=y"`
}

func (*FeaturePair) DeepCopy added in v0.4.400 

func (in *FeaturePair) DeepCopy() *FeaturePair

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeaturePair.

func (*FeaturePair) DeepCopyInto added in v0.4.400 

func (in *FeaturePair) DeepCopyInto(out *FeaturePair)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*FeaturePair) Descriptor added in v0.4.400 

func (*FeaturePair) Descriptor() ([]byte, []int)

func (*FeaturePair) Marshal added in v0.4.400 

func (m *FeaturePair) Marshal() (dAtA []byte, err error)

func (*FeaturePair) MarshalTo added in v0.4.400 

func (m *FeaturePair) MarshalTo(dAtA []byte) (int, error)

func (*FeaturePair) MarshalToSizedBuffer added in v0.4.400 

func (m *FeaturePair) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*FeaturePair) ProtoMessage added in v0.4.400 

func (*FeaturePair) ProtoMessage()

func (*FeaturePair) Reset added in v0.4.400 

func (m *FeaturePair) Reset()

func (*FeaturePair) Size added in v0.4.400 

func (m *FeaturePair) Size() (n int)

func (*FeaturePair) String added in v0.4.400 

func (this *FeaturePair) String() string

func (*FeaturePair) Unmarshal added in v0.4.400 

func (m *FeaturePair) Unmarshal(dAtA []byte) error

func (*FeaturePair) XXX_DiscardUnknown added in v0.4.400 

func (m *FeaturePair) XXX_DiscardUnknown()

func (*FeaturePair) XXX_Marshal added in v0.4.400 

func (m *FeaturePair) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*FeaturePair) XXX_Merge added in v0.4.400 

func (m *FeaturePair) XXX_Merge(src proto.Message)

func (*FeaturePair) XXX_Size added in v0.4.400 

func (m *FeaturePair) XXX_Size() int

func (*FeaturePair) XXX_Unmarshal added in v0.4.400 

func (m *FeaturePair) XXX_Unmarshal(b []byte) error

type FeatureSelectionSpec 

type FeatureSelectionSpec struct {
	// Indicates if feature selection is enabled
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,rep,name=enabled"`
	// The number percentage (0 through 100) of the dataset to sample
	// +kubebuilder:default:=100
	// +kubebuilder:validation:Optional
	SamplePct *int32 `json:"samplePct,omitempty" protobuf:"varint,2,rep,name=samplePct"`
	// Indicates if embedded methods will be tested as part of the candidate algorithms (e.g. tree-based selection)
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Embedding *bool `json:"embedding,omitempty" protobuf:"varint,3,rep,name=embedding"`
	// Indicates if filter methods will be tested as part of the candidate algorithms (e.g. chi-square or anova tests)
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Filter *bool `json:"filter,omitempty" protobuf:"varint,4,rep,name=filter"`
	// Indicates if wrapper methods will be tested as part of the candidate algorithms
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Wrapper *bool `json:"wrapper,omitempty" protobuf:"varint,5,rep,name=wrapper"`
	// The collection of feature selection methods that will be applied in order to the dataset
	Pipeline []catalog.FeatureSelection `json:"pipeline,omitempty" protobuf:"varint,6,rep,name=pipeline"`
	// The threshold as a percentage to remove low variance features
	// +kubebuilder:default:=5
	// +kubebuilder:validation:Optional
	VarianceThresholdPct *int32 `json:"varianceThresholdPct,omitempty" protobuf:"varint,7,opt,name=varianceThresholdPct"`
	// The threshold to remove features with high correlations
	// +kubebuilder:default:=95
	// +kubebuilder:validation:Optional
	CorrThreshold *int32 `json:"corrThreshold,omitempty" protobuf:"varint,8,opt,name=corrThreshold"`
	// The number of features that will be selected based on importance. If TopN is 0, all features will be selected
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	TopN *int32 `json:"topN,omitempty" protobuf:"varint,9,opt,name=topN"`
	// The cumulative importance threshold of features to be included
	// +kubebuilder:default:=95
	// +kubebuilder:validation:Optional
	CumulativeImportancePercent *int32 `json:"cumulativeImportancePercent,omitempty" protobuf:"varint,10,opt,name=cumulativeImportancePercent"`
	// List of features that are reserved and will always be included in the final feature selection
	// +kubebuilder:validation:Optional
	Reserved []string `json:"reserved,omitempty" protobuf:"bytes,11,rep,name=reserved"`
}

FeatureSelectionSpec specifies the configuration to run feature selection on a dataset

func (*FeatureSelectionSpec) DeepCopy 

func (in *FeatureSelectionSpec) DeepCopy() *FeatureSelectionSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new FeatureSelectionSpec.

func (*FeatureSelectionSpec) DeepCopyInto 

func (in *FeatureSelectionSpec) DeepCopyInto(out *FeatureSelectionSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*FeatureSelectionSpec) Descriptor 

func (*FeatureSelectionSpec) Descriptor() ([]byte, []int)

func (*FeatureSelectionSpec) Marshal 

func (m *FeatureSelectionSpec) Marshal() (dAtA []byte, err error)

func (*FeatureSelectionSpec) MarshalTo 

func (m *FeatureSelectionSpec) MarshalTo(dAtA []byte) (int, error)

func (*FeatureSelectionSpec) MarshalToSizedBuffer 

func (m *FeatureSelectionSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*FeatureSelectionSpec) ProtoMessage 

func (*FeatureSelectionSpec) ProtoMessage()

func (*FeatureSelectionSpec) Reset 

func (m *FeatureSelectionSpec) Reset()

func (*FeatureSelectionSpec) Size 

func (m *FeatureSelectionSpec) Size() (n int)

func (*FeatureSelectionSpec) String 

func (this *FeatureSelectionSpec) String() string

func (*FeatureSelectionSpec) Unmarshal 

func (m *FeatureSelectionSpec) Unmarshal(dAtA []byte) error

func (*FeatureSelectionSpec) XXX_DiscardUnknown 

func (m *FeatureSelectionSpec) XXX_DiscardUnknown()

func (*FeatureSelectionSpec) XXX_Marshal 

func (m *FeatureSelectionSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*FeatureSelectionSpec) XXX_Merge 

func (m *FeatureSelectionSpec) XXX_Merge(src proto.Message)

func (*FeatureSelectionSpec) XXX_Size 

func (m *FeatureSelectionSpec) XXX_Size() int

func (*FeatureSelectionSpec) XXX_Unmarshal 

func (m *FeatureSelectionSpec) XXX_Unmarshal(b []byte) error

type ForecastObj 

type ForecastObj struct {
	Key        string `json:"key,omitempty" protobuf:"bytes,1,opt,name=key"`
	LevelIndex int32  `json:"levelIndex,omitempty" protobuf:"varint,2,opt,name=levelIndex"`
}

ForecastObj holds the definition of a single forecast

func (*ForecastObj) DeepCopy 

func (in *ForecastObj) DeepCopy() *ForecastObj

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ForecastObj.

func (*ForecastObj) DeepCopyInto 

func (in *ForecastObj) DeepCopyInto(out *ForecastObj)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ForecastObj) Descriptor 

func (*ForecastObj) Descriptor() ([]byte, []int)

func (*ForecastObj) Marshal 

func (m *ForecastObj) Marshal() (dAtA []byte, err error)

func (*ForecastObj) MarshalTo 

func (m *ForecastObj) MarshalTo(dAtA []byte) (int, error)

func (*ForecastObj) MarshalToSizedBuffer 

func (m *ForecastObj) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ForecastObj) ProtoMessage 

func (*ForecastObj) ProtoMessage()

func (*ForecastObj) Reset 

func (m *ForecastObj) Reset()

func (*ForecastObj) Size 

func (m *ForecastObj) Size() (n int)

func (*ForecastObj) String 

func (this *ForecastObj) String() string

func (*ForecastObj) Unmarshal 

func (m *ForecastObj) Unmarshal(dAtA []byte) error

func (*ForecastObj) XXX_DiscardUnknown 

func (m *ForecastObj) XXX_DiscardUnknown()

func (*ForecastObj) XXX_Marshal 

func (m *ForecastObj) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ForecastObj) XXX_Merge 

func (m *ForecastObj) XXX_Merge(src proto.Message)

func (*ForecastObj) XXX_Size 

func (m *ForecastObj) XXX_Size() int

func (*ForecastObj) XXX_Unmarshal 

func (m *ForecastObj) XXX_Unmarshal(b []byte) error

type ForecastPostProcessingSpec 

type ForecastPostProcessingSpec struct {
	// The name of the connection for a database the result of the forecast
	// If null, the system will insert the forecast in the database.
	// +kubebuilder:validation:Optional
	ConnectionName *string `json:"connectionName,omitempty" protobuf:"bytes,1,opt,name=connectionName"`
	// Specify if we should generate a forecast using the model
	// If true, the system will perform a forecast and update the forecast connection.
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Forecast *bool `json:"forecast,omitempty" protobuf:"varint,2,opt,name=forecast"`
}

The Forecast storage spec specify where to store the forecast after prediction.

func (*ForecastPostProcessingSpec) DeepCopy 

func (in *ForecastPostProcessingSpec) DeepCopy() *ForecastPostProcessingSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ForecastPostProcessingSpec.

func (*ForecastPostProcessingSpec) DeepCopyInto 

func (in *ForecastPostProcessingSpec) DeepCopyInto(out *ForecastPostProcessingSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ForecastPostProcessingSpec) Descriptor 

func (*ForecastPostProcessingSpec) Descriptor() ([]byte, []int)

func (*ForecastPostProcessingSpec) Marshal 

func (m *ForecastPostProcessingSpec) Marshal() (dAtA []byte, err error)

func (*ForecastPostProcessingSpec) MarshalTo 

func (m *ForecastPostProcessingSpec) MarshalTo(dAtA []byte) (int, error)

func (*ForecastPostProcessingSpec) MarshalToSizedBuffer 

func (m *ForecastPostProcessingSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ForecastPostProcessingSpec) ProtoMessage 

func (*ForecastPostProcessingSpec) ProtoMessage()

func (*ForecastPostProcessingSpec) Reset 

func (m *ForecastPostProcessingSpec) Reset()

func (*ForecastPostProcessingSpec) Size 

func (m *ForecastPostProcessingSpec) Size() (n int)

func (*ForecastPostProcessingSpec) String 

func (this *ForecastPostProcessingSpec) String() string

func (*ForecastPostProcessingSpec) Unmarshal 

func (m *ForecastPostProcessingSpec) Unmarshal(dAtA []byte) error

func (*ForecastPostProcessingSpec) XXX_DiscardUnknown 

func (m *ForecastPostProcessingSpec) XXX_DiscardUnknown()

func (*ForecastPostProcessingSpec) XXX_Marshal 

func (m *ForecastPostProcessingSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ForecastPostProcessingSpec) XXX_Merge 

func (m *ForecastPostProcessingSpec) XXX_Merge(src proto.Message)

func (*ForecastPostProcessingSpec) XXX_Size 

func (m *ForecastPostProcessingSpec) XXX_Size() int

func (*ForecastPostProcessingSpec) XXX_Unmarshal 

func (m *ForecastPostProcessingSpec) XXX_Unmarshal(b []byte) error

type ForecastSpec 

type ForecastSpec struct {
	// Specification of the forecast data.
	// +kubebuilder:validation:Optional
	Data TimeSeriesDataSpec `json:"data,omitempty" protobuf:"bytes,1,opt,name=data"`
	// The confidence levels for the forecast, each level must be between 1-100.
	// +kubebuilder:default = 95
	// +kubebuilder:validation:Optional
	// +kubebuilder:validation:Minimum=0
	ConfidenceInterval *int32 `json:"confidenceIntervals,omitempty" protobuf:"varint,2,opt,name=confidenceInterval"`
	// The backtest specification, the system supports back testing with expanding windows.
	// +kubebuilder:validation:Optional
	Backtest BacktestSpec `json:"backtest,omitempty" protobuf:"bytes,3,opt,name=backtest"`
	// Post processing
	// +kubebuilder:validation:Optional
	PostPrecessing ForecastPostProcessingSpec `json:"postProcessing,omitempty" protobuf:"bytes,4,opt,name=postProcessing"`
	// If true generate the plots
	// +kubebuilder:default = true
	// +kubebuilder:validation:Optional
	Plot *bool `json:"plot,omitempty" protobuf:"varint,5,opt,name=plot"`
	// +kubebuilder:default = true
	// +kubebuilder:validation:Optional
	PlotChangePoints *bool `json:"plotChangePoints,omitempty" protobuf:"varint,6,opt,name=plotChangePoints"`
}

ForecastingSpec

func (*ForecastSpec) DeepCopy 

func (in *ForecastSpec) DeepCopy() *ForecastSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ForecastSpec.

func (*ForecastSpec) DeepCopyInto 

func (in *ForecastSpec) DeepCopyInto(out *ForecastSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ForecastSpec) Descriptor 

func (*ForecastSpec) Descriptor() ([]byte, []int)

func (*ForecastSpec) Marshal 

func (m *ForecastSpec) Marshal() (dAtA []byte, err error)

func (*ForecastSpec) MarshalTo 

func (m *ForecastSpec) MarshalTo(dAtA []byte) (int, error)

func (*ForecastSpec) MarshalToSizedBuffer 

func (m *ForecastSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ForecastSpec) ProtoMessage 

func (*ForecastSpec) ProtoMessage()

func (*ForecastSpec) Reset 

func (m *ForecastSpec) Reset()

func (*ForecastSpec) Size 

func (m *ForecastSpec) Size() (n int)

func (*ForecastSpec) String 

func (this *ForecastSpec) String() string

func (*ForecastSpec) Unmarshal 

func (m *ForecastSpec) Unmarshal(dAtA []byte) error

func (*ForecastSpec) XXX_DiscardUnknown 

func (m *ForecastSpec) XXX_DiscardUnknown()

func (*ForecastSpec) XXX_Marshal 

func (m *ForecastSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ForecastSpec) XXX_Merge 

func (m *ForecastSpec) XXX_Merge(src proto.Message)

func (*ForecastSpec) XXX_Size 

func (m *ForecastSpec) XXX_Size() int

func (*ForecastSpec) XXX_Unmarshal 

func (m *ForecastSpec) XXX_Unmarshal(b []byte) error

type GarbageCollectionSpec added in v0.4.414 

type GarbageCollectionSpec struct {
	// Indicates if all models of the Study, excluding the highest-performing model, will be archived
	// +kubebuilder:validation:Optional
	// +kubebuilder:default:=true
	CollectAtStudyEnd *bool `json:"collectAtStudyEnd,omitempty" protobuf:"varint,1,opt,name=collectAtStudyEnd"`
	// Indicates if multiple models with the same algorithm are produced by the Study, the
	// model with the lowest score will be garbage-collected
	// +kubebuilder:validation:Optional
	// +kubebuilder:default:=false
	KeepOnlyBestModelPerAlgorithm *bool `json:"keepOnlyBestModelPerAlgorithm,omitempty" protobuf:"varint,2,opt,name=keepOnlyBestModelPerAlgorithm"`
	// Indicates if we should keep pruned models
	// model with the lowest score will be garbage-collected
	// +kubebuilder:validation:Optional
	// +kubebuilder:default:=false
	KeepPrunedModel *bool `json:"keepPrunedModels,omitempty" protobuf:"varint,3,opt,name=keepPrunedModels"`
}

GarbageCollectionSpec specifies the configuration to garbage-collect unused Model resources

func (*GarbageCollectionSpec) DeepCopy added in v0.4.414 

func (in *GarbageCollectionSpec) DeepCopy() *GarbageCollectionSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new GarbageCollectionSpec.

func (*GarbageCollectionSpec) DeepCopyInto added in v0.4.414 

func (in *GarbageCollectionSpec) DeepCopyInto(out *GarbageCollectionSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*GarbageCollectionSpec) Descriptor added in v0.4.414 

func (*GarbageCollectionSpec) Descriptor() ([]byte, []int)

func (*GarbageCollectionSpec) Marshal added in v0.4.414 

func (m *GarbageCollectionSpec) Marshal() (dAtA []byte, err error)

func (*GarbageCollectionSpec) MarshalTo added in v0.4.414 

func (m *GarbageCollectionSpec) MarshalTo(dAtA []byte) (int, error)

func (*GarbageCollectionSpec) MarshalToSizedBuffer added in v0.4.414 

func (m *GarbageCollectionSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*GarbageCollectionSpec) ProtoMessage added in v0.4.414 

func (*GarbageCollectionSpec) ProtoMessage()

func (*GarbageCollectionSpec) Reset added in v0.4.414 

func (m *GarbageCollectionSpec) Reset()

func (*GarbageCollectionSpec) Size added in v0.4.414 

func (m *GarbageCollectionSpec) Size() (n int)

func (*GarbageCollectionSpec) String added in v0.4.414 

func (this *GarbageCollectionSpec) String() string

func (*GarbageCollectionSpec) Unmarshal added in v0.4.414 

func (m *GarbageCollectionSpec) Unmarshal(dAtA []byte) error

func (*GarbageCollectionSpec) XXX_DiscardUnknown added in v0.4.414 

func (m *GarbageCollectionSpec) XXX_DiscardUnknown()

func (*GarbageCollectionSpec) XXX_Marshal added in v0.4.414 

func (m *GarbageCollectionSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*GarbageCollectionSpec) XXX_Merge added in v0.4.414 

func (m *GarbageCollectionSpec) XXX_Merge(src proto.Message)

func (*GarbageCollectionSpec) XXX_Size added in v0.4.414 

func (m *GarbageCollectionSpec) XXX_Size() int

func (*GarbageCollectionSpec) XXX_Unmarshal added in v0.4.414 

func (m *GarbageCollectionSpec) XXX_Unmarshal(b []byte) error

type GarbageCollectionStatus added in v0.4.414 

type GarbageCollectionStatus struct {
	// The number of models that were collected, equal to len(Models)
	// +kubebuilder:validation:Optional
	Collected int32 `json:"collected,omitempty" protobuf:"varint,1,opt,name=collected"`
	// The collection of models that were archived
	// +kubebuilder:validation:Optional
	Models []ModelResult `json:"models,omitempty" patchStrategy:"merge" patchMergeKey:"type" protobuf:"bytes,2,opt,name=models"`
}

GarbageCollectionStatus contains the records for garbage-collected models

func (*GarbageCollectionStatus) DeepCopy added in v0.4.414 

func (in *GarbageCollectionStatus) DeepCopy() *GarbageCollectionStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new GarbageCollectionStatus.

func (*GarbageCollectionStatus) DeepCopyInto added in v0.4.414 

func (in *GarbageCollectionStatus) DeepCopyInto(out *GarbageCollectionStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*GarbageCollectionStatus) Descriptor added in v0.4.414 

func (*GarbageCollectionStatus) Descriptor() ([]byte, []int)

func (*GarbageCollectionStatus) Marshal added in v0.4.414 

func (m *GarbageCollectionStatus) Marshal() (dAtA []byte, err error)

func (*GarbageCollectionStatus) MarshalTo added in v0.4.414 

func (m *GarbageCollectionStatus) MarshalTo(dAtA []byte) (int, error)

func (*GarbageCollectionStatus) MarshalToSizedBuffer added in v0.4.414 

func (m *GarbageCollectionStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*GarbageCollectionStatus) ProtoMessage added in v0.4.414 

func (*GarbageCollectionStatus) ProtoMessage()

func (*GarbageCollectionStatus) Reset added in v0.4.414 

func (m *GarbageCollectionStatus) Reset()

func (*GarbageCollectionStatus) Size added in v0.4.414 

func (m *GarbageCollectionStatus) Size() (n int)

func (*GarbageCollectionStatus) String added in v0.4.414 

func (this *GarbageCollectionStatus) String() string

func (*GarbageCollectionStatus) Unmarshal added in v0.4.414 

func (m *GarbageCollectionStatus) Unmarshal(dAtA []byte) error

func (*GarbageCollectionStatus) XXX_DiscardUnknown added in v0.4.414 

func (m *GarbageCollectionStatus) XXX_DiscardUnknown()

func (*GarbageCollectionStatus) XXX_Marshal added in v0.4.414 

func (m *GarbageCollectionStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*GarbageCollectionStatus) XXX_Merge added in v0.4.414 

func (m *GarbageCollectionStatus) XXX_Merge(src proto.Message)

func (*GarbageCollectionStatus) XXX_Size added in v0.4.414 

func (m *GarbageCollectionStatus) XXX_Size() int

func (*GarbageCollectionStatus) XXX_Unmarshal added in v0.4.414 

func (m *GarbageCollectionStatus) XXX_Unmarshal(b []byte) error

type GeneratedColumnSpec 

type GeneratedColumnSpec struct {
	// The name of the generated column
	Name *string `json:"name,omitempty" protobuf:"bytes,1,opt,name=name"`
	// The resulting data type
	DataType catalog.DataType `json:"datatype,omitempty" protobuf:"bytes,2,opt,name=datatype"`
	// The name of the first original column
	First string `json:"first,omitempty" protobuf:"bytes,3,opt,name=first"`
	// The name of the second original column, if the expression is binary operator
	// +kubebuilder:validation:Optional
	Second string `json:"second,omitempty" protobuf:"bytes,4,opt,name=second"`
	// The expression to apply in order to generate the new column
	// +kubebuilder:validation:Optional
	Expression string `json:"original,omitempty" protobuf:"bytes,5,opt,name=original"`
}

GeneratedColumnSpec describes a column to be generated and applied to a dataset

func (*GeneratedColumnSpec) DeepCopy 

func (in *GeneratedColumnSpec) DeepCopy() *GeneratedColumnSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new GeneratedColumnSpec.

func (*GeneratedColumnSpec) DeepCopyInto 

func (in *GeneratedColumnSpec) DeepCopyInto(out *GeneratedColumnSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*GeneratedColumnSpec) Descriptor 

func (*GeneratedColumnSpec) Descriptor() ([]byte, []int)

func (*GeneratedColumnSpec) Marshal 

func (m *GeneratedColumnSpec) Marshal() (dAtA []byte, err error)

func (*GeneratedColumnSpec) MarshalTo 

func (m *GeneratedColumnSpec) MarshalTo(dAtA []byte) (int, error)

func (*GeneratedColumnSpec) MarshalToSizedBuffer 

func (m *GeneratedColumnSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*GeneratedColumnSpec) ProtoMessage 

func (*GeneratedColumnSpec) ProtoMessage()

func (*GeneratedColumnSpec) Reset 

func (m *GeneratedColumnSpec) Reset()

func (*GeneratedColumnSpec) Size 

func (m *GeneratedColumnSpec) Size() (n int)

func (*GeneratedColumnSpec) String 

func (this *GeneratedColumnSpec) String() string

func (*GeneratedColumnSpec) Unmarshal 

func (m *GeneratedColumnSpec) Unmarshal(dAtA []byte) error

func (*GeneratedColumnSpec) XXX_DiscardUnknown 

func (m *GeneratedColumnSpec) XXX_DiscardUnknown()

func (*GeneratedColumnSpec) XXX_Marshal 

func (m *GeneratedColumnSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*GeneratedColumnSpec) XXX_Merge 

func (m *GeneratedColumnSpec) XXX_Merge(src proto.Message)

func (*GeneratedColumnSpec) XXX_Size 

func (m *GeneratedColumnSpec) XXX_Size() int

func (*GeneratedColumnSpec) XXX_Unmarshal 

func (m *GeneratedColumnSpec) XXX_Unmarshal(b []byte) error

type GrowthMode 

type GrowthMode string

+kubebuilder:validation:Enum="linear";"logistic";"flat" 

const (
	Linear   GrowthMode = "linear"
	Logistic GrowthMode = "logistic"
	Flat     GrowthMode = "flat"
)

type Hierarchy 

type Hierarchy struct {
	// The columns in the data frame that belongs to the hierarchy. By default, all the item level column is the last one. The default aggregate function is sum.
	Columns []string `json:"columns,omitempty" protobuf:"bytes,1,rep,name=columns"`
	// The group level columns. For each group level column specify the horizon and the aggregate function
	GroupLevels []Level `json:"groupLevels,omitempty" protobuf:"bytes,2,rep,name=groupLevels"`
	// Item level column.
	ItemLevel *Level `json:"itemLevel,omitempty" protobuf:"bytes,3,opt,name=itemLevel"`
	// Optional notifier to use when the forecast is complete.
	// +kubebuilder:validation:Optional
	NotifierName *string `json:"notifierName,omitempty" protobuf:"bytes,4,opt,name=notifierName"`
}

func (*Hierarchy) DeepCopy 

func (in *Hierarchy) DeepCopy() *Hierarchy

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new Hierarchy.

func (*Hierarchy) DeepCopyInto 

func (in *Hierarchy) DeepCopyInto(out *Hierarchy)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*Hierarchy) Descriptor 

func (*Hierarchy) Descriptor() ([]byte, []int)

func (Hierarchy) Explode 

func (h Hierarchy) Explode() []ForecastObj

Ask the hirerchy to return forecast keys

func (*Hierarchy) Marshal 

func (m *Hierarchy) Marshal() (dAtA []byte, err error)

func (*Hierarchy) MarshalTo 

func (m *Hierarchy) MarshalTo(dAtA []byte) (int, error)

func (*Hierarchy) MarshalToSizedBuffer 

func (m *Hierarchy) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*Hierarchy) ProtoMessage 

func (*Hierarchy) ProtoMessage()

func (*Hierarchy) Reset 

func (m *Hierarchy) Reset()

func (*Hierarchy) Size 

func (m *Hierarchy) Size() (n int)

func (*Hierarchy) String 

func (this *Hierarchy) String() string

func (*Hierarchy) Unmarshal 

func (m *Hierarchy) Unmarshal(dAtA []byte) error

func (*Hierarchy) XXX_DiscardUnknown 

func (m *Hierarchy) XXX_DiscardUnknown()

func (*Hierarchy) XXX_Marshal 

func (m *Hierarchy) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*Hierarchy) XXX_Merge 

func (m *Hierarchy) XXX_Merge(src proto.Message)

func (*Hierarchy) XXX_Size 

func (m *Hierarchy) XXX_Size() int

func (*Hierarchy) XXX_Unmarshal 

func (m *Hierarchy) XXX_Unmarshal(b []byte) error

type HierarchySpec 

type HierarchySpec struct {
	// If true enable
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// Column name of the first level of grouping
	// +kubebuilder:validation:Optional
	GroupColumn *string `json:"groupColumn,omitempty" protobuf:"bytes,2,opt,name=groupColumn"`
	// Column name of the second level of grouping
	// +kubebuilder:validation:Optional
	SubGroupColumn *string `json:"subGroupColumn,omitempty" protobuf:"bytes,3,opt,name=subGroupColumn"`
	// Column name of the third level of grouping
	// +kubebuilder:validation:Optional
	SubSubGroupColumn *string `json:"subSubGroupColumn,omitempty" protobuf:"bytes,4,opt,name=subSubGroupColumn"`
}

Define weather an hierarchy exists in the time series

func (*HierarchySpec) DeepCopy 

func (in *HierarchySpec) DeepCopy() *HierarchySpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new HierarchySpec.

func (*HierarchySpec) DeepCopyInto 

func (in *HierarchySpec) DeepCopyInto(out *HierarchySpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*HierarchySpec) Descriptor 

func (*HierarchySpec) Descriptor() ([]byte, []int)

func (*HierarchySpec) Marshal 

func (m *HierarchySpec) Marshal() (dAtA []byte, err error)

func (*HierarchySpec) MarshalTo 

func (m *HierarchySpec) MarshalTo(dAtA []byte) (int, error)

func (*HierarchySpec) MarshalToSizedBuffer 

func (m *HierarchySpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*HierarchySpec) ProtoMessage 

func (*HierarchySpec) ProtoMessage()

func (*HierarchySpec) Reset 

func (m *HierarchySpec) Reset()

func (*HierarchySpec) Size 

func (m *HierarchySpec) Size() (n int)

func (*HierarchySpec) String 

func (this *HierarchySpec) String() string

func (*HierarchySpec) Unmarshal 

func (m *HierarchySpec) Unmarshal(dAtA []byte) error

func (*HierarchySpec) XXX_DiscardUnknown 

func (m *HierarchySpec) XXX_DiscardUnknown()

func (*HierarchySpec) XXX_Marshal 

func (m *HierarchySpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*HierarchySpec) XXX_Merge 

func (m *HierarchySpec) XXX_Merge(src proto.Message)

func (*HierarchySpec) XXX_Size 

func (m *HierarchySpec) XXX_Size() int

func (*HierarchySpec) XXX_Unmarshal 

func (m *HierarchySpec) XXX_Unmarshal(b []byte) error

type HolidaySpec 

type HolidaySpec struct {
	// If true enable holidays
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// The name of the holiday column. If the column is empty, no holiday
	// Column name of the first level of grouping
	// +kubebuilder:validation:Optional
	HolidayColumn *string `json:"holidayColumn,omitempty" protobuf:"bytes,2,opt,name=holidayColumn"`
	// +kubebuilder:validation:Optional
	Country *catalog.HolidayCountry `json:"country,omitempty" protobuf:"bytes,3,opt,name=country"`
	// For custom holiday use external dataset
	// +kubebuilder:validation:Optional
	DatasetName *string `json:"datasetName,omitempty" protobuf:"bytes,4,opt,name=datasetName"`
}

func (*HolidaySpec) DeepCopy 

func (in *HolidaySpec) DeepCopy() *HolidaySpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new HolidaySpec.

func (*HolidaySpec) DeepCopyInto 

func (in *HolidaySpec) DeepCopyInto(out *HolidaySpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*HolidaySpec) Descriptor 

func (*HolidaySpec) Descriptor() ([]byte, []int)

func (*HolidaySpec) Marshal 

func (m *HolidaySpec) Marshal() (dAtA []byte, err error)

func (*HolidaySpec) MarshalTo 

func (m *HolidaySpec) MarshalTo(dAtA []byte) (int, error)

func (*HolidaySpec) MarshalToSizedBuffer 

func (m *HolidaySpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*HolidaySpec) ProtoMessage 

func (*HolidaySpec) ProtoMessage()

func (*HolidaySpec) Reset 

func (m *HolidaySpec) Reset()

func (*HolidaySpec) Size 

func (m *HolidaySpec) Size() (n int)

func (*HolidaySpec) String 

func (this *HolidaySpec) String() string

func (*HolidaySpec) Unmarshal 

func (m *HolidaySpec) Unmarshal(dAtA []byte) error

func (*HolidaySpec) XXX_DiscardUnknown 

func (m *HolidaySpec) XXX_DiscardUnknown()

func (*HolidaySpec) XXX_Marshal 

func (m *HolidaySpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*HolidaySpec) XXX_Merge 

func (m *HolidaySpec) XXX_Merge(src proto.Message)

func (*HolidaySpec) XXX_Size 

func (m *HolidaySpec) XXX_Size() int

func (*HolidaySpec) XXX_Unmarshal 

func (m *HolidaySpec) XXX_Unmarshal(b []byte) error

type HyperParameterValue 

type HyperParameterValue struct {
	// The name of the hyper-parameter
	Name string `json:"name" protobuf:"bytes,1,opt,name=name"`
	// The value of the hyper-parameter
	Value string `json:"value" protobuf:"bytes,2,opt,name=value"`
}

HyperParameterValue represent an individual hyper-parameter of a machine earning algorithm

func NewHyperParameterValue 

func NewHyperParameterValue() *HyperParameterValue

func ParseHyperParametersFromJson 

func ParseHyperParametersFromJson(jsonStr string) ([]HyperParameterValue, error)

func (*HyperParameterValue) DeepCopy 

func (in *HyperParameterValue) DeepCopy() *HyperParameterValue

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new HyperParameterValue.

func (*HyperParameterValue) DeepCopyInto 

func (in *HyperParameterValue) DeepCopyInto(out *HyperParameterValue)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*HyperParameterValue) Descriptor 

func (*HyperParameterValue) Descriptor() ([]byte, []int)

func (*HyperParameterValue) Marshal 

func (m *HyperParameterValue) Marshal() (dAtA []byte, err error)

func (*HyperParameterValue) MarshalTo 

func (m *HyperParameterValue) MarshalTo(dAtA []byte) (int, error)

func (*HyperParameterValue) MarshalToSizedBuffer 

func (m *HyperParameterValue) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*HyperParameterValue) ProtoMessage 

func (*HyperParameterValue) ProtoMessage()

func (*HyperParameterValue) Reset 

func (m *HyperParameterValue) Reset()

func (*HyperParameterValue) Size 

func (m *HyperParameterValue) Size() (n int)

func (*HyperParameterValue) String 

func (this *HyperParameterValue) String() string

func (*HyperParameterValue) Unmarshal 

func (m *HyperParameterValue) Unmarshal(dAtA []byte) error

func (*HyperParameterValue) XXX_DiscardUnknown 

func (m *HyperParameterValue) XXX_DiscardUnknown()

func (*HyperParameterValue) XXX_Marshal 

func (m *HyperParameterValue) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*HyperParameterValue) XXX_Merge 

func (m *HyperParameterValue) XXX_Merge(src proto.Message)

func (*HyperParameterValue) XXX_Size 

func (m *HyperParameterValue) XXX_Size() int

func (*HyperParameterValue) XXX_Unmarshal 

func (m *HyperParameterValue) XXX_Unmarshal(b []byte) error

type HyperbandOptions added in v0.4.767 

type HyperbandOptions struct {
	// A parameter for specifying the minimum resource allocated to a trial noted as 𝑟 in the paper
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	MinResources *int32 `json:"minResources,omitempty" protobuf:"varint,1,opt,name=minResources"`
	// A parameter for specifying the maximum resource allocated to a trial
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	MaxResources *int32 `json:"maxResources,omitempty" protobuf:"varint,2,opt,name=maxResources"`
	// A parameter for specifying reduction factor of promotable trials
	// +kubebuilder:default:=3
	// +kubebuilder:validation:Optional
	ReductionFactor *int32 `json:"reductionFactor,omitempty" protobuf:"varint,3,opt,name=reductionFactor"`
	// Parameter specifying the number of trials required in a rung before any trial can be promoted
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	BootstrapCount *int32 `json:"bootstrapCount,omitempty" protobuf:"varint,4,opt,name=bootstrapCount"`
}

func (*HyperbandOptions) DeepCopy added in v0.4.767 

func (in *HyperbandOptions) DeepCopy() *HyperbandOptions

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new HyperbandOptions.

func (*HyperbandOptions) DeepCopyInto added in v0.4.767 

func (in *HyperbandOptions) DeepCopyInto(out *HyperbandOptions)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*HyperbandOptions) Descriptor added in v0.4.767 

func (*HyperbandOptions) Descriptor() ([]byte, []int)

func (*HyperbandOptions) Marshal added in v0.4.767 

func (m *HyperbandOptions) Marshal() (dAtA []byte, err error)

func (*HyperbandOptions) MarshalTo added in v0.4.767 

func (m *HyperbandOptions) MarshalTo(dAtA []byte) (int, error)

func (*HyperbandOptions) MarshalToSizedBuffer added in v0.4.767 

func (m *HyperbandOptions) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*HyperbandOptions) ProtoMessage added in v0.4.767 

func (*HyperbandOptions) ProtoMessage()

func (*HyperbandOptions) Reset added in v0.4.767 

func (m *HyperbandOptions) Reset()

func (*HyperbandOptions) Size added in v0.4.767 

func (m *HyperbandOptions) Size() (n int)

func (*HyperbandOptions) String added in v0.4.767 

func (this *HyperbandOptions) String() string

func (*HyperbandOptions) Unmarshal added in v0.4.767 

func (m *HyperbandOptions) Unmarshal(dAtA []byte) error

func (*HyperbandOptions) XXX_DiscardUnknown added in v0.4.767 

func (m *HyperbandOptions) XXX_DiscardUnknown()

func (*HyperbandOptions) XXX_Marshal added in v0.4.767 

func (m *HyperbandOptions) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*HyperbandOptions) XXX_Merge added in v0.4.767 

func (m *HyperbandOptions) XXX_Merge(src proto.Message)

func (*HyperbandOptions) XXX_Size added in v0.4.767 

func (m *HyperbandOptions) XXX_Size() int

func (*HyperbandOptions) XXX_Unmarshal added in v0.4.767 

func (m *HyperbandOptions) XXX_Unmarshal(b []byte) error

type IinitializerName 

type IinitializerName string
const (
	IinitializerZeros            IinitializerName = "zeros"
	IinitializerOnes             IinitializerName = "ones"
	IinitializerConstant         IinitializerName = "constant"
	IinitializerRandom_normal    IinitializerName = "random-normal"
	IinitializerRandom_uniform   IinitializerName = "random-uniform"
	IinitializerTruncated_normal IinitializerName = "truncated-normal"
	IinitializerVariance_scaling IinitializerName = "variance-scaling"
	IinitializerOrthogonal       IinitializerName = "orthogonal"
	IinitializerIdentity         IinitializerName = "identity"
	IinitializerLecun_uniform    IinitializerName = "lecun-uniform"
	IinitializerGlorot_normal    IinitializerName = "glorot-normal"
	IinitializerGlorot_uniform   IinitializerName = "glorot-uniform"
	IinitializerHe_normal        IinitializerName = "he-normal"
	Iinitializerlecun_normal     IinitializerName = "lecun-normal"
	IinitializerHeUniform        IinitializerName = "uniform"
	IinitializerNone             IinitializerName = "none"
)

type ImagePipelineSpec 

type ImagePipelineSpec struct {
	// The date time imputer.
	// +kubebuilder:default:="auto"
	// +kubebuilder:validation:Optional
	Featurizer *catalog.ImageFeaturizer `json:"featurizer,omitempty" protobuf:"bytes,1,opt,name=featurizer"`
}

ImagePipelineSpec represents a single pipeline for preprocessing image data

func (*ImagePipelineSpec) DeepCopy 

func (in *ImagePipelineSpec) DeepCopy() *ImagePipelineSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ImagePipelineSpec.

func (*ImagePipelineSpec) DeepCopyInto 

func (in *ImagePipelineSpec) DeepCopyInto(out *ImagePipelineSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ImagePipelineSpec) Descriptor 

func (*ImagePipelineSpec) Descriptor() ([]byte, []int)

func (*ImagePipelineSpec) Marshal 

func (m *ImagePipelineSpec) Marshal() (dAtA []byte, err error)

func (*ImagePipelineSpec) MarshalTo 

func (m *ImagePipelineSpec) MarshalTo(dAtA []byte) (int, error)

func (*ImagePipelineSpec) MarshalToSizedBuffer 

func (m *ImagePipelineSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ImagePipelineSpec) ProtoMessage 

func (*ImagePipelineSpec) ProtoMessage()

func (*ImagePipelineSpec) Reset 

func (m *ImagePipelineSpec) Reset()

func (*ImagePipelineSpec) Size 

func (m *ImagePipelineSpec) Size() (n int)

func (*ImagePipelineSpec) String 

func (this *ImagePipelineSpec) String() string

func (*ImagePipelineSpec) Unmarshal 

func (m *ImagePipelineSpec) Unmarshal(dAtA []byte) error

func (*ImagePipelineSpec) XXX_DiscardUnknown 

func (m *ImagePipelineSpec) XXX_DiscardUnknown()

func (*ImagePipelineSpec) XXX_Marshal 

func (m *ImagePipelineSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ImagePipelineSpec) XXX_Merge 

func (m *ImagePipelineSpec) XXX_Merge(src proto.Message)

func (*ImagePipelineSpec) XXX_Size 

func (m *ImagePipelineSpec) XXX_Size() int

func (*ImagePipelineSpec) XXX_Unmarshal 

func (m *ImagePipelineSpec) XXX_Unmarshal(b []byte) error

type ImbalanceHandlingSpec added in v0.4.737 

type ImbalanceHandlingSpec struct {
	// Indicates if imbalance handling is enabled
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// The technique that will be used to handle the imbalanced dataset
	// +kubebuilder:default:=auto
	// +kubebuilder:validation:Optional
	Imbalance *catalog.ImbalanceHandling `json:"imbalance,omitempty" protobuf:"bytes,2,opt,name=imbalance"`
}

ImbalanceHandlingSpec specifies the configuration to process an imbalanced dataset

func (*ImbalanceHandlingSpec) DeepCopy added in v0.4.737 

func (in *ImbalanceHandlingSpec) DeepCopy() *ImbalanceHandlingSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ImbalanceHandlingSpec.

func (*ImbalanceHandlingSpec) DeepCopyInto added in v0.4.737 

func (in *ImbalanceHandlingSpec) DeepCopyInto(out *ImbalanceHandlingSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ImbalanceHandlingSpec) Descriptor added in v0.4.737 

func (*ImbalanceHandlingSpec) Descriptor() ([]byte, []int)

func (*ImbalanceHandlingSpec) Marshal added in v0.4.737 

func (m *ImbalanceHandlingSpec) Marshal() (dAtA []byte, err error)

func (*ImbalanceHandlingSpec) MarshalTo added in v0.4.737 

func (m *ImbalanceHandlingSpec) MarshalTo(dAtA []byte) (int, error)

func (*ImbalanceHandlingSpec) MarshalToSizedBuffer added in v0.4.737 

func (m *ImbalanceHandlingSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ImbalanceHandlingSpec) ProtoMessage added in v0.4.737 

func (*ImbalanceHandlingSpec) ProtoMessage()

func (*ImbalanceHandlingSpec) Reset added in v0.4.737 

func (m *ImbalanceHandlingSpec) Reset()

func (*ImbalanceHandlingSpec) Size added in v0.4.737 

func (m *ImbalanceHandlingSpec) Size() (n int)

func (*ImbalanceHandlingSpec) String added in v0.4.737 

func (this *ImbalanceHandlingSpec) String() string

func (*ImbalanceHandlingSpec) Unmarshal added in v0.4.737 

func (m *ImbalanceHandlingSpec) Unmarshal(dAtA []byte) error

func (*ImbalanceHandlingSpec) XXX_DiscardUnknown added in v0.4.737 

func (m *ImbalanceHandlingSpec) XXX_DiscardUnknown()

func (*ImbalanceHandlingSpec) XXX_Marshal added in v0.4.737 

func (m *ImbalanceHandlingSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ImbalanceHandlingSpec) XXX_Merge added in v0.4.737 

func (m *ImbalanceHandlingSpec) XXX_Merge(src proto.Message)

func (*ImbalanceHandlingSpec) XXX_Size added in v0.4.737 

func (m *ImbalanceHandlingSpec) XXX_Size() int

func (*ImbalanceHandlingSpec) XXX_Unmarshal added in v0.4.737 

func (m *ImbalanceHandlingSpec) XXX_Unmarshal(b []byte) error

type InterpretabilitySpec 

type InterpretabilitySpec struct {
	// Indicates if ICE (individual condition expectation) plots will be generated
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	ICE *bool `json:"ice,omitempty" protobuf:"varint,1,opt,name=ice"`
	// The collection of feature pairs to generate ICE scatter diagrams for each
	ICEPairs []FeaturePair `json:"icepairs,omitempty" protobuf:"bytes,2,rep,name=icepairs"`
	// Indicates if LIME (local interpretable model-agnostic explanations) diagrams will be generated
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Lime *bool `json:"lime,omitempty" protobuf:"varint,3,opt,name=lime"`
	// The type of SHAP values to be generated. Linear and tree values are the
	// only recommended types due to the high compute times of other methods
	// +kubebuilder:default:=auto
	// +kubebuilder:validation:Optional
	Shap *catalog.ShapType `json:"shap,omitempty" protobuf:"bytes,4,opt,name=shap"`
	// The collection of feature pairs to generate SHAP scatter diagrams for each
	// +kubebuilder:validation:Optional
	ShapPairs []FeaturePair `json:"shappairs,omitempty" protobuf:"varint,5,rep,name=shappairs"`
	// Indicates if counter-factual diagrams will be generated
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	CounterFactual *bool `json:"counterfactual,omitempty" protobuf:"varint,6,opt,name=counterfactual"`
	// Indicates if anchor explanation diagrams will be generated
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Anchor *bool `json:"anchor,omitempty" protobuf:"varint,7,opt,name=anchor"`
}

InterpretabilitySpec specifies the configuration to generate interpretability data and diagrams

func (*InterpretabilitySpec) DeepCopy 

func (in *InterpretabilitySpec) DeepCopy() *InterpretabilitySpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InterpretabilitySpec.

func (*InterpretabilitySpec) DeepCopyInto 

func (in *InterpretabilitySpec) DeepCopyInto(out *InterpretabilitySpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*InterpretabilitySpec) Descriptor 

func (*InterpretabilitySpec) Descriptor() ([]byte, []int)

func (*InterpretabilitySpec) Marshal 

func (m *InterpretabilitySpec) Marshal() (dAtA []byte, err error)

func (*InterpretabilitySpec) MarshalTo 

func (m *InterpretabilitySpec) MarshalTo(dAtA []byte) (int, error)

func (*InterpretabilitySpec) MarshalToSizedBuffer 

func (m *InterpretabilitySpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*InterpretabilitySpec) ProtoMessage 

func (*InterpretabilitySpec) ProtoMessage()

func (*InterpretabilitySpec) Reset 

func (m *InterpretabilitySpec) Reset()

func (*InterpretabilitySpec) Size 

func (m *InterpretabilitySpec) Size() (n int)

func (*InterpretabilitySpec) String 

func (this *InterpretabilitySpec) String() string

func (*InterpretabilitySpec) Unmarshal 

func (m *InterpretabilitySpec) Unmarshal(dAtA []byte) error

func (*InterpretabilitySpec) XXX_DiscardUnknown 

func (m *InterpretabilitySpec) XXX_DiscardUnknown()

func (*InterpretabilitySpec) XXX_Marshal 

func (m *InterpretabilitySpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*InterpretabilitySpec) XXX_Merge 

func (m *InterpretabilitySpec) XXX_Merge(src proto.Message)

func (*InterpretabilitySpec) XXX_Size 

func (m *InterpretabilitySpec) XXX_Size() int

func (*InterpretabilitySpec) XXX_Unmarshal 

func (m *InterpretabilitySpec) XXX_Unmarshal(b []byte) error

type InterpretabilityStatus 

type InterpretabilityStatus struct {
	// StartTime represents the time when the model explanation phase started
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"trainingStartTime,omitempty" protobuf:"bytes,1,opt,name=trainingStartTime"`
	// EndTime represents the time when the model explanation phase ended
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"trainingEndTime,omitempty" protobuf:"bytes,2,opt,name=trainingEndTime"`
	// The URI for the generated explanation data
	ExplainerURI string `json:"explainerURI,omitempty" protobuf:"bytes,3,opt,name=explainerURI"`
	// The URI for the train SHAP values
	TrainShapValuesURI string `json:"trainShapValuesURI,omitempty" protobuf:"bytes,4,opt,name=trainShapValuesURI"`
	// The URI for the test SHAP values
	TestShapValuesURI string `json:"testShapValuesURI,omitempty" protobuf:"bytes,5,opt,name=testShapValuesURI"`
	// The collection of feature importances generated from the computed SHAP values
	Importance []FeatureImportance `json:"importance,omitempty" protobuf:"bytes,6,rep,name=importance"`
}

InterpretabilityStatus represents the state of the explanation phase of a Model

func (*InterpretabilityStatus) DeepCopy 

func (in *InterpretabilityStatus) DeepCopy() *InterpretabilityStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new InterpretabilityStatus.

func (*InterpretabilityStatus) DeepCopyInto 

func (in *InterpretabilityStatus) DeepCopyInto(out *InterpretabilityStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*InterpretabilityStatus) Descriptor 

func (*InterpretabilityStatus) Descriptor() ([]byte, []int)

func (*InterpretabilityStatus) Marshal 

func (m *InterpretabilityStatus) Marshal() (dAtA []byte, err error)

func (*InterpretabilityStatus) MarshalTo 

func (m *InterpretabilityStatus) MarshalTo(dAtA []byte) (int, error)

func (*InterpretabilityStatus) MarshalToSizedBuffer 

func (m *InterpretabilityStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*InterpretabilityStatus) ProtoMessage 

func (*InterpretabilityStatus) ProtoMessage()

func (*InterpretabilityStatus) Reset 

func (m *InterpretabilityStatus) Reset()

func (*InterpretabilityStatus) Size 

func (m *InterpretabilityStatus) Size() (n int)

func (*InterpretabilityStatus) String 

func (this *InterpretabilityStatus) String() string

func (*InterpretabilityStatus) Unmarshal 

func (m *InterpretabilityStatus) Unmarshal(dAtA []byte) error

func (*InterpretabilityStatus) XXX_DiscardUnknown 

func (m *InterpretabilityStatus) XXX_DiscardUnknown()

func (*InterpretabilityStatus) XXX_Marshal 

func (m *InterpretabilityStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*InterpretabilityStatus) XXX_Merge 

func (m *InterpretabilityStatus) XXX_Merge(src proto.Message)

func (*InterpretabilityStatus) XXX_Size 

func (m *InterpretabilityStatus) XXX_Size() int

func (*InterpretabilityStatus) XXX_Unmarshal 

func (m *InterpretabilityStatus) XXX_Unmarshal(b []byte) error

type Level 

type Level struct {
	// The name of the level - the column name
	Name *string `json:"string,omitempty" protobuf:"bytes,1,opt,name=string"`
	// The number of time periods to
	Horizon *int32 `json:"horizon,omitempty" protobuf:"varint,2,opt,name=horizon"`
	// The freq of the level
	Freq *catalog.Freq `json:"freq,omitempty" protobuf:"bytes,3,opt,name=freq"`
	// The aggregate function used to roll up the lower level
	Aggregate *catalog.Aggregate `json:"aggregate,omitempty" protobuf:"bytes,4,opt,name=aggregate"`
	// The distinct values of the column for this level
	Values []string `json:"values,omitempty" protobuf:"bytes,5,rep,name=values"`
}

func (*Level) DeepCopy 

func (in *Level) DeepCopy() *Level

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new Level.

func (*Level) DeepCopyInto 

func (in *Level) DeepCopyInto(out *Level)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*Level) Descriptor 

func (*Level) Descriptor() ([]byte, []int)

func (*Level) Marshal 

func (m *Level) Marshal() (dAtA []byte, err error)

func (*Level) MarshalTo 

func (m *Level) MarshalTo(dAtA []byte) (int, error)

func (*Level) MarshalToSizedBuffer 

func (m *Level) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*Level) ProtoMessage 

func (*Level) ProtoMessage()

func (*Level) Reset 

func (m *Level) Reset()

func (*Level) Size 

func (m *Level) Size() (n int)

func (*Level) String 

func (this *Level) String() string

func (*Level) Unmarshal 

func (m *Level) Unmarshal(dAtA []byte) error

func (*Level) XXX_DiscardUnknown 

func (m *Level) XXX_DiscardUnknown()

func (*Level) XXX_Marshal 

func (m *Level) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*Level) XXX_Merge 

func (m *Level) XXX_Merge(src proto.Message)

func (*Level) XXX_Size 

func (m *Level) XXX_Size() int

func (*Level) XXX_Unmarshal 

func (m *Level) XXX_Unmarshal(b []byte) error

type LossFunctionName 

type LossFunctionName string
const (
	LossFunctionNameL1                       LossFunctionName = "sgd-loss"
	LossFunctionNameMSE                      LossFunctionName = "mse-loss"
	LossFunctionNameCrossEntropy             LossFunctionName = "cross-entropy-loss"
	LossFunctionNameCTC                      LossFunctionName = "ctc-loss"
	LossFunctionNameNLL                      LossFunctionName = "nll-loss"
	LossFunctionNamePoissonNLL               LossFunctionName = "poisson-nll"
	LossFunctionNameKLDivLoss                LossFunctionName = "kl-div"
	LossFunctionNameBCELoss                  LossFunctionName = "bce-loss"
	LossFunctionNameBCEWithLogitsLoss        LossFunctionName = "bce-with-logits"
	LossFunctionNameMarginRankingLoss        LossFunctionName = "margin-ranking"
	LossFunctionNameHingeEmbeddingLoss       LossFunctionName = "hinge-embedding"
	LossFunctionNameMultiLabelMarginLoss     LossFunctionName = "multi-label-marign"
	LossFunctionNameSmoothL1Loss             LossFunctionName = "smooth-l1"
	LossFunctionNameSoftMarginLoss           LossFunctionName = "soft-margin"
	LossFunctionNameMultiLabelSoftMarginLoss LossFunctionName = "multi-label-soft-margin"
	LossFunctionNameCosineEmbeddingLoss      LossFunctionName = "multi-cosine-embedding"
	LossFunctionNameMultiMarginLoss          LossFunctionName = "multi-margin"
	LossFunctionNameTripletMarginLoss        LossFunctionName = "tripple-margin"
)

type MedianPrunerOptions added in v0.4.767 

type MedianPrunerOptions struct {
	// Pruning is disabled until the given number of trials finish in the same study.
	// +kubebuilder:default:=5
	// +kubebuilder:validation:Optional
	StartupTrials *int32 `json:"startupTrials,omitempty" protobuf:"varint,1,opt,name=startupTrials"`
	//  Pruning is disabled until the trial exceeds the given number of step
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	WarmupSteps *int32 `json:"warmupSteps,omitempty" protobuf:"varint,2,opt,name=warmupSteps"`
	// Interval in number of steps between the pruning checks
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	IntervalSteps *int32 `json:"intervalSteps,omitempty" protobuf:"varint,3,opt,name=intervalSteps"`
	// Minimum number of reported trials.
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	MinTrials *int32 `json:"minTrials,omitempty" protobuf:"varint,4,opt,name=minTrials"`
}

func (*MedianPrunerOptions) DeepCopy added in v0.4.767 

func (in *MedianPrunerOptions) DeepCopy() *MedianPrunerOptions

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new MedianPrunerOptions.

func (*MedianPrunerOptions) DeepCopyInto added in v0.4.767 

func (in *MedianPrunerOptions) DeepCopyInto(out *MedianPrunerOptions)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*MedianPrunerOptions) Descriptor added in v0.4.767 

func (*MedianPrunerOptions) Descriptor() ([]byte, []int)

func (*MedianPrunerOptions) Marshal added in v0.4.767 

func (m *MedianPrunerOptions) Marshal() (dAtA []byte, err error)

func (*MedianPrunerOptions) MarshalTo added in v0.4.767 

func (m *MedianPrunerOptions) MarshalTo(dAtA []byte) (int, error)

func (*MedianPrunerOptions) MarshalToSizedBuffer added in v0.4.767 

func (m *MedianPrunerOptions) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*MedianPrunerOptions) ProtoMessage added in v0.4.767 

func (*MedianPrunerOptions) ProtoMessage()

func (*MedianPrunerOptions) Reset added in v0.4.767 

func (m *MedianPrunerOptions) Reset()

func (*MedianPrunerOptions) Size added in v0.4.767 

func (m *MedianPrunerOptions) Size() (n int)

func (*MedianPrunerOptions) String added in v0.4.767 

func (this *MedianPrunerOptions) String() string

func (*MedianPrunerOptions) Unmarshal added in v0.4.767 

func (m *MedianPrunerOptions) Unmarshal(dAtA []byte) error

func (*MedianPrunerOptions) XXX_DiscardUnknown added in v0.4.767 

func (m *MedianPrunerOptions) XXX_DiscardUnknown()

func (*MedianPrunerOptions) XXX_Marshal added in v0.4.767 

func (m *MedianPrunerOptions) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*MedianPrunerOptions) XXX_Merge added in v0.4.767 

func (m *MedianPrunerOptions) XXX_Merge(src proto.Message)

func (*MedianPrunerOptions) XXX_Size added in v0.4.767 

func (m *MedianPrunerOptions) XXX_Size() int

func (*MedianPrunerOptions) XXX_Unmarshal added in v0.4.767 

func (m *MedianPrunerOptions) XXX_Unmarshal(b []byte) error

type Model 

type Model struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Spec              ModelSpec   `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	Status            ModelStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

Model represents a machine learning model that will be trained, evaluated, and deployed by Modela. Model resources are generated by the Modela data plane and cannot be created manually +kubebuilder:object:root=true +kubebuilder:subresource:status +kubebuilder:printcolumn:name="Status",type="string",JSONPath=".status.phase" +kubebuilder:printcolumn:name="Progress",type="string",JSONPath=".status.progress",priority=1 +kubebuilder:printcolumn:name="Best",type="boolean",JSONPath=".status.best" +kubebuilder:printcolumn:name="Owner",type="string",JSONPath=".spec.owner",priority=1 +kubebuilder:printcolumn:name="Version",type="string",JSONPath=".spec.versionName",priority=1 +kubebuilder:printcolumn:name="Study",type="string",JSONPath=".spec.studyName" +kubebuilder:printcolumn:name="Task",type="string",JSONPath=".spec.task",priority=1 +kubebuilder:printcolumn:name="Algorithm",type="string",JSONPath=".spec.estimator.algorithmName" +kubebuilder:printcolumn:name="Objective",type="string",JSONPath=".spec.objective" +kubebuilder:printcolumn:name="CV Score",type="number",JSONPath=".status.cvScore" +kubebuilder:printcolumn:name="Train Score",type="number",JSONPath=".status.trainScore",priority=1 +kubebuilder:printcolumn:name="Test Score",type="number",JSONPath=".status.testScore" +kubebuilder:printcolumn:name="Last Failure",type="string",JSONPath=".status.failureMessage",priority=1 +kubebuilder:printcolumn:name="Age",type="date",JSONPath=".metadata.creationTimestamp" +kubebuilder:resource:path=models,singular=model,shortName=md,categories={training,modela,all}

func NewModel 

func NewModel(
	ns string,
	name string,
	bucket string,
	study string,
	schema string,
	task catalog.MLTask) *Model

func ParseModelYaml 

func ParseModelYaml(content []byte) (*Model, error)

func (*Model) Aborted 

func (model *Model) Aborted() bool

func (*Model) Accuracy 

func (model *Model) Accuracy() float64

func (*Model) AddFinalizer 

func (model *Model) AddFinalizer()

func (*Model) Age 

func (model *Model) Age() string

func (*Model) ArchiveKey 

func (model *Model) ArchiveKey() string

func (*Model) CombinedImageName 

func (model *Model) CombinedImageName() string

func (*Model) CompletionAlert added in v0.4.601 

func (model *Model) CompletionAlert(tenantRef *v1.ObjectReference, notifierName *string) *infra.Alert

func (*Model) CreateOrUpdateCond 

func (model *Model) CreateOrUpdateCond(cond ModelCondition)

Merge or update condition

func (*Model) DatasetJsonUri 

func (model *Model) DatasetJsonUri() string

dataproducts/*/models/*/metadata/dataset.json

func (*Model) DeepCopy 

func (in *Model) DeepCopy() *Model

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new Model.

func (*Model) DeepCopyInto 

func (in *Model) DeepCopyInto(out *Model)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*Model) DeepCopyObject 

func (in *Model) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*Model) Default 

func (model *Model) Default()

func (*Model) DefaultImageName 

func (model *Model) DefaultImageName() string

func (*Model) DefaultObjective 

func (model *Model) DefaultObjective() catalog.Metric

func (*Model) DepotKey 

func (model *Model) DepotKey() string

func (*Model) Descriptor 

func (*Model) Descriptor() ([]byte, []int)

func (*Model) DockerfileUri 

func (model *Model) DockerfileUri() string

dataproducts/*/models/*/Dockerfile

func (*Model) Done 

func (model *Model) Done() bool

func (*Model) ErrorAlert added in v0.4.601 

func (model *Model) ErrorAlert(tenantRef *v1.ObjectReference, notifierName *string, err error) *infra.Alert

func (*Model) ExplainModelUri 

func (model *Model) ExplainModelUri() string

func (*Model) Explained 

func (model *Model) Explained() bool

func (*Model) F1 

func (model *Model) F1() float64

func (*Model) Failed 

func (model *Model) Failed() bool

func (*Model) ForecastUri 

func (model *Model) ForecastUri() string

func (*Model) Forecasted 

func (model *Model) Forecasted() bool

Answer true if the model has been forecasted

func (*Model) GetCond 

func (model *Model) GetCond(t ModelConditionType) ModelCondition

func (*Model) GetCondIdx 

func (model *Model) GetCondIdx(t ModelConditionType) int

func (*Model) GetTestResult 

func (model *Model) GetTestResult(metric catalog.Metric) float64

return the result for a metric

func (*Model) HasFinalizer 

func (model *Model) HasFinalizer() bool

func (*Model) InitModelFromStudy 

func (model *Model) InitModelFromStudy(study *Study)

func (*Model) IsArchived 

func (model *Model) IsArchived() bool

func (Model) IsBaseline 

func (model Model) IsBaseline() bool

func (*Model) IsEnsemble 

func (model *Model) IsEnsemble() bool

func (*Model) IsExpired 

func (model *Model) IsExpired(minutes int) bool

func (Model) IsFE 

func (model Model) IsFE() bool

func (*Model) IsLive 

func (model *Model) IsLive() bool

func (*Model) IsReady 

func (model *Model) IsReady() bool

func (*Model) IsReleasing 

func (model *Model) IsReleasing() bool

func (*Model) IsSaved 

func (model *Model) IsSaved() bool

func (Model) IsSearch 

func (model Model) IsSearch() bool

func (Model) IsTest 

func (model Model) IsTest() bool

func (*Model) Key 

func (model *Model) Key() string

func (*Model) LiveKey 

func (model *Model) LiveKey() string

func (*Model) MAPE 

func (model *Model) MAPE() float64

func (*Model) Maintain 

func (model *Model) Maintain() bool

func (*Model) ManifestUri 

func (model *Model) ManifestUri() string

func (*Model) MarkAborted 

func (model *Model) MarkAborted()

func (*Model) MarkArchived 

func (model *Model) MarkArchived()

func (*Model) MarkExplained 

func (model *Model) MarkExplained(image string)

func (*Model) MarkExplainedFailed 

func (model *Model) MarkExplainedFailed(err string)

func (*Model) MarkExplaining 

func (model *Model) MarkExplaining()

func (*Model) MarkFailedToTrain 

func (model *Model) MarkFailedToTrain(err string)

func (*Model) MarkForecastFailed 

func (model *Model) MarkForecastFailed(err string)

func (*Model) MarkForecasted 

func (model *Model) MarkForecasted()

func (*Model) MarkForecasting 

func (model *Model) MarkForecasting()

func (*Model) MarkLive 

func (model *Model) MarkLive()

func (*Model) MarkMaintain 

func (model *Model) MarkMaintain()

func (*Model) MarkPackaged 

func (model *Model) MarkPackaged(image string)

func (*Model) MarkPackaging 

func (model *Model) MarkPackaging()

func (*Model) MarkPackgedFailed 

func (model *Model) MarkPackgedFailed(err string)

func (*Model) MarkPaused 

func (model *Model) MarkPaused()

func (*Model) MarkProfiled 

func (model *Model) MarkProfiled(uri string)

func (*Model) MarkProfiledFailed 

func (model *Model) MarkProfiledFailed(err string)

func (*Model) MarkProfiling 

func (model *Model) MarkProfiling()

func (*Model) MarkPruned added in v0.4.764 

func (model *Model) MarkPruned(uri string)

func (*Model) MarkPublishFailed 

func (model *Model) MarkPublishFailed(err string)

func (*Model) MarkPublished 

func (model *Model) MarkPublished(image string)

func (*Model) MarkPublishing 

func (model *Model) MarkPublishing()

func (*Model) MarkReady 

func (model *Model) MarkReady()

func (*Model) MarkReleaseFailed added in v0.4.448 

func (model *Model) MarkReleaseFailed(err string)

func (*Model) MarkReleasing 

func (model *Model) MarkReleasing()

func (*Model) MarkReportFailed 

func (model *Model) MarkReportFailed(err string)

func (*Model) MarkReported 

func (model *Model) MarkReported(name string)

func (*Model) MarkReporting 

func (model *Model) MarkReporting()

--------------- Reporting

func (*Model) MarkResumed 

func (model *Model) MarkResumed()

func (*Model) MarkSaved 

func (model *Model) MarkSaved()

func (*Model) MarkTested 

func (model *Model) MarkTested()

func (*Model) MarkTesting 

func (model *Model) MarkTesting()

func (*Model) MarkTestingFailed 

func (model *Model) MarkTestingFailed(err string)

func (*Model) MarkTrained 

func (model *Model) MarkTrained(ms []catalog.Measurement)

func (*Model) MarkTrainedDriftDetector added in v0.4.732 

func (model *Model) MarkTrainedDriftDetector(image string)

func (*Model) MarkTrainedDriftDetectorFailed added in v0.4.732 

func (model *Model) MarkTrainedDriftDetectorFailed(err string)

func (*Model) MarkTraining 

func (model *Model) MarkTraining()

func (*Model) MarkTrainingDriftDetector added in v0.4.732 

func (model *Model) MarkTrainingDriftDetector()

--------------------- Train Drift detector

func (*Model) MarkWaitingToTest 

func (model *Model) MarkWaitingToTest()

func (*Model) MarkWaitingToTrain 

func (model *Model) MarkWaitingToTrain()

func (*Model) Marshal 

func (m *Model) Marshal() (dAtA []byte, err error)

func (*Model) MarshalTo 

func (m *Model) MarshalTo(dAtA []byte) (int, error)

func (*Model) MarshalToSizedBuffer 

func (m *Model) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*Model) ModelJsonUri 

func (model *Model) ModelJsonUri() string

dataproducts/*/models/*/metadata/model.json

func (*Model) OpName 

func (model *Model) OpName() string

func (*Model) Packaged 

func (model *Model) Packaged() bool

func (*Model) Paused 

func (model *Model) Paused() bool

func (*Model) Precision 

func (model *Model) Precision() float64

func (*Model) ProductVersionJsonUri 

func (model *Model) ProductVersionJsonUri() string

dataproducts/*/models/*/metadata/productversion.json

func (*Model) Profiled 

func (model *Model) Profiled() bool

func (*Model) ProtoMessage 

func (*Model) ProtoMessage()

func (*Model) Pruned added in v0.4.764 

func (model *Model) Pruned() bool

func (*Model) Published 

func (model *Model) Published() bool

func (*Model) R2 

func (model *Model) R2() float64

func (*Model) RMSE 

func (model *Model) RMSE() float64

func (*Model) RMSLE 

func (model *Model) RMSLE() float64

func (*Model) Recall 

func (model *Model) Recall() float64

func (*Model) RemoveFinalizer 

func (model *Model) RemoveFinalizer()

func (*Model) ReportName 

func (model *Model) ReportName() string

func (*Model) ReportType 

func (model *Model) ReportType() ReportType

func (*Model) ReportUri 

func (model *Model) ReportUri() string

dataproducts/*/models/*/model-<name>-report.pdf

func (*Model) Reported 

func (model *Model) Reported() bool

func (*Model) Reset 

func (m *Model) Reset()

func (*Model) RootUri 

func (model *Model) RootUri() string

func (*Model) SchemaJsonUri 

func (model *Model) SchemaJsonUri() string

dataproducts/*/models/*/metadata/schema.json

func (*Model) SetBracket 

func (model *Model) SetBracket(v int32)

func (*Model) SetRung 

func (model *Model) SetRung(v int32)

func (*Model) SetupWebhookWithManager 

func (r *Model) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*Model) Size 

func (m *Model) Size() (n int)

func (*Model) StatusString 

func (model *Model) StatusString() string

func (*Model) String 

func (this *Model) String() string

func (*Model) StudyJsonUri 

func (model *Model) StudyJsonUri() string

dataproducts/*/models/*/metadata/study.json

func (*Model) TarUri 

func (model *Model) TarUri() string

func (*Model) Tested 

func (model *Model) Tested() bool

func (*Model) Testing 

func (model *Model) Testing() bool

func (*Model) TestingFailed 

func (model *Model) TestingFailed() bool

func (*Model) ToYamlFile 

func (model *Model) ToYamlFile() ([]byte, error)

func (*Model) Trained 

func (model *Model) Trained() bool

func (*Model) TrainedDriftDetector added in v0.4.732 

func (model *Model) TrainedDriftDetector() bool

func (*Model) Training 

func (model *Model) Training() bool

func (*Model) TrainingFailed 

func (model *Model) TrainingFailed() bool

func (*Model) Unmarshal 

func (m *Model) Unmarshal(dAtA []byte) error

func (*Model) ValidateCreate 

func (model *Model) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*Model) ValidateDelete 

func (in *Model) ValidateDelete() error

func (*Model) ValidateUpdate 

func (model *Model) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*Model) WaitingToTest 

func (model *Model) WaitingToTest() bool

func (*Model) WaitingToTrain 

func (model *Model) WaitingToTrain() bool

func (*Model) WeightsUri 

func (model *Model) WeightsUri() string

dataproducts/*/models/*/bin/model.joblib

func (*Model) XXX_DiscardUnknown 

func (m *Model) XXX_DiscardUnknown()

func (*Model) XXX_Marshal 

func (m *Model) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*Model) XXX_Merge 

func (m *Model) XXX_Merge(src proto.Message)

func (*Model) XXX_Size 

func (m *Model) XXX_Size() int

func (*Model) XXX_Unmarshal 

func (m *Model) XXX_Unmarshal(b []byte) error

type ModelAutobuilder 

type ModelAutobuilder struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`

	Spec   ModelAutobuilderSpec   `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	Status ModelAutobuilderStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

ModelAutobuilder represents an automated pipeline to train and deploy a model based on a given dataset +kubebuilder:object:root=true +kubebuilder:subresource:status +kubebuilder:printcolumn:name="Status",type="string",JSONPath=".status.phase" +kubebuilder:printcolumn:name="Data Product",type="string",JSONPath=".spec.dataProductName" +kubebuilder:printcolumn:name="Version",type="string",JSONPath=".spec.dataProductVersionName" +kubebuilder:printcolumn:name="Dataset",type="string",JSONPath=".status.datasetName" +kubebuilder:printcolumn:name="Study",type="string",JSONPath=".status.studyName" +kubebuilder:printcolumn:name="Predictor",type="string",JSONPath=".status.predictorName" +kubebuilder:printcolumn:name="StartTime",type="date",JSONPath=".status.startTime",priority=1 +kubebuilder:printcolumn:name="CompletionTime",type="date",JSONPath=".status.completionTime",priority=1 +kubebuilder:printcolumn:name="Age",type="date",JSONPath=".metadata.creationTimestamp" +kubebuilder:resource:path=modelautobuilders,singular=modelautobuilder,shortName=ar,categories={training,modela,all} ModelAutobuilder represent an automatic run of all the phases needed to create a model

func ParseModelAutobuilderYaml 

func ParseModelAutobuilderYaml(content []byte) (*ModelAutobuilder, error)

func (*ModelAutobuilder) AddFinalizer 

func (b *ModelAutobuilder) AddFinalizer()

func (*ModelAutobuilder) Age 

func (b *ModelAutobuilder) Age() string

func (*ModelAutobuilder) CompletionAlert added in v0.4.601 

func (run *ModelAutobuilder) CompletionAlert(tenantRef *v1.ObjectReference, notifierName *string) *infra.Alert

Generate a dataset completion alert

func (*ModelAutobuilder) CreateDataProduct 

func (b *ModelAutobuilder) CreateDataProduct() *data.DataProduct

func (*ModelAutobuilder) CreateDataProductVersion 

func (b *ModelAutobuilder) CreateDataProductVersion() *data.DataProductVersion

func (*ModelAutobuilder) CreateDataSource 

func (b *ModelAutobuilder) CreateDataSource(columns []data.Column) *data.DataSource

func (*ModelAutobuilder) CreateDataset 

func (b *ModelAutobuilder) CreateDataset(notification catalog.NotificationSpec) *data.Dataset

func (*ModelAutobuilder) CreateOrUpdateCond 

func (b *ModelAutobuilder) CreateOrUpdateCond(cond ModelAutobuilderCondition)

Merge or update condition

func (*ModelAutobuilder) CreateStudy 

func (b *ModelAutobuilder) CreateStudy(notification catalog.NotificationSpec) *Study

func (*ModelAutobuilder) DataAppName added in v0.4.387 

func (b *ModelAutobuilder) DataAppName() string

func (*ModelAutobuilder) DataAppReady added in v0.4.388 

func (b *ModelAutobuilder) DataAppReady() bool

func (*ModelAutobuilder) DataProductName 

func (b *ModelAutobuilder) DataProductName() string

func (*ModelAutobuilder) DataProductReady 

func (b *ModelAutobuilder) DataProductReady() bool

func (*ModelAutobuilder) DataProductVersionName 

func (b *ModelAutobuilder) DataProductVersionName() string

func (*ModelAutobuilder) DataProductVersionReady 

func (b *ModelAutobuilder) DataProductVersionReady() bool

func (*ModelAutobuilder) DataSourceReady 

func (b *ModelAutobuilder) DataSourceReady() bool

func (*ModelAutobuilder) DatasetName 

func (b *ModelAutobuilder) DatasetName() string

func (*ModelAutobuilder) DatasetReady 

func (b *ModelAutobuilder) DatasetReady() bool

func (*ModelAutobuilder) DatasourceName 

func (b *ModelAutobuilder) DatasourceName() string

func (*ModelAutobuilder) DeepCopy 

func (in *ModelAutobuilder) DeepCopy() *ModelAutobuilder

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelAutobuilder.

func (*ModelAutobuilder) DeepCopyInto 

func (in *ModelAutobuilder) DeepCopyInto(out *ModelAutobuilder)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelAutobuilder) DeepCopyObject 

func (in *ModelAutobuilder) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelAutobuilder) Default 

func (b *ModelAutobuilder) Default()

func (*ModelAutobuilder) Deleted 

func (b *ModelAutobuilder) Deleted() bool

func (*ModelAutobuilder) Descriptor 

func (*ModelAutobuilder) Descriptor() ([]byte, []int)

func (*ModelAutobuilder) ErrorAlert added in v0.4.601 

func (run *ModelAutobuilder) ErrorAlert(tenantRef *v1.ObjectReference, notifierName *string, err error) *infra.Alert

func (*ModelAutobuilder) FileName 

func (b *ModelAutobuilder) FileName() string

Answer the last component in the path

func (*ModelAutobuilder) GetCond 

func (b *ModelAutobuilder) GetCond(t ModelAutobuilderConditionType) ModelAutobuilderCondition

func (*ModelAutobuilder) GetCondIdx 

func (b *ModelAutobuilder) GetCondIdx(t ModelAutobuilderConditionType) int

func (*ModelAutobuilder) HasFinalizer 

func (b *ModelAutobuilder) HasFinalizer() bool

func (*ModelAutobuilder) ManifestUri 

func (b *ModelAutobuilder) ManifestUri() string

func (*ModelAutobuilder) MarkArchived 

func (b *ModelAutobuilder) MarkArchived()

func (*ModelAutobuilder) MarkComplete 

func (b *ModelAutobuilder) MarkComplete()

func (*ModelAutobuilder) MarkDataAppFailed added in v0.4.387 

func (b *ModelAutobuilder) MarkDataAppFailed(err error)

func (*ModelAutobuilder) MarkDataAppReady added in v0.4.387 

func (b *ModelAutobuilder) MarkDataAppReady()

func (*ModelAutobuilder) MarkDataAppRunning added in v0.4.387 

func (b *ModelAutobuilder) MarkDataAppRunning()

Data App

func (*ModelAutobuilder) MarkDataProductReady 

func (b *ModelAutobuilder) MarkDataProductReady()

func (*ModelAutobuilder) MarkDataProductVersionReady 

func (b *ModelAutobuilder) MarkDataProductVersionReady()

func (*ModelAutobuilder) MarkDataSetFailed 

func (b *ModelAutobuilder) MarkDataSetFailed(err error)

DatasetFailed

func (*ModelAutobuilder) MarkDataSetRunning 

func (b *ModelAutobuilder) MarkDataSetRunning()

func (*ModelAutobuilder) MarkDataSourceRunning 

func (b *ModelAutobuilder) MarkDataSourceRunning()

func (*ModelAutobuilder) MarkDatasetReady 

func (b *ModelAutobuilder) MarkDatasetReady()

DatasetSuccess

func (*ModelAutobuilder) MarkDatasetRunning 

func (b *ModelAutobuilder) MarkDatasetRunning()

func (*ModelAutobuilder) MarkDatasourceFailed 

func (b *ModelAutobuilder) MarkDatasourceFailed(err error)

func (*ModelAutobuilder) MarkDatasourceReady 

func (b *ModelAutobuilder) MarkDatasourceReady()

func (*ModelAutobuilder) MarkFailed 

func (b *ModelAutobuilder) MarkFailed(err error)

func (*ModelAutobuilder) MarkPredictorFailed 

func (b *ModelAutobuilder) MarkPredictorFailed(err error)

func (*ModelAutobuilder) MarkPredictorReady 

func (b *ModelAutobuilder) MarkPredictorReady()

func (*ModelAutobuilder) MarkPredictorRunning 

func (b *ModelAutobuilder) MarkPredictorRunning()

func (*ModelAutobuilder) MarkStudyFailed 

func (b *ModelAutobuilder) MarkStudyFailed(err error)

StudyFailed

func (*ModelAutobuilder) MarkStudyReady 

func (b *ModelAutobuilder) MarkStudyReady()

StudySuccess

func (*ModelAutobuilder) MarkStudyRunning 

func (b *ModelAutobuilder) MarkStudyRunning()

StudyRunning

func (*ModelAutobuilder) Marshal 

func (m *ModelAutobuilder) Marshal() (dAtA []byte, err error)

func (*ModelAutobuilder) MarshalTo 

func (m *ModelAutobuilder) MarshalTo(dAtA []byte) (int, error)

func (*ModelAutobuilder) MarshalToSizedBuffer 

func (m *ModelAutobuilder) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelAutobuilder) PredictorName 

func (b *ModelAutobuilder) PredictorName() string

func (*ModelAutobuilder) PredictorReady 

func (b *ModelAutobuilder) PredictorReady() bool

func (*ModelAutobuilder) PrintConditions 

func (b *ModelAutobuilder) PrintConditions()

func (*ModelAutobuilder) ProtoMessage 

func (*ModelAutobuilder) ProtoMessage()

func (*ModelAutobuilder) Ready 

func (b *ModelAutobuilder) Ready() bool

func (*ModelAutobuilder) RemoveFinalizer 

func (b *ModelAutobuilder) RemoveFinalizer()

func (*ModelAutobuilder) Reset 

func (m *ModelAutobuilder) Reset()

func (*ModelAutobuilder) RootUri 

func (b *ModelAutobuilder) RootUri() string

func (*ModelAutobuilder) SchemaName 

func (b *ModelAutobuilder) SchemaName() string

func (*ModelAutobuilder) SetupWebhookWithManager 

func (b *ModelAutobuilder) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*ModelAutobuilder) Size 

func (m *ModelAutobuilder) Size() (n int)

func (*ModelAutobuilder) String 

func (this *ModelAutobuilder) String() string

func (*ModelAutobuilder) StudyName 

func (b *ModelAutobuilder) StudyName() string

func (*ModelAutobuilder) StudyReady 

func (b *ModelAutobuilder) StudyReady() bool

func (*ModelAutobuilder) TestUri 

func (b *ModelAutobuilder) TestUri() string

func (*ModelAutobuilder) ToYamlFile 

func (b *ModelAutobuilder) ToYamlFile() ([]byte, error)

func (*ModelAutobuilder) TrainUri 

func (b *ModelAutobuilder) TrainUri() string

dataproducts/*/featuresets/*/data/<file>.features.train

func (*ModelAutobuilder) Unmarshal 

func (m *ModelAutobuilder) Unmarshal(dAtA []byte) error

func (*ModelAutobuilder) ValidateCreate 

func (b *ModelAutobuilder) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*ModelAutobuilder) ValidateDelete 

func (b *ModelAutobuilder) ValidateDelete() error

func (*ModelAutobuilder) ValidateUpdate 

func (b *ModelAutobuilder) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*ModelAutobuilder) WeightsUri 

func (b *ModelAutobuilder) WeightsUri() string

dataproducts/*/models/*/bin/model.joblib

func (*ModelAutobuilder) XXX_DiscardUnknown 

func (m *ModelAutobuilder) XXX_DiscardUnknown()

func (*ModelAutobuilder) XXX_Marshal 

func (m *ModelAutobuilder) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelAutobuilder) XXX_Merge 

func (m *ModelAutobuilder) XXX_Merge(src proto.Message)

func (*ModelAutobuilder) XXX_Size 

func (m *ModelAutobuilder) XXX_Size() int

func (*ModelAutobuilder) XXX_Unmarshal 

func (m *ModelAutobuilder) XXX_Unmarshal(b []byte) error

type ModelAutobuilderCondition 

type ModelAutobuilderCondition struct {
	// Type of ModelAutobuilder condition
	Type ModelAutobuilderConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=ModelAutobuilderConditionType"`
	// Status of the condition, one of True, False, Unknown
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,4,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition
	Reason string `json:"reason,omitempty" protobuf:"bytes,5,opt,name=reason"`
	// A human-readable message indicating details about the transition
	Message string `json:"message,omitempty" protobuf:"bytes,6,opt,name=message"`
}

ModelAutobuilderCondition describes the state of a ModelAutobuilder at a certain point

func (*ModelAutobuilderCondition) DeepCopy 

func (in *ModelAutobuilderCondition) DeepCopy() *ModelAutobuilderCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelAutobuilderCondition.

func (*ModelAutobuilderCondition) DeepCopyInto 

func (in *ModelAutobuilderCondition) DeepCopyInto(out *ModelAutobuilderCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelAutobuilderCondition) Descriptor 

func (*ModelAutobuilderCondition) Descriptor() ([]byte, []int)

func (*ModelAutobuilderCondition) Marshal 

func (m *ModelAutobuilderCondition) Marshal() (dAtA []byte, err error)

func (*ModelAutobuilderCondition) MarshalTo 

func (m *ModelAutobuilderCondition) MarshalTo(dAtA []byte) (int, error)

func (*ModelAutobuilderCondition) MarshalToSizedBuffer 

func (m *ModelAutobuilderCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelAutobuilderCondition) ProtoMessage 

func (*ModelAutobuilderCondition) ProtoMessage()

func (*ModelAutobuilderCondition) Reset 

func (m *ModelAutobuilderCondition) Reset()

func (*ModelAutobuilderCondition) Size 

func (m *ModelAutobuilderCondition) Size() (n int)

func (*ModelAutobuilderCondition) String 

func (this *ModelAutobuilderCondition) String() string

func (*ModelAutobuilderCondition) Unmarshal 

func (m *ModelAutobuilderCondition) Unmarshal(dAtA []byte) error

func (*ModelAutobuilderCondition) XXX_DiscardUnknown 

func (m *ModelAutobuilderCondition) XXX_DiscardUnknown()

func (*ModelAutobuilderCondition) XXX_Marshal 

func (m *ModelAutobuilderCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelAutobuilderCondition) XXX_Merge 

func (m *ModelAutobuilderCondition) XXX_Merge(src proto.Message)

func (*ModelAutobuilderCondition) XXX_Size 

func (m *ModelAutobuilderCondition) XXX_Size() int

func (*ModelAutobuilderCondition) XXX_Unmarshal 

func (m *ModelAutobuilderCondition) XXX_Unmarshal(b []byte) error

type ModelAutobuilderConditionType 

type ModelAutobuilderConditionType string

ModelAutobuilderConditionType represent the condition of a ModelAutobuilder 

const (
	ModelAutobuilderReady                   ModelAutobuilderConditionType = "Ready"
	ModelAutobuilderDataProductReady        ModelAutobuilderConditionType = "DataProductReady"
	ModelAutobuilderDataProductVersionReady ModelAutobuilderConditionType = "DataProductVersionReady"
	ModelAutobuilderDataSourceReady         ModelAutobuilderConditionType = "DataSourceReady"
	ModelAutobuilderDatasetCompleted        ModelAutobuilderConditionType = "DatasetCompleted"
	ModelAutobuilderStudyCompleted          ModelAutobuilderConditionType = "StudyCompleted"
	ModelAutobuilderPredictorReady          ModelAutobuilderConditionType = "PredictorReady"
	ModelAutobuilderDataAppReady            ModelAutobuilderConditionType = "DataAppReady"
	ModelAutobuilderSaved                   ModelAutobuilderConditionType = "Saved"
)

type ModelAutobuilderList 

type ModelAutobuilderList struct {
	metav1.TypeMeta `json:",inline"`
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Items           []ModelAutobuilder `json:"items" protobuf:"bytes,2,rep,name=items"`
}

ModelAutobuilderList contains a list of ModelAutoBuilders +kubebuilder:object:root=true

func (*ModelAutobuilderList) DeepCopy 

func (in *ModelAutobuilderList) DeepCopy() *ModelAutobuilderList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelAutobuilderList.

func (*ModelAutobuilderList) DeepCopyInto 

func (in *ModelAutobuilderList) DeepCopyInto(out *ModelAutobuilderList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelAutobuilderList) DeepCopyObject 

func (in *ModelAutobuilderList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelAutobuilderList) Descriptor 

func (*ModelAutobuilderList) Descriptor() ([]byte, []int)

func (*ModelAutobuilderList) Marshal 

func (m *ModelAutobuilderList) Marshal() (dAtA []byte, err error)

func (*ModelAutobuilderList) MarshalTo 

func (m *ModelAutobuilderList) MarshalTo(dAtA []byte) (int, error)

func (*ModelAutobuilderList) MarshalToSizedBuffer 

func (m *ModelAutobuilderList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelAutobuilderList) ProtoMessage 

func (*ModelAutobuilderList) ProtoMessage()

func (*ModelAutobuilderList) Reset 

func (m *ModelAutobuilderList) Reset()

func (*ModelAutobuilderList) Size 

func (m *ModelAutobuilderList) Size() (n int)

func (*ModelAutobuilderList) String 

func (this *ModelAutobuilderList) String() string

func (*ModelAutobuilderList) Unmarshal 

func (m *ModelAutobuilderList) Unmarshal(dAtA []byte) error

func (*ModelAutobuilderList) XXX_DiscardUnknown 

func (m *ModelAutobuilderList) XXX_DiscardUnknown()

func (*ModelAutobuilderList) XXX_Marshal 

func (m *ModelAutobuilderList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelAutobuilderList) XXX_Merge 

func (m *ModelAutobuilderList) XXX_Merge(src proto.Message)

func (*ModelAutobuilderList) XXX_Size 

func (m *ModelAutobuilderList) XXX_Size() int

func (*ModelAutobuilderList) XXX_Unmarshal 

func (m *ModelAutobuilderList) XXX_Unmarshal(b []byte) error

type ModelAutobuilderPhase 

type ModelAutobuilderPhase string

ModelAutobuilderPhase represent that state of the model auto builder 

const (
	ModelAutobuilderPhasePending            ModelAutobuilderPhase = "Pending"
	ModelAutobuilderPhaseDataSourceRunning  ModelAutobuilderPhase = "DataSourceRunning"
	ModelAutobuilderPhaseDataSourceReady    ModelAutobuilderPhase = "DataSourceReady"
	ModelAutobuilderPhaseDatasetRunning     ModelAutobuilderPhase = "DatasetRunning"
	ModelAutobuilderPhaseDatasetCompleted   ModelAutobuilderPhase = "DatasetCompleted"
	ModelAutobuilderPhaseStudyRunning       ModelAutobuilderPhase = "StudyRunning"
	ModelAutobuilderPhaseStudyCompleted     ModelAutobuilderPhase = "StudyCompleted"
	ModelAutobuilderPhasePredictorRunning   ModelAutobuilderPhase = "PredictorRunning"
	ModelAutobuilderPhasePredictorCompleted ModelAutobuilderPhase = "PredictorCompleted"
	ModelAutobuilderPhaseDataAppRunning     ModelAutobuilderPhase = "DataAppRunning"
	ModelAutobuilderPhaseDataAppCompleted   ModelAutobuilderPhase = "DataAppCompleted"
	ModelAutobuilderPhaseCompleted          ModelAutobuilderPhase = "Completed"
	ModelAutobuilderPhaseAborted            ModelAutobuilderPhase = "Aborted"
	ModelAutobuilderPhaseFailed             ModelAutobuilderPhase = "Failed"
)

type ModelAutobuilderSpec 

type ModelAutobuilderSpec struct {
	// The name of the DataProduct namespace that the resource exists under
	// +kubebuilder:validation:MaxLength=63
	// +kubebuilder:validation:Pattern="[a-z0-9]([-a-z0-9]*[a-z0-9])?(\\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*"
	// +kubebuilder:validation:Optional
	DataProductName *string `json:"dataProductName,omitempty" protobuf:"bytes,1,opt,name=dataProductName"`
	// The name of the DataProductVersion which describes the version of the resource
	// that exists in the same DataProduct namespace as the resource
	// +kubebuilder:validation:MaxLength=253
	// +kubebuilder:validation:Pattern="[a-z0-9]([-a-z0-9]*[a-z0-9])?(\\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*"
	// +kubebuilder:validation:Optional
	DataProductVersionName *string `json:"dataProductVersionName,omitempty" protobuf:"bytes,2,opt,name=dataProductVersionName"`
	// DataSourceName is the name of an existing DataSource resource which will be used as the schema for the ModelAutoBuilder's Dataset.
	// If empty, a DataSource will be automatically created based on the data specified by the Location field
	// +kubebuilder:validation:MaxLength=253
	// +kubebuilder:validation:Pattern="[a-z0-9]([-a-z0-9]*[a-z0-9])?(\\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*"
	// +kubebuilder:validation:Optional
	DataSourceName *string `json:"datasourceName,omitempty" protobuf:"bytes,3,opt,name=datasourceName"`
	// The name of an existing Dataset resource, or the name of the Dataset resource that will be created
	// based on the data specified by the Location field, which will be used to train models
	// +kubebuilder:validation:Pattern="[a-z0-9]([-a-z0-9]*[a-z0-9])?(\\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*"
	// +kubebuilder:validation:MaxLength=253
	DatasetName *string `json:"datasetName,omitempty" protobuf:"bytes,4,opt,name=datasetName"`
	// The location for data that will be saved in a Dataset resource to train models with
	// +kubebuilder:validation:Optional
	Location data.DataLocation `json:"location,omitempty" protobuf:"bytes,5,opt,name=location"`
	// The machine learning task type relevant to the dataset (i.e. regression, classification)
	Task *catalog.MLTask `json:"task,omitempty" protobuf:"bytes,6,opt,name=task"`
	// The objective metric that will be measured against trained models to evaluate their performance
	// +kubebuilder:validation:Optional
	Objective *catalog.Metric `json:"objective,omitempty" protobuf:"bytes,7,opt,name=objective"`
	// The name of the column within the dataset that contains the label(s) to be predicted
	// +kubebuilder:validation:MaxLength=128
	// +kubebuilder:validation:Optional
	TargetColumn *string `json:"targetColumn,omitempty" protobuf:"bytes,8,opt,name=targetColumn"`
	// The deadline for models to complete training, in seconds
	// +kubebuilder:validation:Maximum=36000
	// +kubebuilder:validation:Minimum=1
	// +kubebuilder:default:=3600
	// +kubebuilder:validation:Optional
	MaxTime *int32 `json:"maxTime,omitempty" protobuf:"varint,9,opt,name=maxTime"`
	// The number of candidate models that will be sampled and trained
	// +kubebuilder:validation:Maximum=512
	// +kubebuilder:validation:Minimum=1
	// +kubebuilder:default:=10
	// +kubebuilder:validation:Optional
	MaxModels *int32 `json:"maxModels,omitempty" protobuf:"varint,10,opt,name=maxModels"`
	// The Kubernetes-native access method which specifies how the Predictor created by the ModelAutobuilder will be exposed.
	// See https://modela.ai/docs/docs/serving/production/#access-method for a detailed description of each access type
	// +kubebuilder:default:=cluster-ip
	// +kubebuilder:validation:Optional
	AccessMethod *catalog.AccessType `json:"accessMethod,omitempty" protobuf:"bytes,11,opt,name=accessMethod"`
	// Indicates if the Predictor created by the ModelAutobuilder will automatically scale to traffic
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	AutoScale *bool `json:"autoScale,omitempty" protobuf:"varint,12,opt,name=autoScale"`
	// Indicates if feature engineering will be performed prior to the primary model search
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	FeatureEngineering *bool `json:"featureEngineering,omitempty" protobuf:"varint,13,opt,name=featureEngineering"`
	// Indicates if feature selection will be performed prior to the primary model search
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	FeatureSelection *bool `json:"featureSelection,omitempty" protobuf:"varint,14,opt,name=featureSelection"`
	// Indicates if the ModelAutobuilder will create a DataApp resource to serve the highest-performing model that was trained
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	DataApp *bool `json:"dataapp,omitempty" protobuf:"varint,15,opt,name=dataapp"`
	// DataSourceSpec specifies the full specification of the DataSource resource that will be created by the ModelAutobuilder.
	// If empty, the ModelAutobuilder will attempt to infer the schema of the data specified by the Location field
	// +kubebuilder:validation:Optional
	DataSourceSpec datav1.DataSourceSpec `json:"dataSourceSpec,omitempty" protobuf:"bytes,16,opt,name=dataSourceSpec"`
	// The desired number of trainers that will train candidate models in parallel. The number
	// of trainers is restricted based on the allowance provided by the active License
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	Trainers *int32 `json:"trainers,omitempty" protobuf:"varint,17,opt,name=trainers"`
	// The hyper-parameter optimization search method
	// +kubebuilder:default:="random"
	// +kubebuilder:validation:Optional
	Sampler *SamplerName `json:"sampler,omitempty" protobuf:"bytes,18,opt,name=sampler"`
	// Aborted indicates that the execution of the ModelAutobuilder and any associated workloads should be permanently stopped
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Aborted *bool `json:"aborted,omitempty" protobuf:"varint,19,opt,name=aborted"`
	// The name of the Account which created the object, which exists in the same tenant as the object
	// +kubebuilder:validation:Pattern="[a-z0-9]([-a-z0-9]*[a-z0-9])?(\\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*"
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,20,opt,name=owner"`
	// Resources specifies the resource requirements that will be allocated to dataset and model training Jobs
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,21,opt,name=resources"`
	// The reference to the Lab under which Dataset and Study resources created by the ModelAutobuilder will be trained.
	// If unspecified, the default Lab from the parent DataProduct will be used
	// +kubebuilder:validation:Optional
	LabRef *v1.ObjectReference `json:"labRef,omitempty" protobuf:"bytes,22,opt,name=labRef"`
	// The reference to the ServingSite where the Predictor created by the ModelAutobuilder will be hosted.
	// If unspecified, the default ServingSite from the parent DataProduct will be used
	// +kubebuilder:validation:Optional
	ServingSiteRef *v1.ObjectReference `json:"servingSiteRef,omitempty" protobuf:"bytes,23,opt,name=servingSiteRef"`
	// The type of dataset which was uploaded. `tabular` is the only supported type as of the current release
	// +kubebuilder:validation:Optional
	DatasetType catalog.DatasetType `json:"datasetType,omitempty" protobuf:"bytes,24,opt,name=datasetType"`
	// Fast indicates if Dataset and Study resources associated with the ModelAutobuilder should run in fast mode.
	// Running in fast mode will skip unnecessary workloads such as profiling, reporting, explaining, etc.
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Fast *bool `json:"fast,omitempty" protobuf:"varint,25,opt,name=fast"`
}

ModelAutobuilderSpec define the desired state of a ModelAutobuilder

func (*ModelAutobuilderSpec) DeepCopy 

func (in *ModelAutobuilderSpec) DeepCopy() *ModelAutobuilderSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelAutobuilderSpec.

func (*ModelAutobuilderSpec) DeepCopyInto 

func (in *ModelAutobuilderSpec) DeepCopyInto(out *ModelAutobuilderSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelAutobuilderSpec) Descriptor 

func (*ModelAutobuilderSpec) Descriptor() ([]byte, []int)

func (*ModelAutobuilderSpec) Marshal 

func (m *ModelAutobuilderSpec) Marshal() (dAtA []byte, err error)

func (*ModelAutobuilderSpec) MarshalTo 

func (m *ModelAutobuilderSpec) MarshalTo(dAtA []byte) (int, error)

func (*ModelAutobuilderSpec) MarshalToSizedBuffer 

func (m *ModelAutobuilderSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelAutobuilderSpec) ProtoMessage 

func (*ModelAutobuilderSpec) ProtoMessage()

func (*ModelAutobuilderSpec) Reset 

func (m *ModelAutobuilderSpec) Reset()

func (*ModelAutobuilderSpec) Size 

func (m *ModelAutobuilderSpec) Size() (n int)

func (*ModelAutobuilderSpec) String 

func (this *ModelAutobuilderSpec) String() string

func (*ModelAutobuilderSpec) Unmarshal 

func (m *ModelAutobuilderSpec) Unmarshal(dAtA []byte) error

func (*ModelAutobuilderSpec) XXX_DiscardUnknown 

func (m *ModelAutobuilderSpec) XXX_DiscardUnknown()

func (*ModelAutobuilderSpec) XXX_Marshal 

func (m *ModelAutobuilderSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelAutobuilderSpec) XXX_Merge 

func (m *ModelAutobuilderSpec) XXX_Merge(src proto.Message)

func (*ModelAutobuilderSpec) XXX_Size 

func (m *ModelAutobuilderSpec) XXX_Size() int

func (*ModelAutobuilderSpec) XXX_Unmarshal 

func (m *ModelAutobuilderSpec) XXX_Unmarshal(b []byte) error

type ModelAutobuilderStatus 

type ModelAutobuilderStatus struct {
	// The name of the flat-file generated for the associated Dataset
	FlatFileName string `json:"flatFileName,omitempty" protobuf:"bytes,1,opt,name=flatFileName"`
	// The name of the DataSource associated with resource
	DataSourceName string `json:"dataSourceName,omitempty" protobuf:"bytes,2,opt,name=dataSourceName"`
	// The name of the Dataset associated with the resource
	DatasetName string `json:"datasetName,omitempty" protobuf:"bytes,3,opt,name=datasetName"`
	// The name of the Study associated with the resource
	StudyName string `json:"studyName,omitempty" protobuf:"bytes,4,opt,name=studyName"`
	// The name of the highest-performing Model resource produced as a result of the associated Study resource
	BestModelName string `json:"bestModelName,omitempty" protobuf:"bytes,6,opt,name=bestModelName"`
	// The name of the Predictor associated with the resource
	PredictorName string `json:"predictorName,omitempty" protobuf:"bytes,7,opt,name=predictorName"`
	// The name of the DataApp associated with the resource
	DataAppName   string `json:"dataappName,omitempty" protobuf:"bytes,8,opt,name=dataappName"`
	ImageRepoName string `json:"imageRepoName,omitempty" protobuf:"bytes,9,opt,name=imageRepoName"`
	// The phase of the ModelAutobuilder
	// +kubebuilder:default:="Pending"
	// +kubebuilder:validation:Optional
	Phase ModelAutobuilderPhase `json:"phase,omitempty" protobuf:"bytes,10,opt,name=phase"`
	// The number of rows observed in the Dataset associated with the resource
	// +kubebuilder:validation:Optional
	Rows int32 `json:"rows,omitempty" protobuf:"varint,11,opt,name=rows"`
	// The number of columns observed in the Dataset associated with the resource
	// +kubebuilder:validation:Optional
	Cols int32 `json:"cols,omitempty" protobuf:"varint,12,opt,name=cols"`
	// The size of the raw data in the Dataset associated with the resource
	// +kubebuilder:validation:Optional
	FileSize int32 `json:"fileSize,omitempty" protobuf:"varint,13,opt,name=fileSize"`
	// The number of total Model resources created by the associated Study resource
	// +kubebuilder:validation:Optional
	Models int32 `json:"models,omitempty" protobuf:"varint,14,opt,name=models"`
	// The number of successfully trained Model resources created by the associated Study resource
	// +kubebuilder:validation:Optional
	TrainedModels int32 `json:"trainedModels,omitempty" protobuf:"varint,15,opt,name=trainedModels"`
	// The highest score out of all Models created by the associated Study resource
	// +kubebuilder:validation:Optional
	BestModelScore float64 `json:"bestModelScore,omitempty" protobuf:"bytes,16,opt,name=bestModelScore"`
	// The estimator specification for the highest-performing Model resource
	Estimator *ClassicalEstimatorSpec `json:"estimator,omitempty" protobuf:"bytes,17,opt,name=estimator"`
	// StartTime represents the time at which the execution of the ModelAutobuilder started
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,18,opt,name=startTime"`
	// EndTime represents the time at which the ModelAutobuilder was marked as completed, failed, or aborted
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"endTime,omitempty" protobuf:"bytes,19,opt,name=endTime"`
	// ObservedGeneration is the last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,21,opt,name=observedGeneration"`
	// In the case of failure, the ModelAutobuilder resource controller will set this field with a failure reason
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,22,opt,name=failureReason"`
	// In the case of failure, the ModelAutobuilder resource controller will set this field with a failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,23,opt,name=failureMessage"`
	// The last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,24,opt,name=lastUpdated"`
	// +patchMergeKey=type
	// +patchStrategy=merge
	// +kubebuilder:validation:Optional
	Conditions []ModelAutobuilderCondition `json:"conditions,omitempty" protobuf:"bytes,25,rep,name=conditions"`
}

ModelAutobuilderStatus define the observed state of a ModelAutobuilder

func (*ModelAutobuilderStatus) DeepCopy 

func (in *ModelAutobuilderStatus) DeepCopy() *ModelAutobuilderStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelAutobuilderStatus.

func (*ModelAutobuilderStatus) DeepCopyInto 

func (in *ModelAutobuilderStatus) DeepCopyInto(out *ModelAutobuilderStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelAutobuilderStatus) Descriptor 

func (*ModelAutobuilderStatus) Descriptor() ([]byte, []int)

func (*ModelAutobuilderStatus) Marshal 

func (m *ModelAutobuilderStatus) Marshal() (dAtA []byte, err error)

func (*ModelAutobuilderStatus) MarshalTo 

func (m *ModelAutobuilderStatus) MarshalTo(dAtA []byte) (int, error)

func (*ModelAutobuilderStatus) MarshalToSizedBuffer 

func (m *ModelAutobuilderStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelAutobuilderStatus) ProtoMessage 

func (*ModelAutobuilderStatus) ProtoMessage()

func (*ModelAutobuilderStatus) Reset 

func (m *ModelAutobuilderStatus) Reset()

func (*ModelAutobuilderStatus) Size 

func (m *ModelAutobuilderStatus) Size() (n int)

func (*ModelAutobuilderStatus) String 

func (this *ModelAutobuilderStatus) String() string

func (*ModelAutobuilderStatus) Unmarshal 

func (m *ModelAutobuilderStatus) Unmarshal(dAtA []byte) error

func (*ModelAutobuilderStatus) XXX_DiscardUnknown 

func (m *ModelAutobuilderStatus) XXX_DiscardUnknown()

func (*ModelAutobuilderStatus) XXX_Marshal 

func (m *ModelAutobuilderStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelAutobuilderStatus) XXX_Merge 

func (m *ModelAutobuilderStatus) XXX_Merge(src proto.Message)

func (*ModelAutobuilderStatus) XXX_Size 

func (m *ModelAutobuilderStatus) XXX_Size() int

func (*ModelAutobuilderStatus) XXX_Unmarshal 

func (m *ModelAutobuilderStatus) XXX_Unmarshal(b []byte) error

type ModelCompilerRun 

type ModelCompilerRun struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Spec              ModelCompilerRunSpec `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	// +kubebuilder:validation:Optional
	Status ModelCompilerRunStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

ModelCompilerRun represent a single compilation of a model into a target hardware.

func (*ModelCompilerRun) AddFinalizer 

func (run *ModelCompilerRun) AddFinalizer()

func (*ModelCompilerRun) CreateOrUpdateCond 

func (run *ModelCompilerRun) CreateOrUpdateCond(cond ModelCompilerRunCondition)

func (*ModelCompilerRun) DeepCopy 

func (in *ModelCompilerRun) DeepCopy() *ModelCompilerRun

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelCompilerRun.

func (*ModelCompilerRun) DeepCopyInto 

func (in *ModelCompilerRun) DeepCopyInto(out *ModelCompilerRun)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelCompilerRun) DeepCopyObject 

func (in *ModelCompilerRun) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelCompilerRun) Default 

func (pr *ModelCompilerRun) Default()

func (*ModelCompilerRun) Descriptor 

func (*ModelCompilerRun) Descriptor() ([]byte, []int)

func (*ModelCompilerRun) GetCond 

func (run *ModelCompilerRun) GetCond(t ModelCompilerRunConditionType) ModelCompilerRunCondition

func (*ModelCompilerRun) GetCondIdx 

func (run *ModelCompilerRun) GetCondIdx(t ModelCompilerRunConditionType) int

func (*ModelCompilerRun) HasFinalizer 

func (run *ModelCompilerRun) HasFinalizer() bool

func (*ModelCompilerRun) Marshal 

func (m *ModelCompilerRun) Marshal() (dAtA []byte, err error)

func (*ModelCompilerRun) MarshalTo 

func (m *ModelCompilerRun) MarshalTo(dAtA []byte) (int, error)

func (*ModelCompilerRun) MarshalToSizedBuffer 

func (m *ModelCompilerRun) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelCompilerRun) ProtoMessage 

func (*ModelCompilerRun) ProtoMessage()

func (*ModelCompilerRun) RemoveFinalizer 

func (run *ModelCompilerRun) RemoveFinalizer()

func (*ModelCompilerRun) Reset 

func (m *ModelCompilerRun) Reset()

func (*ModelCompilerRun) SetupWebhookWithManager 

func (pl *ModelCompilerRun) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*ModelCompilerRun) Size 

func (m *ModelCompilerRun) Size() (n int)

func (*ModelCompilerRun) StatusString 

func (run *ModelCompilerRun) StatusString() string

func (*ModelCompilerRun) String 

func (this *ModelCompilerRun) String() string

func (*ModelCompilerRun) ToYamlFile 

func (run *ModelCompilerRun) ToYamlFile() ([]byte, error)

func (*ModelCompilerRun) Unmarshal 

func (m *ModelCompilerRun) Unmarshal(dAtA []byte) error

func (*ModelCompilerRun) ValidateCreate 

func (run *ModelCompilerRun) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*ModelCompilerRun) ValidateDelete 

func (pl *ModelCompilerRun) ValidateDelete() error

func (*ModelCompilerRun) ValidateUpdate 

func (run *ModelCompilerRun) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*ModelCompilerRun) XXX_DiscardUnknown 

func (m *ModelCompilerRun) XXX_DiscardUnknown()

func (*ModelCompilerRun) XXX_Marshal 

func (m *ModelCompilerRun) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelCompilerRun) XXX_Merge 

func (m *ModelCompilerRun) XXX_Merge(src proto.Message)

func (*ModelCompilerRun) XXX_Size 

func (m *ModelCompilerRun) XXX_Size() int

func (*ModelCompilerRun) XXX_Unmarshal 

func (m *ModelCompilerRun) XXX_Unmarshal(b []byte) error

type ModelCompilerRunCondition 

type ModelCompilerRunCondition struct {
	// Type of  condition.
	Type ModelCompilerRunConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=ModelCompilerRunConditionType"`
	// Status of the condition, one of True, False, Unknown.
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another.
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,4,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition.
	Reason string `json:"reason,omitempty" protobuf:"bytes,5,opt,name=reason"`
	// A human readable message indicating details about the transition.
	Message string `json:"message,omitempty" protobuf:"bytes,6,opt,name=message"`
}

ModelCompilerRunCondition describes the state of a ModelCompilerRun at a certain point.

func (*ModelCompilerRunCondition) DeepCopy 

func (in *ModelCompilerRunCondition) DeepCopy() *ModelCompilerRunCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelCompilerRunCondition.

func (*ModelCompilerRunCondition) DeepCopyInto 

func (in *ModelCompilerRunCondition) DeepCopyInto(out *ModelCompilerRunCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelCompilerRunCondition) Descriptor 

func (*ModelCompilerRunCondition) Descriptor() ([]byte, []int)

func (*ModelCompilerRunCondition) Marshal 

func (m *ModelCompilerRunCondition) Marshal() (dAtA []byte, err error)

func (*ModelCompilerRunCondition) MarshalTo 

func (m *ModelCompilerRunCondition) MarshalTo(dAtA []byte) (int, error)

func (*ModelCompilerRunCondition) MarshalToSizedBuffer 

func (m *ModelCompilerRunCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelCompilerRunCondition) ProtoMessage 

func (*ModelCompilerRunCondition) ProtoMessage()

func (*ModelCompilerRunCondition) Reset 

func (m *ModelCompilerRunCondition) Reset()

func (*ModelCompilerRunCondition) Size 

func (m *ModelCompilerRunCondition) Size() (n int)

func (*ModelCompilerRunCondition) String 

func (this *ModelCompilerRunCondition) String() string

func (*ModelCompilerRunCondition) Unmarshal 

func (m *ModelCompilerRunCondition) Unmarshal(dAtA []byte) error

func (*ModelCompilerRunCondition) XXX_DiscardUnknown 

func (m *ModelCompilerRunCondition) XXX_DiscardUnknown()

func (*ModelCompilerRunCondition) XXX_Marshal 

func (m *ModelCompilerRunCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelCompilerRunCondition) XXX_Merge 

func (m *ModelCompilerRunCondition) XXX_Merge(src proto.Message)

func (*ModelCompilerRunCondition) XXX_Size 

func (m *ModelCompilerRunCondition) XXX_Size() int

func (*ModelCompilerRunCondition) XXX_Unmarshal 

func (m *ModelCompilerRunCondition) XXX_Unmarshal(b []byte) error

type ModelCompilerRunConditionType 

type ModelCompilerRunConditionType string

Pipeline run condition

type ModelCompilerRunList 

type ModelCompilerRunList struct {
	metav1.TypeMeta `json:",inline"`
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Items           []ModelCompilerRun `json:"items" protobuf:"bytes,2,rep,name=items"`
}

+kubebuilder:object:root=true ModelCompilerRunList represent list of pipelineruns

func (*ModelCompilerRunList) DeepCopy 

func (in *ModelCompilerRunList) DeepCopy() *ModelCompilerRunList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelCompilerRunList.

func (*ModelCompilerRunList) DeepCopyInto 

func (in *ModelCompilerRunList) DeepCopyInto(out *ModelCompilerRunList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelCompilerRunList) DeepCopyObject 

func (in *ModelCompilerRunList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelCompilerRunList) Descriptor 

func (*ModelCompilerRunList) Descriptor() ([]byte, []int)

func (*ModelCompilerRunList) Marshal 

func (m *ModelCompilerRunList) Marshal() (dAtA []byte, err error)

func (*ModelCompilerRunList) MarshalTo 

func (m *ModelCompilerRunList) MarshalTo(dAtA []byte) (int, error)

func (*ModelCompilerRunList) MarshalToSizedBuffer 

func (m *ModelCompilerRunList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelCompilerRunList) ProtoMessage 

func (*ModelCompilerRunList) ProtoMessage()

func (*ModelCompilerRunList) Reset 

func (m *ModelCompilerRunList) Reset()

func (*ModelCompilerRunList) Size 

func (m *ModelCompilerRunList) Size() (n int)

func (*ModelCompilerRunList) String 

func (this *ModelCompilerRunList) String() string

func (*ModelCompilerRunList) Unmarshal 

func (m *ModelCompilerRunList) Unmarshal(dAtA []byte) error

func (*ModelCompilerRunList) XXX_DiscardUnknown 

func (m *ModelCompilerRunList) XXX_DiscardUnknown()

func (*ModelCompilerRunList) XXX_Marshal 

func (m *ModelCompilerRunList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelCompilerRunList) XXX_Merge 

func (m *ModelCompilerRunList) XXX_Merge(src proto.Message)

func (*ModelCompilerRunList) XXX_Size 

func (m *ModelCompilerRunList) XXX_Size() int

func (*ModelCompilerRunList) XXX_Unmarshal 

func (m *ModelCompilerRunList) XXX_Unmarshal(b []byte) error

type ModelCompilerRunSpec 

type ModelCompilerRunSpec struct {
	// VersionName is the data product version of the run
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	VersionName *string `json:"versionName,omitempty" protobuf:"bytes,1,opt,name=versionName"`
	// Description is the user provided description
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	Description *string `json:"description,omitempty" protobuf:"bytes,2,opt,name=description"`
	// DatasetName is the name of the dataset that we trained on.
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	ModelName *string `json:"modelName,omitempty" protobuf:"bytes,3,opt,name=modelName"`
	// The owner of the ruyn.
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,4,opt,name=owner"`
	// The priority of this pipeline run. The default is medium.
	// +kubebuilder:default:=medium
	// +kubebuilder:validation:Optional
	Priority *catalog.PriorityLevel `json:"priority,omitempty" protobuf:"bytes,5,opt,name=priority"`
	// The compiler name
	// +kubebuilder:default:=tvm
	Compiler *catalog.CompilerName `json:"compiler,omitempty" protobuf:"bytes,6,opt,name=compiler"`
	// Set one or more targets for the compiler
	//
	Target *catalog.HardwareTarget `json:"target,omitempty" protobuf:"bytes,7,opt,name=target"`
}

ModelCompilerRunSpec is the desired state of the ModelCompilerRun resource

func (*ModelCompilerRunSpec) DeepCopy 

func (in *ModelCompilerRunSpec) DeepCopy() *ModelCompilerRunSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelCompilerRunSpec.

func (*ModelCompilerRunSpec) DeepCopyInto 

func (in *ModelCompilerRunSpec) DeepCopyInto(out *ModelCompilerRunSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelCompilerRunSpec) Descriptor 

func (*ModelCompilerRunSpec) Descriptor() ([]byte, []int)

func (*ModelCompilerRunSpec) Marshal 

func (m *ModelCompilerRunSpec) Marshal() (dAtA []byte, err error)

func (*ModelCompilerRunSpec) MarshalTo 

func (m *ModelCompilerRunSpec) MarshalTo(dAtA []byte) (int, error)

func (*ModelCompilerRunSpec) MarshalToSizedBuffer 

func (m *ModelCompilerRunSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelCompilerRunSpec) ProtoMessage 

func (*ModelCompilerRunSpec) ProtoMessage()

func (*ModelCompilerRunSpec) Reset 

func (m *ModelCompilerRunSpec) Reset()

func (*ModelCompilerRunSpec) Size 

func (m *ModelCompilerRunSpec) Size() (n int)

func (*ModelCompilerRunSpec) String 

func (this *ModelCompilerRunSpec) String() string

func (*ModelCompilerRunSpec) Unmarshal 

func (m *ModelCompilerRunSpec) Unmarshal(dAtA []byte) error

func (*ModelCompilerRunSpec) XXX_DiscardUnknown 

func (m *ModelCompilerRunSpec) XXX_DiscardUnknown()

func (*ModelCompilerRunSpec) XXX_Marshal 

func (m *ModelCompilerRunSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelCompilerRunSpec) XXX_Merge 

func (m *ModelCompilerRunSpec) XXX_Merge(src proto.Message)

func (*ModelCompilerRunSpec) XXX_Size 

func (m *ModelCompilerRunSpec) XXX_Size() int

func (*ModelCompilerRunSpec) XXX_Unmarshal 

func (m *ModelCompilerRunSpec) XXX_Unmarshal(b []byte) error

type ModelCompilerRunStatus 

type ModelCompilerRunStatus struct {
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,1,opt,name=startTime"`
	// +kubebuilder:validation:Optional
	CompletionTime *metav1.Time `json:"completionTime,omitempty" protobuf:"bytes,2,opt,name=completionTime"`
	// The phase of the pipeline run
	// +kubebuilder:default:="Pending"
	// +kubebuilder:validation:Optional
	Phase CompilerPhase `json:"phase" protobuf:"bytes,3,opt,name=phase"`
	// ObservedGeneration is the Last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,4,opt,name=observedGeneration"`
	// Folder for pipeline run artifacts. This is assigned by the system
	// The folder contains all the pipeline artifacts - metadata, logs
	// +kubebuilder:validation:Optional
	Folder string `json:"folder,omitempty" protobuf:"bytes,5,opt,name=evalMetrics"`
	// Update in case of terminal failure
	// Borrowed from cluster api controller
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,6,opt,name=failureReason"`
	// Update in case of terminal failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,7,opt,name=failureMessage"`
	// Pipeline progress Progress in percent, the progress takes into account the different stages of the pipeline
	// +kubebuilder:validation:Optional
	Progress *int32 `json:"progress" protobuf:"varint,8,opt,name=progress"`
	// Last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,9,opt,name=lastUpdated"`

	// +patchMergeKey=type
	// +patchStrategy=merge
	// +kubebuilder:validation:Optional
	Conditions []ModelCompilerRunCondition `json:"conditions,omitempty" protobuf:"bytes,10,rep,name=conditions"`
}

ModelCompilerRunStatus is the observed state of the ModelCompilerRun resource .

func (*ModelCompilerRunStatus) DeepCopy 

func (in *ModelCompilerRunStatus) DeepCopy() *ModelCompilerRunStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelCompilerRunStatus.

func (*ModelCompilerRunStatus) DeepCopyInto 

func (in *ModelCompilerRunStatus) DeepCopyInto(out *ModelCompilerRunStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelCompilerRunStatus) Descriptor 

func (*ModelCompilerRunStatus) Descriptor() ([]byte, []int)

func (*ModelCompilerRunStatus) Marshal 

func (m *ModelCompilerRunStatus) Marshal() (dAtA []byte, err error)

func (*ModelCompilerRunStatus) MarshalTo 

func (m *ModelCompilerRunStatus) MarshalTo(dAtA []byte) (int, error)

func (*ModelCompilerRunStatus) MarshalToSizedBuffer 

func (m *ModelCompilerRunStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelCompilerRunStatus) ProtoMessage 

func (*ModelCompilerRunStatus) ProtoMessage()

func (*ModelCompilerRunStatus) Reset 

func (m *ModelCompilerRunStatus) Reset()

func (*ModelCompilerRunStatus) Size 

func (m *ModelCompilerRunStatus) Size() (n int)

func (*ModelCompilerRunStatus) String 

func (this *ModelCompilerRunStatus) String() string

func (*ModelCompilerRunStatus) Unmarshal 

func (m *ModelCompilerRunStatus) Unmarshal(dAtA []byte) error

func (*ModelCompilerRunStatus) XXX_DiscardUnknown 

func (m *ModelCompilerRunStatus) XXX_DiscardUnknown()

func (*ModelCompilerRunStatus) XXX_Marshal 

func (m *ModelCompilerRunStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelCompilerRunStatus) XXX_Merge 

func (m *ModelCompilerRunStatus) XXX_Merge(src proto.Message)

func (*ModelCompilerRunStatus) XXX_Size 

func (m *ModelCompilerRunStatus) XXX_Size() int

func (*ModelCompilerRunStatus) XXX_Unmarshal 

func (m *ModelCompilerRunStatus) XXX_Unmarshal(b []byte) error

type ModelCondition 

type ModelCondition struct {
	// Type of Model condition
	Type ModelConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=ModelConditionType"`
	// Status of the condition, one of True, False, Unknown
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,4,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition
	Reason string `json:"reason,omitempty" protobuf:"bytes,5,opt,name=reason"`
	// A human-readable message indicating details about the transition
	Message string `json:"message,omitempty" protobuf:"bytes,6,opt,name=message"`
}

ModelCondition describes the state of a Model at a certain point

func (*ModelCondition) DeepCopy 

func (in *ModelCondition) DeepCopy() *ModelCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelCondition.

func (*ModelCondition) DeepCopyInto 

func (in *ModelCondition) DeepCopyInto(out *ModelCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelCondition) Descriptor 

func (*ModelCondition) Descriptor() ([]byte, []int)

func (*ModelCondition) Marshal 

func (m *ModelCondition) Marshal() (dAtA []byte, err error)

func (*ModelCondition) MarshalTo 

func (m *ModelCondition) MarshalTo(dAtA []byte) (int, error)

func (*ModelCondition) MarshalToSizedBuffer 

func (m *ModelCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelCondition) ProtoMessage 

func (*ModelCondition) ProtoMessage()

func (*ModelCondition) Reset 

func (m *ModelCondition) Reset()

func (*ModelCondition) Size 

func (m *ModelCondition) Size() (n int)

func (*ModelCondition) String 

func (this *ModelCondition) String() string

func (*ModelCondition) Unmarshal 

func (m *ModelCondition) Unmarshal(dAtA []byte) error

func (*ModelCondition) XXX_DiscardUnknown 

func (m *ModelCondition) XXX_DiscardUnknown()

func (*ModelCondition) XXX_Marshal 

func (m *ModelCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelCondition) XXX_Merge 

func (m *ModelCondition) XXX_Merge(src proto.Message)

func (*ModelCondition) XXX_Size 

func (m *ModelCondition) XXX_Size() int

func (*ModelCondition) XXX_Unmarshal 

func (m *ModelCondition) XXX_Unmarshal(b []byte) error

type ModelConditionType 

type ModelConditionType string

ModelConditionType specifies the current condition of a Model 

const (
	// ModelInitialized states that the Model is populated with an algorithm and hyper-parameters
	ModelInitialized ModelConditionType = "Initialized"
	// ModelTrained states that the Model was trained on a training dataset, and validated against a validation dataset
	ModelTrained ModelConditionType = "Trained"
	// ModelTested states that the Model was trained on the training dataset, and tested against the testing dataset
	ModelTested ModelConditionType = "Tested"
	// ModelReported states that a Report for the Model was generated and uploaded to a bucket
	ModelReported ModelConditionType = "Reported"
	// ModelPackaged states that the Model was baked into a Docker image
	ModelPackaged ModelConditionType = "Packaged"
	// ModelPublished states the the Model was baked into a Docker image and published to a Docker image repository
	ModelPublished ModelConditionType = "Published"
	// ModelProfiled states that the Model was profiled
	ModelProfiled ModelConditionType = "Profiled"
	// ModelReady states that the Model is ready for deployment
	ModelReady ModelConditionType = "Ready"
	// ModelSaved states that the Model artifacts were saved to a bucket
	ModelSaved ModelConditionType = "Saved"
	// ModelArchived states that the Model artifacts were archived to a bucket
	ModelArchived ModelConditionType = "Archived"
	// ModelExplained states that SHAP values were computed for the Model and diagrams were generated with them
	ModelExplained ModelConditionType = "Explained"
	// ModelReleased states that the Model has been added to a Predictor and awaiting deployment
	ModelReleased ModelConditionType = "Released"
	// ModelAborted states that training was aborted
	ModelAborted ModelConditionType = "Aborted"
	// ModelPaused states that training was paused
	ModelPaused     ModelConditionType = "Paused"
	ModelForecasted ModelConditionType = "Forecasted"
	// ModelUat states that the Model is being used within a user acceptance test
	ModelUat ModelConditionType = "UAT"
	// ModelLive states that the Model is active and serving predictions
	ModelLive                 ModelConditionType = "Live"
	ModelStale                ModelConditionType = "Stale"
	ModelMaintenance          ModelConditionType = "Maintenance"
	ModelRetired              ModelConditionType = "Retired"
	ModelTrainedDriftDetector ModelConditionType = "TrainedDriftDetector"
	ModelPruned               ModelConditionType = "Pruned" // If the model was pruned by the optimizer
)

/ Model

type ModelImageSpec 

type ModelImageSpec struct {
	// +kubebuilder:validation:Optional
	// +kubebuilder:default:=false
	Exist *bool `json:"exist,omitempty" protobuf:"varint,1,opt,name=exist"`
	// The full name of the image to upload to
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	ImageName *string `json:"imageName,omitempty" protobuf:"bytes,2,opt,name=imageName"`
	// The name of the Connection resource to an external Docker image registry
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	RegistryConnection *string `json:"registryConnectionName,omitempty" protobuf:"bytes,3,opt,name=registryConnectionName"`
}

ModelImageSpec specifies the destination of Docker images produced by a Study

func (*ModelImageSpec) DeepCopy 

func (in *ModelImageSpec) DeepCopy() *ModelImageSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelImageSpec.

func (*ModelImageSpec) DeepCopyInto 

func (in *ModelImageSpec) DeepCopyInto(out *ModelImageSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelImageSpec) Descriptor 

func (*ModelImageSpec) Descriptor() ([]byte, []int)

func (*ModelImageSpec) Marshal 

func (m *ModelImageSpec) Marshal() (dAtA []byte, err error)

func (*ModelImageSpec) MarshalTo 

func (m *ModelImageSpec) MarshalTo(dAtA []byte) (int, error)

func (*ModelImageSpec) MarshalToSizedBuffer 

func (m *ModelImageSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelImageSpec) ProtoMessage 

func (*ModelImageSpec) ProtoMessage()

func (*ModelImageSpec) Reset 

func (m *ModelImageSpec) Reset()

func (*ModelImageSpec) Size 

func (m *ModelImageSpec) Size() (n int)

func (*ModelImageSpec) String 

func (this *ModelImageSpec) String() string

func (*ModelImageSpec) Unmarshal 

func (m *ModelImageSpec) Unmarshal(dAtA []byte) error

func (*ModelImageSpec) XXX_DiscardUnknown 

func (m *ModelImageSpec) XXX_DiscardUnknown()

func (*ModelImageSpec) XXX_Marshal 

func (m *ModelImageSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelImageSpec) XXX_Merge 

func (m *ModelImageSpec) XXX_Merge(src proto.Message)

func (*ModelImageSpec) XXX_Size 

func (m *ModelImageSpec) XXX_Size() int

func (*ModelImageSpec) XXX_Unmarshal 

func (m *ModelImageSpec) XXX_Unmarshal(b []byte) error

type ModelList 

type ModelList struct {
	metav1.TypeMeta `json:",inline"`
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Items           []Model `json:"items" protobuf:"bytes,2,rep,name=items"`
}

+kubebuilder:object:root=true ModelList is a list of Models

func (*ModelList) DeepCopy 

func (in *ModelList) DeepCopy() *ModelList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelList.

func (*ModelList) DeepCopyInto 

func (in *ModelList) DeepCopyInto(out *ModelList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelList) DeepCopyObject 

func (in *ModelList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelList) Descriptor 

func (*ModelList) Descriptor() ([]byte, []int)

func (*ModelList) Marshal 

func (m *ModelList) Marshal() (dAtA []byte, err error)

func (*ModelList) MarshalTo 

func (m *ModelList) MarshalTo(dAtA []byte) (int, error)

func (*ModelList) MarshalToSizedBuffer 

func (m *ModelList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelList) ProtoMessage 

func (*ModelList) ProtoMessage()

func (*ModelList) Reset 

func (m *ModelList) Reset()

func (*ModelList) Size 

func (m *ModelList) Size() (n int)

func (*ModelList) String 

func (this *ModelList) String() string

func (*ModelList) Unmarshal 

func (m *ModelList) Unmarshal(dAtA []byte) error

func (*ModelList) XXX_DiscardUnknown 

func (m *ModelList) XXX_DiscardUnknown()

func (*ModelList) XXX_Marshal 

func (m *ModelList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelList) XXX_Merge 

func (m *ModelList) XXX_Merge(src proto.Message)

func (*ModelList) XXX_Size 

func (m *ModelList) XXX_Size() int

func (*ModelList) XXX_Unmarshal 

func (m *ModelList) XXX_Unmarshal(b []byte) error

type ModelPhase 

type ModelPhase string

ModelPhase specifies the current phase of a Model 

const (
	ModelPhaseFailed                ModelPhase = "Failed"
	ModelPhasePending               ModelPhase = "Pending"
	ModelPhaseTraining              ModelPhase = "Training"
	ModelPhaseTrained               ModelPhase = "Trained"
	ModelPhaseTesting               ModelPhase = "Testing"
	ModelPhaseTested                ModelPhase = "Tested"
	ModelPhaseReporting             ModelPhase = "Reporting"
	ModelPhaseReported              ModelPhase = "Reported"
	ModelPhaseCompleted             ModelPhase = "Completed"
	ModelPhasePublishing            ModelPhase = "Publishing"
	ModelPhasePublished             ModelPhase = "Published"
	ModelPhasePackaging             ModelPhase = "Packaging"
	ModelPhasePackaged              ModelPhase = "Packaged"
	ModelPhaseProfiling             ModelPhase = "Profiling"
	ModelPhaseProfiled              ModelPhase = "Profiled"
	ModelPhaseExplaining            ModelPhase = "Explaining"
	ModelPhaseExplained             ModelPhase = "Explained"
	ModelPhaseAborted               ModelPhase = "Aborted"
	ModelPhaseForecasting           ModelPhase = "Forecasting"
	ModelPhaseForecasted            ModelPhase = "Forecasted"
	ModelPhaseUat                   ModelPhase = "UAT"
	ModelPhaseDeployed              ModelPhase = "Deployed"
	ModelPhaseReleasing             ModelPhase = "Releasing"
	ModelPhaseLive                  ModelPhase = "Live"
	ModelPhaseMaintenance           ModelPhase = "Maintenance"
	ModelPhaseRetired               ModelPhase = "Retired"
	ModelPhaseTrainingDriftDetector ModelPhase = "TrainingDriftDetector"
	ModelPhaseTrainedDriftDetector  ModelPhase = "TrainedDriftDetector"
	ModelPhasePruned                ModelPhase = "Pruned"
)

type ModelPipeline 

type ModelPipeline struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Spec              ModelPipelineSpec   `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	Status            ModelPipelineStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

+kubebuilder:object:root=true +kubebuilder:subresource:status +kubebuilder:printcolumn:name="Ready",type="string",JSONPath=".status.conditions[?(@.type==\"Ready\")].status",description="" +kubebuilder:printcolumn:name="Schedule",type="string",JSONPath=".spec.schedule",description="" +kubebuilder:printcolumn:name="Last Run",type="date",JSONPath=".status.lastRun",description="" +kubebuilder:printcolumn:name="Age",type="date",JSONPath=".metadata.creationTimestamp" +kubebuilder:resource:path=modelpipelines,singular=modelpipeline,shortName=pipe,categories={training,modela,all} ModelPipeline represent a CI/CD machine learning pipeline definition

func ParsePipelineYaml 

func ParsePipelineYaml(content []byte) (*ModelPipeline, error)

func (*ModelPipeline) AddFinalizer 

func (pl *ModelPipeline) AddFinalizer()

func (*ModelPipeline) Archived 

func (pl *ModelPipeline) Archived() bool

func (*ModelPipeline) CreateOrUpdateCond 

func (pl *ModelPipeline) CreateOrUpdateCond(cond ModelPipelineCondition)

Merge or update condition

func (*ModelPipeline) DeepCopy 

func (in *ModelPipeline) DeepCopy() *ModelPipeline

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipeline.

func (*ModelPipeline) DeepCopyInto 

func (in *ModelPipeline) DeepCopyInto(out *ModelPipeline)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipeline) DeepCopyObject 

func (in *ModelPipeline) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelPipeline) Default 

func (pl *ModelPipeline) Default()

func (*ModelPipeline) Descriptor 

func (*ModelPipeline) Descriptor() ([]byte, []int)

func (*ModelPipeline) GetCond 

func (pl *ModelPipeline) GetCond(t ModelPipelineConditionType) ModelPipelineCondition

func (*ModelPipeline) GetCondIdx 

func (pl *ModelPipeline) GetCondIdx(t ModelPipelineConditionType) int

func (*ModelPipeline) HasDataStage 

func (pl *ModelPipeline) HasDataStage() bool

func (*ModelPipeline) HasFinalizer 

func (pl *ModelPipeline) HasFinalizer() bool

func (*ModelPipeline) HasTrainingNotebook 

func (pl *ModelPipeline) HasTrainingNotebook() bool

func (*ModelPipeline) HasTrainingStage 

func (pl *ModelPipeline) HasTrainingStage() bool

func (*ModelPipeline) HasTrainingStudy 

func (pl *ModelPipeline) HasTrainingStudy() bool

func (*ModelPipeline) IsReady 

func (run *ModelPipeline) IsReady() bool

func (*ModelPipeline) MarkArchived 

func (pl *ModelPipeline) MarkArchived()

func (*ModelPipeline) MarkReady 

func (pl *ModelPipeline) MarkReady()

func (*ModelPipeline) Marshal 

func (m *ModelPipeline) Marshal() (dAtA []byte, err error)

func (*ModelPipeline) MarshalTo 

func (m *ModelPipeline) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipeline) MarshalToSizedBuffer 

func (m *ModelPipeline) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipeline) PredictionName 

func (pl *ModelPipeline) PredictionName() string

func (*ModelPipeline) PredictorName 

func (pl *ModelPipeline) PredictorName() string

Compare the current

func (*ModelPipeline) ProtoMessage 

func (*ModelPipeline) ProtoMessage()

func (*ModelPipeline) RemoveFinalizer 

func (pl *ModelPipeline) RemoveFinalizer()

func (*ModelPipeline) Reset 

func (m *ModelPipeline) Reset()

func (*ModelPipeline) SetupWebhookWithManager 

func (pl *ModelPipeline) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*ModelPipeline) Size 

func (m *ModelPipeline) Size() (n int)

func (*ModelPipeline) String 

func (this *ModelPipeline) String() string

func (*ModelPipeline) ToYamlFile 

func (pl *ModelPipeline) ToYamlFile() ([]byte, error)

func (*ModelPipeline) Unmarshal 

func (m *ModelPipeline) Unmarshal(dAtA []byte) error

func (*ModelPipeline) ValidateCreate 

func (pl *ModelPipeline) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*ModelPipeline) ValidateDelete 

func (pl *ModelPipeline) ValidateDelete() error

func (*ModelPipeline) ValidateUpdate 

func (pl *ModelPipeline) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*ModelPipeline) XXX_DiscardUnknown 

func (m *ModelPipeline) XXX_DiscardUnknown()

func (*ModelPipeline) XXX_Marshal 

func (m *ModelPipeline) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipeline) XXX_Merge 

func (m *ModelPipeline) XXX_Merge(src proto.Message)

func (*ModelPipeline) XXX_Size 

func (m *ModelPipeline) XXX_Size() int

func (*ModelPipeline) XXX_Unmarshal 

func (m *ModelPipeline) XXX_Unmarshal(b []byte) error

type ModelPipelineCondition 

type ModelPipelineCondition struct {
	// Type of account condition.
	Type ModelPipelineConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=ModelPipelineConditionType"`
	// Status of the condition, one of True, False, Unknown.
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another.
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,3,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition.
	Reason string `json:"reason,omitempty" protobuf:"bytes,4,opt,name=reason"`
	// A human readable message indicating details about the transition.
	Message string `json:"message,omitempty" protobuf:"bytes,5,opt,name=message"`
}

ModelPipelineCondition describes the state of a pipeline at a certain point.

func (*ModelPipelineCondition) DeepCopy 

func (in *ModelPipelineCondition) DeepCopy() *ModelPipelineCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineCondition.

func (*ModelPipelineCondition) DeepCopyInto 

func (in *ModelPipelineCondition) DeepCopyInto(out *ModelPipelineCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineCondition) Descriptor 

func (*ModelPipelineCondition) Descriptor() ([]byte, []int)

func (*ModelPipelineCondition) Marshal 

func (m *ModelPipelineCondition) Marshal() (dAtA []byte, err error)

func (*ModelPipelineCondition) MarshalTo 

func (m *ModelPipelineCondition) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineCondition) MarshalToSizedBuffer 

func (m *ModelPipelineCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineCondition) ProtoMessage 

func (*ModelPipelineCondition) ProtoMessage()

func (*ModelPipelineCondition) Reset 

func (m *ModelPipelineCondition) Reset()

func (*ModelPipelineCondition) Size 

func (m *ModelPipelineCondition) Size() (n int)

func (*ModelPipelineCondition) String 

func (this *ModelPipelineCondition) String() string

func (*ModelPipelineCondition) Unmarshal 

func (m *ModelPipelineCondition) Unmarshal(dAtA []byte) error

func (*ModelPipelineCondition) XXX_DiscardUnknown 

func (m *ModelPipelineCondition) XXX_DiscardUnknown()

func (*ModelPipelineCondition) XXX_Marshal 

func (m *ModelPipelineCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineCondition) XXX_Merge 

func (m *ModelPipelineCondition) XXX_Merge(src proto.Message)

func (*ModelPipelineCondition) XXX_Size 

func (m *ModelPipelineCondition) XXX_Size() int

func (*ModelPipelineCondition) XXX_Unmarshal 

func (m *ModelPipelineCondition) XXX_Unmarshal(b []byte) error

type ModelPipelineConditionType 

type ModelPipelineConditionType string
const (
	ModelPipelineReady ModelPipelineConditionType = "Ready"
	ModelPipelineSaved ModelPipelineConditionType = "Saved"
)

type ModelPipelineList 

type ModelPipelineList struct {
	metav1.TypeMeta `json:",inline"`
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Items           []ModelPipeline `json:"items" protobuf:"bytes,2,rep,name=items"`
}

+kubebuilder:object:root=true ModelPipelineList represent list of pipelines

func (*ModelPipelineList) DeepCopy 

func (in *ModelPipelineList) DeepCopy() *ModelPipelineList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineList.

func (*ModelPipelineList) DeepCopyInto 

func (in *ModelPipelineList) DeepCopyInto(out *ModelPipelineList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineList) DeepCopyObject 

func (in *ModelPipelineList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelPipelineList) Descriptor 

func (*ModelPipelineList) Descriptor() ([]byte, []int)

func (*ModelPipelineList) Marshal 

func (m *ModelPipelineList) Marshal() (dAtA []byte, err error)

func (*ModelPipelineList) MarshalTo 

func (m *ModelPipelineList) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineList) MarshalToSizedBuffer 

func (m *ModelPipelineList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineList) ProtoMessage 

func (*ModelPipelineList) ProtoMessage()

func (*ModelPipelineList) Reset 

func (m *ModelPipelineList) Reset()

func (*ModelPipelineList) Size 

func (m *ModelPipelineList) Size() (n int)

func (*ModelPipelineList) String 

func (this *ModelPipelineList) String() string

func (*ModelPipelineList) Unmarshal 

func (m *ModelPipelineList) Unmarshal(dAtA []byte) error

func (*ModelPipelineList) XXX_DiscardUnknown 

func (m *ModelPipelineList) XXX_DiscardUnknown()

func (*ModelPipelineList) XXX_Marshal 

func (m *ModelPipelineList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineList) XXX_Merge 

func (m *ModelPipelineList) XXX_Merge(src proto.Message)

func (*ModelPipelineList) XXX_Size 

func (m *ModelPipelineList) XXX_Size() int

func (*ModelPipelineList) XXX_Unmarshal 

func (m *ModelPipelineList) XXX_Unmarshal(b []byte) error

type ModelPipelineRun 

type ModelPipelineRun struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Spec              ModelPipelineRunSpec `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	// +kubebuilder:validation:Optional
	Status ModelPipelineRunStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

+kubebuilder:object:root=true +kubebuilder:subresource:status +kubebuilder:printcolumn:name="Status",type="string",JSONPath=".status.phase" +kubebuilder:printcolumn:name="Progress",type="number",JSONPath=".status.progress",priority=1 +kubebuilder:printcolumn:name="Pipeline",type="string",JSONPath=".status.pipelineName" +kubebuilder:printcolumn:name="Version",type="string",JSONPath=".status.versionName" +kubebuilder:printcolumn:name="StartTime",type="date",JSONPath=".status.startTime",priority=1 +kubebuilder:printcolumn:name="CompletionTime",type="date",JSONPath=".status.completionTime",priority=1 +kubebuilder:printcolumn:name="Last Failure",type="string",JSONPath=".status.failureMessage" +kubebuilder:printcolumn:name="Age",type="date",JSONPath=".metadata.creationTimestamp" +kubebuilder:resource:path=modelpipelineruns,shortName=mpr,singular=modelpipelinerun,categories={train,modela,all} ModelPipelineRun represent a execution of a pipeline

func (*ModelPipelineRun) AddFinalizer 

func (run *ModelPipelineRun) AddFinalizer()

func (*ModelPipelineRun) CreateOrUpdateCond 

func (run *ModelPipelineRun) CreateOrUpdateCond(cond ModelPipelineRunCondition)

func (*ModelPipelineRun) DeepCopy 

func (in *ModelPipelineRun) DeepCopy() *ModelPipelineRun

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineRun.

func (*ModelPipelineRun) DeepCopyInto 

func (in *ModelPipelineRun) DeepCopyInto(out *ModelPipelineRun)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineRun) DeepCopyObject 

func (in *ModelPipelineRun) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelPipelineRun) Default 

func (run *ModelPipelineRun) Default()

func (*ModelPipelineRun) Descriptor 

func (*ModelPipelineRun) Descriptor() ([]byte, []int)

func (*ModelPipelineRun) GetCond 

func (run *ModelPipelineRun) GetCond(t PipelineRunConditionType) ModelPipelineRunCondition

func (*ModelPipelineRun) GetCondIdx 

func (run *ModelPipelineRun) GetCondIdx(t PipelineRunConditionType) int

func (*ModelPipelineRun) HasFinalizer 

func (run *ModelPipelineRun) HasFinalizer() bool

func (*ModelPipelineRun) IsCapacityStageCompleted 

func (this *ModelPipelineRun) IsCapacityStageCompleted() bool

func (*ModelPipelineRun) IsCapacityStageFailed 

func (this *ModelPipelineRun) IsCapacityStageFailed() bool

func (*ModelPipelineRun) IsCapacityStageRunning 

func (this *ModelPipelineRun) IsCapacityStageRunning() bool

func (*ModelPipelineRun) IsDataStageCompleted 

func (this *ModelPipelineRun) IsDataStageCompleted() bool

func (*ModelPipelineRun) IsDataStageFailed 

func (this *ModelPipelineRun) IsDataStageFailed() bool

func (*ModelPipelineRun) IsDataStageRunning 

func (this *ModelPipelineRun) IsDataStageRunning() bool

func (*ModelPipelineRun) IsFailed added in v0.4.614 

func (in *ModelPipelineRun) IsFailed() bool

func (*ModelPipelineRun) IsProdStageCompleted 

func (this *ModelPipelineRun) IsProdStageCompleted() bool

func (*ModelPipelineRun) IsProdStageFailed 

func (this *ModelPipelineRun) IsProdStageFailed() bool

func (*ModelPipelineRun) IsProdStageRunning 

func (this *ModelPipelineRun) IsProdStageRunning() bool

func (*ModelPipelineRun) IsSaved 

func (this *ModelPipelineRun) IsSaved() bool

func (*ModelPipelineRun) IsTrainingStageCompleted 

func (this *ModelPipelineRun) IsTrainingStageCompleted() bool

func (*ModelPipelineRun) IsTrainingStageFailed 

func (this *ModelPipelineRun) IsTrainingStageFailed() bool

func (*ModelPipelineRun) IsTrainingStageRunning 

func (this *ModelPipelineRun) IsTrainingStageRunning() bool

func (*ModelPipelineRun) IsUATStageFailed 

func (this *ModelPipelineRun) IsUATStageFailed() bool

func (*ModelPipelineRun) IsUATStageRunning 

func (this *ModelPipelineRun) IsUATStageRunning() bool

func (*ModelPipelineRun) IsUatStageCompleted 

func (this *ModelPipelineRun) IsUatStageCompleted() bool

func (*ModelPipelineRun) MarkCapacityStageFailed 

func (this *ModelPipelineRun) MarkCapacityStageFailed(err error)

func (*ModelPipelineRun) MarkCapacityStageRunning 

func (this *ModelPipelineRun) MarkCapacityStageRunning()

////////////////////////////////////////////////////////// Capacity Stage //////////////////////////////////////////////////////////

func (*ModelPipelineRun) MarkCapcityStageCompleted 

func (this *ModelPipelineRun) MarkCapcityStageCompleted()

func (*ModelPipelineRun) MarkDataStageCompleted 

func (this *ModelPipelineRun) MarkDataStageCompleted()

func (*ModelPipelineRun) MarkDataStageFailed 

func (this *ModelPipelineRun) MarkDataStageFailed(err error)

func (*ModelPipelineRun) MarkDataStageRunning 

func (this *ModelPipelineRun) MarkDataStageRunning()

func (*ModelPipelineRun) MarkProdStageCompleted 

func (this *ModelPipelineRun) MarkProdStageCompleted()

func (*ModelPipelineRun) MarkProdStageFailed 

func (this *ModelPipelineRun) MarkProdStageFailed(err error)

func (*ModelPipelineRun) MarkProdStageRunning 

func (this *ModelPipelineRun) MarkProdStageRunning()

func (*ModelPipelineRun) MarkSaved 

func (this *ModelPipelineRun) MarkSaved()

func (*ModelPipelineRun) MarkTrainingStageCompleted 

func (this *ModelPipelineRun) MarkTrainingStageCompleted()

func (*ModelPipelineRun) MarkTrainingStageFailed 

func (this *ModelPipelineRun) MarkTrainingStageFailed(err error)

func (*ModelPipelineRun) MarkTrainingStageRunning 

func (this *ModelPipelineRun) MarkTrainingStageRunning()

////////////////////////////////////////////////////////// Training Stage //////////////////////////////////////////////////////////

func (*ModelPipelineRun) MarkUATStageCompleted 

func (this *ModelPipelineRun) MarkUATStageCompleted()

func (*ModelPipelineRun) MarkUATStageRunning 

func (this *ModelPipelineRun) MarkUATStageRunning()

////////////////////////////////////////////////////////// UAT Stage //////////////////////////////////////////////////////////

func (*ModelPipelineRun) MarkUatStageFailed 

func (this *ModelPipelineRun) MarkUatStageFailed(err error)

func (*ModelPipelineRun) Marshal 

func (m *ModelPipelineRun) Marshal() (dAtA []byte, err error)

func (*ModelPipelineRun) MarshalTo 

func (m *ModelPipelineRun) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineRun) MarshalToSizedBuffer 

func (m *ModelPipelineRun) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineRun) ProtoMessage 

func (*ModelPipelineRun) ProtoMessage()

func (*ModelPipelineRun) RemoveFinalizer 

func (run *ModelPipelineRun) RemoveFinalizer()

func (*ModelPipelineRun) Reset 

func (m *ModelPipelineRun) Reset()

func (*ModelPipelineRun) RunStatus added in v0.4.614 

func (run *ModelPipelineRun) RunStatus() *catalog.LastRunStatus

Return the state of the run as RunStatus

func (*ModelPipelineRun) SetupWebhookWithManager 

func (pl *ModelPipelineRun) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*ModelPipelineRun) Size 

func (m *ModelPipelineRun) Size() (n int)

func (*ModelPipelineRun) StatusString 

func (run *ModelPipelineRun) StatusString() string

func (*ModelPipelineRun) String 

func (this *ModelPipelineRun) String() string

func (*ModelPipelineRun) ToYamlFile 

func (run *ModelPipelineRun) ToYamlFile() ([]byte, error)

func (*ModelPipelineRun) Unmarshal 

func (m *ModelPipelineRun) Unmarshal(dAtA []byte) error

func (*ModelPipelineRun) ValidateCreate 

func (run *ModelPipelineRun) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*ModelPipelineRun) ValidateDelete 

func (run *ModelPipelineRun) ValidateDelete() error

func (*ModelPipelineRun) ValidateUpdate 

func (run *ModelPipelineRun) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*ModelPipelineRun) XXX_DiscardUnknown 

func (m *ModelPipelineRun) XXX_DiscardUnknown()

func (*ModelPipelineRun) XXX_Marshal 

func (m *ModelPipelineRun) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineRun) XXX_Merge 

func (m *ModelPipelineRun) XXX_Merge(src proto.Message)

func (*ModelPipelineRun) XXX_Size 

func (m *ModelPipelineRun) XXX_Size() int

func (*ModelPipelineRun) XXX_Unmarshal 

func (m *ModelPipelineRun) XXX_Unmarshal(b []byte) error

type ModelPipelineRunCondition 

type ModelPipelineRunCondition struct {
	// Type of  condition.
	Type PipelineRunConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=PipelineRunConditionType"`
	// Status of the condition, one of True, False, Unknown.
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another.
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,4,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition.
	Reason string `json:"reason,omitempty" protobuf:"bytes,5,opt,name=reason"`
	// A human readable message indicating details about the transition.
	Message string `json:"message,omitempty" protobuf:"bytes,6,opt,name=message"`
}

ModelPipelineRunCondition describes the state of a ModelPipelineRun at a certain point.

func (*ModelPipelineRunCondition) DeepCopy 

func (in *ModelPipelineRunCondition) DeepCopy() *ModelPipelineRunCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineRunCondition.

func (*ModelPipelineRunCondition) DeepCopyInto 

func (in *ModelPipelineRunCondition) DeepCopyInto(out *ModelPipelineRunCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineRunCondition) Descriptor 

func (*ModelPipelineRunCondition) Descriptor() ([]byte, []int)

func (*ModelPipelineRunCondition) Marshal 

func (m *ModelPipelineRunCondition) Marshal() (dAtA []byte, err error)

func (*ModelPipelineRunCondition) MarshalTo 

func (m *ModelPipelineRunCondition) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineRunCondition) MarshalToSizedBuffer 

func (m *ModelPipelineRunCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineRunCondition) ProtoMessage 

func (*ModelPipelineRunCondition) ProtoMessage()

func (*ModelPipelineRunCondition) Reset 

func (m *ModelPipelineRunCondition) Reset()

func (*ModelPipelineRunCondition) Size 

func (m *ModelPipelineRunCondition) Size() (n int)

func (*ModelPipelineRunCondition) String 

func (this *ModelPipelineRunCondition) String() string

func (*ModelPipelineRunCondition) Unmarshal 

func (m *ModelPipelineRunCondition) Unmarshal(dAtA []byte) error

func (*ModelPipelineRunCondition) XXX_DiscardUnknown 

func (m *ModelPipelineRunCondition) XXX_DiscardUnknown()

func (*ModelPipelineRunCondition) XXX_Marshal 

func (m *ModelPipelineRunCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineRunCondition) XXX_Merge 

func (m *ModelPipelineRunCondition) XXX_Merge(src proto.Message)

func (*ModelPipelineRunCondition) XXX_Size 

func (m *ModelPipelineRunCondition) XXX_Size() int

func (*ModelPipelineRunCondition) XXX_Unmarshal 

func (m *ModelPipelineRunCondition) XXX_Unmarshal(b []byte) error

type ModelPipelineRunList 

type ModelPipelineRunList struct {
	metav1.TypeMeta `json:",inline"`
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Items           []ModelPipelineRun `json:"items" protobuf:"bytes,2,rep,name=items"`
}

+kubebuilder:object:root=true ModelPipelineRunList represent list of pipelineruns

func (*ModelPipelineRunList) DeepCopy 

func (in *ModelPipelineRunList) DeepCopy() *ModelPipelineRunList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineRunList.

func (*ModelPipelineRunList) DeepCopyInto 

func (in *ModelPipelineRunList) DeepCopyInto(out *ModelPipelineRunList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineRunList) DeepCopyObject 

func (in *ModelPipelineRunList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ModelPipelineRunList) Descriptor 

func (*ModelPipelineRunList) Descriptor() ([]byte, []int)

func (*ModelPipelineRunList) Marshal 

func (m *ModelPipelineRunList) Marshal() (dAtA []byte, err error)

func (*ModelPipelineRunList) MarshalTo 

func (m *ModelPipelineRunList) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineRunList) MarshalToSizedBuffer 

func (m *ModelPipelineRunList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineRunList) ProtoMessage 

func (*ModelPipelineRunList) ProtoMessage()

func (*ModelPipelineRunList) Reset 

func (m *ModelPipelineRunList) Reset()

func (*ModelPipelineRunList) Size 

func (m *ModelPipelineRunList) Size() (n int)

func (*ModelPipelineRunList) String 

func (this *ModelPipelineRunList) String() string

func (*ModelPipelineRunList) Unmarshal 

func (m *ModelPipelineRunList) Unmarshal(dAtA []byte) error

func (*ModelPipelineRunList) XXX_DiscardUnknown 

func (m *ModelPipelineRunList) XXX_DiscardUnknown()

func (*ModelPipelineRunList) XXX_Marshal 

func (m *ModelPipelineRunList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineRunList) XXX_Merge 

func (m *ModelPipelineRunList) XXX_Merge(src proto.Message)

func (*ModelPipelineRunList) XXX_Size 

func (m *ModelPipelineRunList) XXX_Size() int

func (*ModelPipelineRunList) XXX_Unmarshal 

func (m *ModelPipelineRunList) XXX_Unmarshal(b []byte) error

type ModelPipelineRunSpec 

type ModelPipelineRunSpec struct {
	// VersionName is the data product version of the run
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	VersionName *string `json:"versionName,omitempty" protobuf:"bytes,1,opt,name=versionName"`
	// Description is the user provided description
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	Description *string `json:"description,omitempty" protobuf:"bytes,2,opt,name=description"`
	// DatasetName is the name of the dataset that we trained on.
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	Dataset *string `json:"datasetName,omitempty" protobuf:"bytes,3,opt,name=datasetName"`
	// PipelineName is the name of the ModelPipeline for this pipeline
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	PipelineName *string `json:"pipelineName,omitempty" protobuf:"bytes,4,opt,name=pipelineName"`
	// The owner of the run.
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,5,opt,name=owner"`
	// The priority of this pipeline run. The default is medium.
	// +kubebuilder:default:=medium
	// +kubebuilder:validation:Optional
	Priority *catalog.PriorityLevel `json:"priority,omitempty" protobuf:"bytes,6,opt,name=priority"`
	// Set to true to pause the model pipeline run
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Paused *bool `json:"paused,omitempty" protobuf:"varint,7,opt,name=paused"`
	// Set to true to abort the model pipeline run
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Aborted *bool `json:"aborted,omitempty" protobuf:"varint,8,opt,name=aborted"`
	// TTL.
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	TTL *int32 `json:"ttl,omitempty" protobuf:"varint,9,opt,name=ttl"`
}

ModelPipelineRunSpec is the desired state of the ModelPipelineRun resource

func (*ModelPipelineRunSpec) DeepCopy 

func (in *ModelPipelineRunSpec) DeepCopy() *ModelPipelineRunSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineRunSpec.

func (*ModelPipelineRunSpec) DeepCopyInto 

func (in *ModelPipelineRunSpec) DeepCopyInto(out *ModelPipelineRunSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineRunSpec) Descriptor 

func (*ModelPipelineRunSpec) Descriptor() ([]byte, []int)

func (*ModelPipelineRunSpec) Marshal 

func (m *ModelPipelineRunSpec) Marshal() (dAtA []byte, err error)

func (*ModelPipelineRunSpec) MarshalTo 

func (m *ModelPipelineRunSpec) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineRunSpec) MarshalToSizedBuffer 

func (m *ModelPipelineRunSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineRunSpec) ProtoMessage 

func (*ModelPipelineRunSpec) ProtoMessage()

func (*ModelPipelineRunSpec) Reset 

func (m *ModelPipelineRunSpec) Reset()

func (*ModelPipelineRunSpec) Size 

func (m *ModelPipelineRunSpec) Size() (n int)

func (*ModelPipelineRunSpec) String 

func (this *ModelPipelineRunSpec) String() string

func (*ModelPipelineRunSpec) Unmarshal 

func (m *ModelPipelineRunSpec) Unmarshal(dAtA []byte) error

func (*ModelPipelineRunSpec) XXX_DiscardUnknown 

func (m *ModelPipelineRunSpec) XXX_DiscardUnknown()

func (*ModelPipelineRunSpec) XXX_Marshal 

func (m *ModelPipelineRunSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineRunSpec) XXX_Merge 

func (m *ModelPipelineRunSpec) XXX_Merge(src proto.Message)

func (*ModelPipelineRunSpec) XXX_Size 

func (m *ModelPipelineRunSpec) XXX_Size() int

func (*ModelPipelineRunSpec) XXX_Unmarshal 

func (m *ModelPipelineRunSpec) XXX_Unmarshal(b []byte) error

type ModelPipelineRunStageStatus 

type ModelPipelineRunStageStatus struct {
	// Phase is the phase of the stage
	// +kubebuilder:default:="Pending"
	// +kubebuilder:validation:Optional
	Phase StageStatusPhase `json:"phase,omitempty" protobuf:"bytes,1,opt,name=phase"`
	// Approved indicates that the stage is approved.
	// +kubebuilder:validation:Optional
	Approved bool `json:"approved,omitempty" protobuf:"bytes,2,opt,name=approved"`
	// ApprovedBy indicates the account that approve this model.
	// +kubebuilder:validation:Optional
	ApprovedBy string `json:"approvedBy,omitempty" protobuf:"bytes,3,opt,name=approvedBy"`
	// ApprovedAt indicates the time of approval
	// +kubebuilder:validation:Optional
	ApprovedAt *metav1.Time `json:"approvedAt,omitempty" protobuf:"bytes,4,opt,name=approvedAt"`
	// Start time is the start time of the stage
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,7,opt,name=startTime"`
	// End time is the end time of the stage.
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"endTime,omitempty" protobuf:"bytes,8,opt,name=endTime"`
	// Results is the results of running the test datasets against the new model
	// +kubebuilder:validation:Optional
	Results []ModelValidationResult `json:"results,omitempty" protobuf:"bytes,9,rep,name=results"`
	// Error record error.
	//+kubebuilder:validation:Optional
	Error string `json:"error,omitempty" protobuf:"bytes,10,opt,name=error"`
}

ModelPipelineRunStageStatus is the observed state of the PipelineRunStage.

func (*ModelPipelineRunStageStatus) DeepCopy 

func (in *ModelPipelineRunStageStatus) DeepCopy() *ModelPipelineRunStageStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineRunStageStatus.

func (*ModelPipelineRunStageStatus) DeepCopyInto 

func (in *ModelPipelineRunStageStatus) DeepCopyInto(out *ModelPipelineRunStageStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineRunStageStatus) Descriptor 

func (*ModelPipelineRunStageStatus) Descriptor() ([]byte, []int)

func (*ModelPipelineRunStageStatus) IsCompleted 

func (this *ModelPipelineRunStageStatus) IsCompleted() bool

func (*ModelPipelineRunStageStatus) IsFailed 

func (this *ModelPipelineRunStageStatus) IsFailed() bool

func (*ModelPipelineRunStageStatus) IsRunning 

func (this *ModelPipelineRunStageStatus) IsRunning() bool

func (*ModelPipelineRunStageStatus) Marshal 

func (m *ModelPipelineRunStageStatus) Marshal() (dAtA []byte, err error)

func (*ModelPipelineRunStageStatus) MarshalTo 

func (m *ModelPipelineRunStageStatus) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineRunStageStatus) MarshalToSizedBuffer 

func (m *ModelPipelineRunStageStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineRunStageStatus) ProtoMessage 

func (*ModelPipelineRunStageStatus) ProtoMessage()

func (*ModelPipelineRunStageStatus) RecordApprove 

func (this *ModelPipelineRunStageStatus) RecordApprove(name string)

func (*ModelPipelineRunStageStatus) RecordCompleted 

func (this *ModelPipelineRunStageStatus) RecordCompleted()

func (*ModelPipelineRunStageStatus) RecordDeny 

func (this *ModelPipelineRunStageStatus) RecordDeny(name string)

func (*ModelPipelineRunStageStatus) RecordError 

func (this *ModelPipelineRunStageStatus) RecordError(err error)

func (*ModelPipelineRunStageStatus) RecordFailed 

func (this *ModelPipelineRunStageStatus) RecordFailed()

func (*ModelPipelineRunStageStatus) RecordRunning 

func (this *ModelPipelineRunStageStatus) RecordRunning()

func (*ModelPipelineRunStageStatus) Reset 

func (m *ModelPipelineRunStageStatus) Reset()

func (*ModelPipelineRunStageStatus) Size 

func (m *ModelPipelineRunStageStatus) Size() (n int)

func (*ModelPipelineRunStageStatus) String 

func (this *ModelPipelineRunStageStatus) String() string

func (*ModelPipelineRunStageStatus) Unmarshal 

func (m *ModelPipelineRunStageStatus) Unmarshal(dAtA []byte) error

func (*ModelPipelineRunStageStatus) XXX_DiscardUnknown 

func (m *ModelPipelineRunStageStatus) XXX_DiscardUnknown()

func (*ModelPipelineRunStageStatus) XXX_Marshal 

func (m *ModelPipelineRunStageStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineRunStageStatus) XXX_Merge 

func (m *ModelPipelineRunStageStatus) XXX_Merge(src proto.Message)

func (*ModelPipelineRunStageStatus) XXX_Size 

func (m *ModelPipelineRunStageStatus) XXX_Size() int

func (*ModelPipelineRunStageStatus) XXX_Unmarshal 

func (m *ModelPipelineRunStageStatus) XXX_Unmarshal(b []byte) error

type ModelPipelineRunStatus 

type ModelPipelineRunStatus struct {
	// The current stage of the pipeline
	//+kubebuilder:validation:Optional
	Stage ModelPipelineStage `json:"stage,omitempty" protobuf:"bytes,1,opt,name=stage"`
	// The name of the dataset that was captured by the label filter.
	//+kubebuilder:validation:Optional
	DatasetName string `json:"datasetName,omitempty" protobuf:"bytes,2,opt,name=datasetName"`
	// The name of the study generated.
	//+kubebuilder:validation:Optional
	StudyName string `json:"studyName,omitempty" protobuf:"bytes,3,opt,name=studyName"`
	// The name of the best model
	//+kubebuilder:validation:Optional
	ModelName string `json:"modelName,omitempty" protobuf:"bytes,4,opt,name=modelName"`
	// DataStatus is the status of the data stage
	// data is the status for the data stage.
	//+kubebuilder:validation:Optional
	DataStatus ModelPipelineRunStageStatus `json:"dataStatus,omitempty" protobuf:"bytes,5,opt,name=dataStatus"`
	// TrainingStatus is the status for the training stage
	// +kubebuilder:validation:Optional
	TrainingStatus ModelPipelineRunStageStatus `json:"trainingStatus,omitempty" protobuf:"bytes,6,opt,name=trainingStatus"`
	// UATStatus is the status of the uat stage
	//+kubebuilder:validation:Optional
	UATStatus ModelPipelineRunStageStatus `json:"uatStatus,omitempty" protobuf:"bytes,7,opt,name=uatStatus"`
	// CapacityStatus is the status for the capacity stage.
	//+kubebuilder:validation:Optional
	CapacityStatus ModelPipelineRunStageStatus `json:"capacityStatus,omitempty" protobuf:"bytes,8,opt,name=capacityStatus"`
	// DeploymentStatus is the status for the prod stage
	//+kubebuilder:validation:Optional
	DeploymentStatus ModelPipelineRunStageStatus `json:"deploymentStatus,omitempty" protobuf:"bytes,9,opt,name=deploymentStatus"`
	// DeploymentStatus is the status for the prod stage
	//+kubebuilder:validation:Optional
	ReleaseStatus ModelPipelineRunStageStatus `json:"releaseStatus,omitempty" protobuf:"bytes,10,opt,name=releaseStatus"`
	// Monitoring status is the status of the monitor phase.
	//+kubebuilder:validation:Optional
	MonitoringStatus ModelPipelineRunStageStatus `json:"monitoringStatus,omitempty" protobuf:"bytes,11,opt,name=monitoringStatus"`
	// Labeling status if the status of the labeling process
	//+kubebuilder:validation:Optional
	LabelingStatus ModelPipelineRunStageStatus `json:"labelingStatus,omitempty" protobuf:"bytes,12,opt,name=labelingStatus"`
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,13,opt,name=startTime"`
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"endTime,omitempty" protobuf:"bytes,14,opt,name=endTime"`
	// The phase of the pipeline run
	// +kubebuilder:default:="Pending"
	// +kubebuilder:validation:Optional
	Phase PipelinePhase `json:"phase" protobuf:"bytes,15,opt,name=phase"`
	// ObservedGeneration is the Last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,16,opt,name=observedGeneration"`
	// Folder for pipeline run artifacts. This is assigned by the system
	// The folder contains all the pipeline artifacts - metadata, logs
	// +kubebuilder:validation:Optional
	Folder string `json:"folder,omitempty" protobuf:"bytes,17,opt,name=evalMetrics"`
	// Update in case of terminal failure
	// Borrowed from cluster api controller
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,18,opt,name=failureReason"`
	// Update in case of terminal failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,19,opt,name=failureMessage"`
	// Pipeline progress Progress in percent, the progress takes into account the different stages of the pipeline
	// +kubebuilder:validation:Optional
	Progress *int32 `json:"progress" protobuf:"varint,20,opt,name=progress"`
	// What triggered the run
	//+kubebuilder:validation:Optional
	TriggeredBy catalog.TriggerType `json:"triggeredBy,omitempty" protobuf:"bytes,21,opt,name=triggeredBy"`

	// Last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,22,opt,name=lastUpdated"`

	// +patchMergeKey=type
	// +patchStrategy=merge
	// +kubebuilder:validation:Optional
	Conditions []ModelPipelineRunCondition `json:"conditions,omitempty" protobuf:"bytes,23,rep,name=conditions"`
}

ModelPipelineRunStatus is the observed state of the ModelPipelineRun resource .

func (*ModelPipelineRunStatus) DeepCopy 

func (in *ModelPipelineRunStatus) DeepCopy() *ModelPipelineRunStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineRunStatus.

func (*ModelPipelineRunStatus) DeepCopyInto 

func (in *ModelPipelineRunStatus) DeepCopyInto(out *ModelPipelineRunStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineRunStatus) Descriptor 

func (*ModelPipelineRunStatus) Descriptor() ([]byte, []int)

func (*ModelPipelineRunStatus) Marshal 

func (m *ModelPipelineRunStatus) Marshal() (dAtA []byte, err error)

func (*ModelPipelineRunStatus) MarshalTo 

func (m *ModelPipelineRunStatus) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineRunStatus) MarshalToSizedBuffer 

func (m *ModelPipelineRunStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineRunStatus) ProtoMessage 

func (*ModelPipelineRunStatus) ProtoMessage()

func (*ModelPipelineRunStatus) Reset 

func (m *ModelPipelineRunStatus) Reset()

func (*ModelPipelineRunStatus) Size 

func (m *ModelPipelineRunStatus) Size() (n int)

func (*ModelPipelineRunStatus) String 

func (this *ModelPipelineRunStatus) String() string

func (*ModelPipelineRunStatus) Unmarshal 

func (m *ModelPipelineRunStatus) Unmarshal(dAtA []byte) error

func (*ModelPipelineRunStatus) XXX_DiscardUnknown 

func (m *ModelPipelineRunStatus) XXX_DiscardUnknown()

func (*ModelPipelineRunStatus) XXX_Marshal 

func (m *ModelPipelineRunStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineRunStatus) XXX_Merge 

func (m *ModelPipelineRunStatus) XXX_Merge(src proto.Message)

func (*ModelPipelineRunStatus) XXX_Size 

func (m *ModelPipelineRunStatus) XXX_Size() int

func (*ModelPipelineRunStatus) XXX_Unmarshal 

func (m *ModelPipelineRunStatus) XXX_Unmarshal(b []byte) error

type ModelPipelineSpec 

type ModelPipelineSpec struct {
	// The product version of the resource
	// +kubebuilder:default ="latest"
	// +kubebuilder:validation:Optional
	VersionName *string `json:"versionName,omitempty" protobuf:"bytes,1,opt,name=versionName"`
	// User provided description
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	Description *string `json:"description,omitempty" protobuf:"bytes,2,opt,name=description"`
	// DatasetSelector is used to select dataset for training
	// +kubebuilder:validation:Optional
	DatasetSelector map[string]string `json:"datasetSelector,omitempty" protobuf:"bytes,3,opt,name=datasetSelector"`
	// Datastage build new dataset from the data sources.
	// +kubebuilder:validation:Optional
	Data *DataStageSpec `json:"data,omitempty" protobuf:"bytes,4,opt,name=data"`
	// TrainingSpec stage
	// +kubebuilder:validation:Optional
	Training TrainingStageSpec `json:"training,omitempty" protobuf:"bytes,5,opt,name=training"`
	// Acceptance stage is used for further testing
	// +kubebuilder:validation:Optional
	UAT *UATStageSpec `json:"uat,omitempty" protobuf:"bytes,6,opt,name=uat"`
	// Capacity stage for capacity
	// +kubebuilder:validation:Optional
	Capacity CapacityStageSpec `json:"capacity,omitempty" protobuf:"bytes,7,opt,name=capacity"`
	// Deployment stage define how to place the model into production.
	// +kubebuilder:validation:Optional
	Deployment DeploymentStageSpec `json:"deployment,omitempty" protobuf:"bytes,9,opt,name=deployment"`
	// Deployment stage define how to place the model into production.
	// +kubebuilder:validation:Optional
	Release ReleaseStageSpec `json:"release,omitempty" protobuf:"bytes,10,opt,name=release"`
	// Schedule for running the pipeline
	// +kubebuilder:validation:Optional
	Schedule catalog.RunSchedule `json:"schedule,omitempty" protobuf:"bytes,12,opt,name=schedule"`
	// The owner of the run, set to the owner of the pipeline
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Pattern="[a-z0-9]([-a-z0-9]*[a-z0-9])?(\\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,13,opt,name=owner"`
	// ApproverAccountName is the name of the approver for stages that need approvals.
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	ApproverAccountName *string `json:"approverAccountName,omitempty" protobuf:"bytes,14,opt,name=approverAccountName"`
	// Notification specification.
	//+kubebuilder:validation:Optional
	Notification catalog.NotificationSpec `json:"notification,omitempty" protobuf:"bytes,15,opt,name=notification"`
	// BaselineModelName is the name of the model which is used to compare with this pipeline results.
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	BaselineModelName *string `json:"baselineModelName,omitempty" protobuf:"bytes,16,opt,name=baselineModelName"`
	// The priority of this pipeline. The default is medium.
	// +kubebuilder:default:="medium"
	// +kubebuilder:validation:Optional
	Priority *catalog.PriorityLevel `json:"priority,omitempty" protobuf:"bytes,17,opt,name=priority"`
	// Pause the pipeline cron job.
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Paused *bool `json:"paused,omitempty" protobuf:"varint,18,opt,name=paused"`
}

ModelPipelineSpec define the desired state of the ModelPipeline resource.

func (*ModelPipelineSpec) DeepCopy 

func (in *ModelPipelineSpec) DeepCopy() *ModelPipelineSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineSpec.

func (*ModelPipelineSpec) DeepCopyInto 

func (in *ModelPipelineSpec) DeepCopyInto(out *ModelPipelineSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineSpec) Descriptor 

func (*ModelPipelineSpec) Descriptor() ([]byte, []int)

func (*ModelPipelineSpec) Marshal 

func (m *ModelPipelineSpec) Marshal() (dAtA []byte, err error)

func (*ModelPipelineSpec) MarshalTo 

func (m *ModelPipelineSpec) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineSpec) MarshalToSizedBuffer 

func (m *ModelPipelineSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineSpec) ProtoMessage 

func (*ModelPipelineSpec) ProtoMessage()

func (*ModelPipelineSpec) Reset 

func (m *ModelPipelineSpec) Reset()

func (*ModelPipelineSpec) Size 

func (m *ModelPipelineSpec) Size() (n int)

func (*ModelPipelineSpec) String 

func (this *ModelPipelineSpec) String() string

func (*ModelPipelineSpec) Unmarshal 

func (m *ModelPipelineSpec) Unmarshal(dAtA []byte) error

func (*ModelPipelineSpec) XXX_DiscardUnknown 

func (m *ModelPipelineSpec) XXX_DiscardUnknown()

func (*ModelPipelineSpec) XXX_Marshal 

func (m *ModelPipelineSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineSpec) XXX_Merge 

func (m *ModelPipelineSpec) XXX_Merge(src proto.Message)

func (*ModelPipelineSpec) XXX_Size 

func (m *ModelPipelineSpec) XXX_Size() int

func (*ModelPipelineSpec) XXX_Unmarshal 

func (m *ModelPipelineSpec) XXX_Unmarshal(b []byte) error

type ModelPipelineStage 

type ModelPipelineStage string
const (
	ModelPipelineStageInitial    ModelPipelineStage = "initial"
	ModelPipelineStageData       ModelPipelineStage = "data"
	ModelPipelineStageTraining   ModelPipelineStage = "training"
	ModelPipelineStageUAT        ModelPipelineStage = "uat"
	ModelPipelineStageCapacity   ModelPipelineStage = "capacity"
	ModelPipelineStageProd       ModelPipelineStage = "prod"
	ModelPipelineStageMonitoring ModelPipelineStage = "monitoring"
	ModelPipelineStageLabeling   ModelPipelineStage = "labeling"
)

type ModelPipelineStatus 

type ModelPipelineStatus struct {
	// Last run is the last time a model pipeline run was created
	//+kubebuilder:validation:Optional
	LastRun catalog.LastRunStatus `json:"lastRun,omitempty" protobuf:"bytes,1,opt,name=lastRun"`
	// The time of the next schedule run
	//+kubebuilder:validation:Optional
	NextRun *metav1.Time `json:"nextRun,omitempty" protobuf:"bytes,2,opt,name=nextRun"`
	// ObservedGeneration is the Last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,3,opt,name=observedGeneration"`
	// Last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,4,opt,name=lastUpdated"`
	// Update in case of terminal failure
	// Borrowed from cluster api controller
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,5,opt,name=failureReason"`
	// Update in case of terminal failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,6,opt,name=failureMessage"`
	// +patchMergeKey=type
	// +patchStrategy=merge
	// +kubebuilder:validation:Optional
	Conditions []ModelPipelineCondition `json:"conditions,omitempty" protobuf:"bytes,7,rep,name=conditions"`
}

ModelPipelineStatus define the observed state of the pipeline

func (*ModelPipelineStatus) DeepCopy 

func (in *ModelPipelineStatus) DeepCopy() *ModelPipelineStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelPipelineStatus.

func (*ModelPipelineStatus) DeepCopyInto 

func (in *ModelPipelineStatus) DeepCopyInto(out *ModelPipelineStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelPipelineStatus) Descriptor 

func (*ModelPipelineStatus) Descriptor() ([]byte, []int)

func (*ModelPipelineStatus) Marshal 

func (m *ModelPipelineStatus) Marshal() (dAtA []byte, err error)

func (*ModelPipelineStatus) MarshalTo 

func (m *ModelPipelineStatus) MarshalTo(dAtA []byte) (int, error)

func (*ModelPipelineStatus) MarshalToSizedBuffer 

func (m *ModelPipelineStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelPipelineStatus) ProtoMessage 

func (*ModelPipelineStatus) ProtoMessage()

func (*ModelPipelineStatus) Reset 

func (m *ModelPipelineStatus) Reset()

func (*ModelPipelineStatus) Size 

func (m *ModelPipelineStatus) Size() (n int)

func (*ModelPipelineStatus) String 

func (this *ModelPipelineStatus) String() string

func (*ModelPipelineStatus) Unmarshal 

func (m *ModelPipelineStatus) Unmarshal(dAtA []byte) error

func (*ModelPipelineStatus) XXX_DiscardUnknown 

func (m *ModelPipelineStatus) XXX_DiscardUnknown()

func (*ModelPipelineStatus) XXX_Marshal 

func (m *ModelPipelineStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelPipelineStatus) XXX_Merge 

func (m *ModelPipelineStatus) XXX_Merge(src proto.Message)

func (*ModelPipelineStatus) XXX_Size 

func (m *ModelPipelineStatus) XXX_Size() int

func (*ModelPipelineStatus) XXX_Unmarshal 

func (m *ModelPipelineStatus) XXX_Unmarshal(b []byte) error

type ModelResult 

type ModelResult struct {
	// The name of the model
	// +kubebuilder:validation:Optional
	Name string `json:"name" protobuf:"bytes,1,opt,name=name"`
	// The type of estimator of the model
	// +kubebuilder:validation:Optional
	Alg string `json:"alg,omitempty" protobuf:"bytes,2,opt,name=alg"`
	// The objective score of the model
	// +kubebuilder:validation:Optional
	Score float64 `json:"score,omitempty" protobuf:"bytes,3,opt,name=score"`
	// Indicates if the model experience an error whilst training
	// +kubebuilder:validation:Optional
	Error bool `json:"error,omitempty" protobuf:"varint,4,opt,name=error"`
	// The optimizer trial ID of the model
	// +kubebuilder:validation:Optional
	TrialID int32 `json:"trialID,omitempty" protobuf:"varint,5,opt,name=trialID"`
}

ModelResult contains the records of a single garbage-collected model

func (*ModelResult) DeepCopy 

func (in *ModelResult) DeepCopy() *ModelResult

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelResult.

func (*ModelResult) DeepCopyInto 

func (in *ModelResult) DeepCopyInto(out *ModelResult)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelResult) Descriptor 

func (*ModelResult) Descriptor() ([]byte, []int)

func (*ModelResult) Marshal 

func (m *ModelResult) Marshal() (dAtA []byte, err error)

func (*ModelResult) MarshalTo 

func (m *ModelResult) MarshalTo(dAtA []byte) (int, error)

func (*ModelResult) MarshalToSizedBuffer 

func (m *ModelResult) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelResult) ProtoMessage 

func (*ModelResult) ProtoMessage()

func (*ModelResult) Reset 

func (m *ModelResult) Reset()

func (*ModelResult) Size 

func (m *ModelResult) Size() (n int)

func (*ModelResult) String 

func (this *ModelResult) String() string

func (*ModelResult) Unmarshal 

func (m *ModelResult) Unmarshal(dAtA []byte) error

func (*ModelResult) XXX_DiscardUnknown 

func (m *ModelResult) XXX_DiscardUnknown()

func (*ModelResult) XXX_Marshal 

func (m *ModelResult) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelResult) XXX_Merge 

func (m *ModelResult) XXX_Merge(src proto.Message)

func (*ModelResult) XXX_Size 

func (m *ModelResult) XXX_Size() int

func (*ModelResult) XXX_Unmarshal 

func (m *ModelResult) XXX_Unmarshal(b []byte) error

type ModelSpec 

type ModelSpec struct {
	// The Account which owns the the Study that created the Model
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,1,opt,name=owner"`
	// The name of the DataProductVersion which describes the version of the resource
	// that exists in the same DataProduct namespace as the resource, derived from the parent Study
	// +kubebuilder:validation:Required
	// +kubebuilder:default:="latest"
	// +kubebuilder:validation:MaxLength=63
	// +required
	VersionName *string `json:"versionName,omitempty" protobuf:"bytes,2,opt,name=versionName"`
	// The user-assigned version of the Model, derived from the parent Study
	// +kubebuilder:default:=""
	ModelVersion *string `json:"modelVersion,omitempty" protobuf:"bytes,4,opt,name=modelVersion"`
	// The name of the Study which created the Model. If empty, the Model will be trained as a stand-alone model
	// +kubebuilder:validation:Required
	// +kubebuilder:validation:MaxLength=63
	// +required
	StudyName *string `json:"studyName,omitempty" protobuf:"bytes,5,opt,name=studyName"`
	// The name of the Dataset resource which the Model is being trained with
	// +kubebuilder:validation:Required
	// +kubebuilder:validation:MaxLength=63
	// +required
	DatasetName *string `json:"datasetName,omitempty" protobuf:"bytes,6,opt,name=datasetName"`
	// The machine learning task type of the Model (i.e. regression, classification), derived from the parent Study
	// +kubebuilder:validation:Required
	// +required
	Task *catalog.MLTask `json:"task,omitempty" protobuf:"bytes,7,opt,name=task"`
	// The objective metric that will be used to evaluate the performance of the model
	// +kubebuilder:validation:Required
	// +required
	Objective *catalog.Metric `json:"objective,omitempty" protobuf:"bytes,8,opt,name=objective"`
	// FeatureEngineering specifies the preprocessing pipelines that will be applied to the model prior to training.
	// By default, feature engineering is generated automatically by sampling different pipelines in competition
	// +kubebuilder:validation:Optional
	FeatureEngineering FeatureEngineeringSpec `json:"featureEngineering,omitempty" protobuf:"bytes,9,opt,name=featureEngineering"`
	// Estimator specifies the machine learning algorithm and hyper-parameters of the Model
	// +kubebuilder:validation:Optional
	Estimator *ClassicalEstimatorSpec `json:"estimator,omitempty" protobuf:"bytes,10,opt,name=estimator"`
	// Dnn specifies the estimator for a neural network (currently unimplemented)
	// +kubebuilder:validation:Optional
	Dnn *DeepEstimatorSpec `json:"dnn,omitempty" protobuf:"bytes,11,opt,name=dnn"`
	// Chatbot specifies the estimator for a chatbot model (currently unimplemented)
	// +kubebuilder:validation:Optional
	Chatbot *ChatbotEstimatorSpec `json:"chatbot,omitempty" protobuf:"bytes,12,opt,name=chatbot"`
	// NLPEstimator specifies the estimator for a deep NLP model (currently unimplemented)
	// +kubebuilder:validation:Optional
	NLPEstimator *NLPEstimatorSpec `json:"nplEstimator,omitempty" protobuf:"bytes,13,opt,name=nlpEstimator"`
	// Ensemble specifies the configuration to create an ensemble model
	// +kubebuilder:validation:Optional
	Ensemble EnsembleSpec `json:"ensemble,omitempty" protobuf:"bytes,14,opt,name=ensemble"`
	// TrainingSpec specifies the configuration to prepare and train a model
	// +kubebuilder:validation:Optional
	Training TrainingSpec `json:"training,omitempty" protobuf:"bytes,15,opt,name=training"`
	// ServingSpec defines the resource requirements that will be applied to a Predictor
	// that will be created if the model is set to be released
	// +kubebuilder:validation:Optional
	Serving ServingSpec `json:"serving,omitempty" protobuf:"bytes,16,opt,name=serving"`
	// Tested indicates if a workload will be instantiated to test the model. The Study resource controller
	// will automatically set this field if the Model was found to be the highest-performing
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Tested *bool `json:"tested,omitempty" protobuf:"varint,17,opt,name=tested"`
	// Aborted indicates if any workloads associated with the Model should stop execution
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Aborted *bool `json:"aborted,omitempty" protobuf:"varint,18,opt,name=aborted"`
	// Packaged indicates if the Model should be packaged into tarbell
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Packaged *bool `json:"packaged,omitempty" protobuf:"varint,19,opt,name=packaged"`
	// Published indicates that the Model should be baked into a Docker image
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Published *bool `json:"published,omitempty" protobuf:"varint,20,opt,name=published"`
	// Pushed indicates that the Model image should be pushed to a Docker image registry
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Pushed *bool `json:"pushed,omitempty" protobuf:"varint,21,opt,name=pushed"`
	// Reported indicates that a Report will be generated for the Model
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Reported *bool `json:"reported,omitempty" protobuf:"varint,22,opt,name=reported"`
	// Paused indicates that the execution of new workloads associated with the Model should be paused
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Paused *bool `json:"paused,omitempty" protobuf:"varint,23,opt,name=paused"`
	// Profiled indicates that the Model will be profiled
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Profiled *bool `json:"profiled,omitempty" protobuf:"varint,24,opt,name=profiled"`
	// Archived indicates that the Model should be archived in long-term storage
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Archived *bool `json:"archived,omitempty" protobuf:"varint,25,opt,name=archived"`
	// Forecasted indicates that the Model should perform a forecast
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Forecasted *bool `json:"forecasted,omitempty" protobuf:"varint,26,opt,name=forecasted"`
	// Released indicates that the Model will be deployed within Predictor
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Released *bool `json:"released,omitempty" protobuf:"varint,27,opt,name=released"`
	// Explained indicates if a workload to compute SHAP values/diagrams should be executed
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Explained *bool `json:"explained,omitempty" protobuf:"varint,29,opt,name=explained"`
	// Baseline indicates if the Model was produced by the baseline phase of a Study
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Baseline *bool `json:"baseline,omitempty" protobuf:"varint,30,opt,name=baseline"`
	// GenDriftDetector indicates if we should generate a drift detector model for this model
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	GenDriftDetector *bool `json:"genDriftDetector,omitempty" protobuf:"varint,31,opt,name=genDriftDetector"`
	// Fast indicates if the Model should skip profiling, explaining, and reporting
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Fast *bool `json:"fast,omitempty" protobuf:"varint,32,opt,name=fast"`
	// Indicates if the model is flagged
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Flagged *bool `json:"flagged,omitempty" protobuf:"varint,33,opt,name=flagged"`
	// The data location where artifacts (metadata, reports, and estimators) generated by the Model will be stored
	// +kubebuilder:validation:Optional
	Location *data.DataLocation `json:"location,omitempty" protobuf:"bytes,34,opt,name=location"`
	// Forecasting specifies the configuration to train a forecasting model
	// +kubebuilder:validation:Optional
	Forecasting *ForecastSpec `json:"forecast,omitempty" protobuf:"bytes,35,opt,name=forecast"`
	// Compilation specifies the configuration to compile a model to a binary (currently unimplemented)
	// +kubebuilder:validation:Optional
	Compilation *catalog.CompilerSpec `json:"compilation,omitempty" protobuf:"bytes,36,opt,name=compilation"`
	// The deadline for any Jobs associated with the Model to be completed in seconds
	// +kubebuilder:default:=600
	// +kubebuilder:validation:Optional
	ActiveDeadlineSeconds *int64 `json:"activeDeadlineSeconds,omitempty" protobuf:"varint,37,opt,name=activeDeadlineSeconds"`
	// ModelType is the type of model for this estimator
	// +kubebuilder:default:=classical
	// +kubebuilder:validation:Optional
	EstimatorType *catalog.ModelType `json:"estimatorType,omitempty" protobuf:"bytes,38,opt,name=estimatorType"`
	// The time-to-live of the Model, after which the Model will be archived
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	TTL *int32 `json:"ttl,omitempty" protobuf:"varint,39,opt,name=ttl"`
	// The model class, which is derived from the phase of the Study that the Model was created for
	// +kubebuilder:validation:Optional
	ModelClass catalog.ModelClassType `json:"modelClass,omitempty" protobuf:"bytes,40,opt,name=modelClass"`
	// The trial ID, which is incremented for each Model produced by the data plane
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	TrialID *int32 `json:"trialID,omitempty" protobuf:"varint,41,opt,name=trialID"`
	// Governance specifies the model governance requirements (currently unimplemented)
	// +kubebuilder:validation:Optional
	Governance *data.GovernanceSpec `json:"governance,omitempty" protobuf:"bytes,42,opt,name=governance"`
	// Interpretability specifies the configuration to generate model interpretability visualizations
	// +kubebuilder:validation:Optional
	Interpretability InterpretabilitySpec `json:"interpretability,omitempty" protobuf:"bytes,43,opt,name=interpretability"`
}

ModelSpec defines the desired state of the Model resource

func (*ModelSpec) DeepCopy 

func (in *ModelSpec) DeepCopy() *ModelSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelSpec.

func (*ModelSpec) DeepCopyInto 

func (in *ModelSpec) DeepCopyInto(out *ModelSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelSpec) Descriptor 

func (*ModelSpec) Descriptor() ([]byte, []int)

func (*ModelSpec) Marshal 

func (m *ModelSpec) Marshal() (dAtA []byte, err error)

func (*ModelSpec) MarshalTo 

func (m *ModelSpec) MarshalTo(dAtA []byte) (int, error)

func (*ModelSpec) MarshalToSizedBuffer 

func (m *ModelSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelSpec) ProtoMessage 

func (*ModelSpec) ProtoMessage()

func (*ModelSpec) Reset 

func (m *ModelSpec) Reset()

func (*ModelSpec) Size 

func (m *ModelSpec) Size() (n int)

func (*ModelSpec) String 

func (this *ModelSpec) String() string

func (*ModelSpec) Unmarshal 

func (m *ModelSpec) Unmarshal(dAtA []byte) error

func (*ModelSpec) XXX_DiscardUnknown 

func (m *ModelSpec) XXX_DiscardUnknown()

func (*ModelSpec) XXX_Marshal 

func (m *ModelSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelSpec) XXX_Merge 

func (m *ModelSpec) XXX_Merge(src proto.Message)

func (*ModelSpec) XXX_Size 

func (m *ModelSpec) XXX_Size() int

func (*ModelSpec) XXX_Unmarshal 

func (m *ModelSpec) XXX_Unmarshal(b []byte) error

type ModelStatus 

type ModelStatus struct {
	// StartTime represents the time at which the execution of the Model started
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,1,opt,name=startTime"`
	// TrainStartTime represents the time at which the Model started training
	// +kubebuilder:validation:Optional
	TrainingStartTime *metav1.Time `json:"trainingStartTime,omitempty" protobuf:"bytes,2,opt,name=trainingStartTime"`
	// TrainCompletionTime represents the time at which the Model completed training
	// +kubebuilder:validation:Optional
	TrainingEndTime *metav1.Time `json:"trainingEndTime,omitempty" protobuf:"bytes,3,opt,name=trainingEndTime"`
	// TestingStartTime represents the time at which the Model started testing
	// +kubebuilder:validation:Optional
	TestingStartTime *metav1.Time `json:"testingStartTime,omitempty" protobuf:"bytes,4,opt,name=testingStartTime"`
	// TestingEndTime represents the time at which the Model completed testing
	// +kubebuilder:validation:Optional
	TestingEndTime *metav1.Time `json:"testingEndTime,omitempty" protobuf:"bytes,5,opt,name=testingEndTime"`
	// EndTime represents the time at which the Model was marked as ready, failed, or aborted
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"endTime,omitempty" protobuf:"bytes,6,opt,name=endTime"`
	// The cross-validation score for the objective metric produced after training
	// +kubebuilder:validation:Optional
	CVScore float64 `json:"cvScore,omitempty" protobuf:"bytes,7,opt,name=cvScore"`
	// The score for the objective metric based on the training dataset
	// +kubebuilder:validation:Optional
	TrainingScore float64 `json:"trainingScore,omitempty" protobuf:"bytes,8,opt,name=trainingScore"`
	// The score for the objective metric based on the testing dataset
	// +kubebuilder:validation:Optional
	TestScore float64 `json:"testScore,omitempty" protobuf:"bytes,9,opt,name=testScore"`
	// Cost is the cost of training the model in the case of a deep-learning model
	// +kubebuilder:validation:Optional
	Cost float64 `json:"cost,omitempty" protobuf:"bytes,10,opt,name=cost"`
	// Best indicates if the Model was found to be the best model produced by a Study
	// +kubebuilder:validation:Optional
	Best bool `json:"best,omitempty" protobuf:"varint,11,opt,name=best"`
	// CV contains the collection of measurements produced by cross-validation
	// on the training dataset or validation on the validation dataset
	// +kubebuilder:validation:Optional
	CV []catalog.Measurement `json:"cv,omitempty" protobuf:"bytes,12,rep,name=cv"`
	// Train contains the collection of measurements produced by validation on the training dataset
	// +kubebuilder:validation:Optional
	Train []catalog.Measurement `json:"train,omitempty" protobuf:"bytes,13,rep,name=train"`
	// Train contains the collection of measurements produced by validation on the testing dataset
	// +kubebuilder:validation:Optional
	Test []catalog.Measurement `json:"test,omitempty" protobuf:"bytes,14,rep,name=test"`
	// The phase of the Model
	// +kubebuilder:default:="Pending"
	// +kubebuilder:validation:Optional
	Phase ModelPhase `json:"phase" protobuf:"bytes,15,opt,name=phase"`
	// The name of the Report resource produced by the Model
	// +kubebuilder:validation:Optional
	ReportName string `json:"reportName,omitempty" protobuf:"bytes,16,opt,name=reportName"`
	// The URI of the Report
	// +kubebuilder:validation:Optional
	ReportUri string `json:"reportUri,omitempty" protobuf:"bytes,17,opt,name=reportUri"`
	// The URI of the Model manifest
	// +kubebuilder:validation:Optional
	ManifestUri string `json:"manifestUri,omitempty" protobuf:"bytes,18,opt,name=manifestUri"`
	// The URI of the model weights binary file
	// +kubebuilder:validation:Optional
	WeightsUri string `json:"weightsUri,omitempty" protobuf:"bytes,19,opt,name=weightsUri"`
	// The URI of the label encoder binary file, if it exists
	// +kubebuilder:validation:Optional
	LabelEncoderUri string `json:"labelEncoderUri,omitempty" protobuf:"bytes,20,opt,name=labelEncoderUri"`
	// The URI of the logs file
	// +kubebuilder:validation:Optional
	LogsUri string `json:"logsUri,omitempty" protobuf:"bytes,21,opt,name=logsUri"`
	// The URI of the model profile, which contains visualizations produced during the profiling phase
	// +kubebuilder:validation:Optional
	ProfileUri string `json:"profileUri" protobuf:"bytes,22,opt,name=profileUri"`
	// The URI to the misclassification file produced during the testing phase
	// +kubebuilder:validation:Optional
	MisclassificationUri string `json:"misclassificationUri" protobuf:"bytes,23,opt,name=misclassificationUri"`
	// The URI to the model tarbell file
	// +kubebuilder:validation:Optional
	TarUri string `json:"tarUri" protobuf:"bytes,24,opt,name=tarUri"`
	// The URI to the model application file
	// +kubebuilder:validation:Optional
	AppUri string `json:"appUri" protobuf:"bytes,25,opt,name=appUri"`
	// The name of the Docker image produced by the Model
	// +kubebuilder:validation:Optional
	ImageName string `json:"imageName" protobuf:"bytes,26,opt,name=imageName"`
	// The collection of features and their importance, sorted by the greatest importance first
	// +kubebuilder:validation:Optional
	Importance []FeatureImportance `json:"importance,,omitempty" protobuf:"bytes,27,rep,name=importance"`
	// The URI of the model forecast
	// +kubebuilder:validation:Optional
	ForecastUri string `json:"forecastUri,omitempty" protobuf:"bytes,29,opt,name=forecastUri"`
	// The Python version of the data plane used during training
	// +kubebuilder:validation:Optional
	PythonVersion string `json:"pythonVersion,omitempty" protobuf:"bytes,30,opt,name=pythonVersion"`
	// The Python packages used during training (which is the result of running pip freeze)
	// +kubebuilder:validation:Optional
	PythonPackages map[string]string `json:"pythonPackages,omitempty" protobuf:"bytes,31,opt,name=pythonPackages"`
	// TrainDatasetLocation specifies the location of the training dataset
	// +kubebuilder:validation:Optional
	TrainDatasetLocation data.DataLocation `json:"trainDataset,omitempty" protobuf:"bytes,32,opt,name=trainDataset"`
	// TestDatasetLocation specifies the location of the testing dataset
	// +kubebuilder:validation:Optional
	TestDatasetLocation data.DataLocation `json:"testDataset,omitempty" protobuf:"bytes,33,opt,name=testDataset"`
	// ValidationDataset specifies the location of the validation dataset
	// +kubebuilder:validation:Optional
	ValidationDataset data.DataLocation `json:"validationDataset,omitempty" protobuf:"bytes,34,opt,name=validationDataset"`
	// ObservedGeneration is the last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,35,opt,name=observedGeneration"`
	// The number of rows in the training dataset
	// +kubebuilder:validation:Optional
	TrainingRows int32 `json:"trainingRows" protobuf:"varint,36,opt,name=trainingRows"`
	// The number of rows in the testing dataset
	// +kubebuilder:validation:Optional
	TestingRows int32 `json:"testingRows" protobuf:"varint,37,opt,name=testingRows"`
	// The number of rows in the validation dataset, if applicable
	// +kubebuilder:validation:Optional
	ValidationRows int32 `json:"validationRows" protobuf:"varint,38,opt,name=validationRows"`
	// In the case of failure, the Model resource controller will set this field with a failure reason
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,39,opt,name=failureReason"`
	// In the case of failure, the Model resource controller will set this field with a failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,40,opt,name=failureMessage"`
	// The progress percentage of the Model, which is derived from the Model's current phase
	// +kubebuilder:validation:Optional
	Progress int32 `json:"progress,omitempty" protobuf:"varint,41,opt,name=progress"`
	// The size of the model binary in bytes
	// +kubebuilder:validation:Optional
	SizeInBytes int32 `json:"sizeInBytes,omitempty" protobuf:"varint,42,opt,name=sizeInBytes"`
	// The measured prediction latency
	// +kubebuilder:validation:Optional
	Latency float64 `json:"latency,omitempty" protobuf:"bytes,43,opt,name=latency"`
	// The URL to the released model
	// +kubebuilder:validation:Optional
	URL string `json:"url,omitempty" protobuf:"bytes,44,opt,name=url"`
	// The name of the Predictor in the case that the Model has been released and deployed
	// +kubebuilder:validation:Optional
	PredictorName string `json:"predictorName,omitempty" protobuf:"bytes,45,opt,name=predictorName"`
	// The time at which the Model was set to release
	// +kubebuilder:validation:Optional
	ReleasedAt *metav1.Time `json:"releasedAt,omitempty" protobuf:"bytes,46,opt,name=releasedAt"`
	// Sha256 of the model tar file
	// +kubebuilder:validation:Optional
	TarFileHash string `json:"tarFileHash,omitempty" protobuf:"bytes,47,opt,name=tarFileHash"`
	// Sha256 of the model image
	// +kubebuilder:validation:Optional
	ImageHash string `json:"imageHash,omitempty" protobuf:"bytes,48,opt,name=imageHash"`
	// TrainingDataHash specifies the hashes for datasets used by the Model
	// +kubebuilder:validation:Optional
	TrainingDataHash DataHashes `json:"trainingDataHash,omitempty" protobuf:"bytes,49,opt,name=trainingDataHash"`
	// TrainingResources details the resources that were consumed by the training workload
	// +kubebuilder:validation:Optional
	TrainingResources ResourceConsumption `json:"trainingResources,omitempty" protobuf:"bytes,50,opt,name=trainingResources"`
	// TestingResources details the resources that were consumed by the testing workload
	// +kubebuilder:validation:Optional
	TestingResources ResourceConsumption `json:"testingResources,omitempty" protobuf:"bytes,51,opt,name=testingResources"`
	// The Account which trained the model, derived from the parent Study
	// +kubebuilder:validation:Optional
	TrainedBy string `json:"trainedBy,omitempty" protobuf:"bytes,52,opt,name=trainedBy"`
	// The team of the Account which trained the model, derived from the parent Study
	// +kubebuilder:validation:Optional
	Team string `json:"team,omitempty" protobuf:"bytes,53,opt,name=team"`
	// The endpoint of the Model, which is set after it is deployed to a Predictor
	// +kubebuilder:validation:Optional
	EndPoint string `json:"endpoint,omitempty" protobuf:"bytes,57,opt,name=endpoint"`
	// Logs specifies the location of logs produced by workloads associated with the Model
	//+kubebuilder:validation:Optional
	Logs catalog.Logs `json:"logs,omitempty" protobuf:"bytes,58,opt,name=logs"`
	// The Roc/Auc curve of the trained model
	// +kubebuilder:validation:Optional
	RocCurve catalog.RocAucCurve `json:"rocCurve,omitempty" protobuf:"varint,59,opt,name=rocCurve"`
	// The Precision/Recall curve of the trained model
	// +kubebuilder:validation:Optional
	PRCurve catalog.PRCurve `json:"prCurve,omitempty" protobuf:"varint,60,opt,name=prCurve"`
	// The confusion matrix of the trained model
	// +kubebuilder:validation:Optional
	ConfusionMatrix catalog.ConfusionMatrix `json:"confusionMatrix,omitempty" protobuf:"varint,61,opt,name=confusionMatrix"`
	// The collection of correlations of the features of the training dataset and the target feature
	// +kubebuilder:validation:Optional
	CorrelationsWithTarget []data.Correlation `json:"correlationsWithTarget,omitempty" protobuf:"bytes,62,rep,name=correlationsWithTarget"`
	// The top correlations between features of the training dataset
	// +kubebuilder:validation:Optional
	TopCorrelations []data.Correlation `json:"topCorrelations,omitempty" protobuf:"bytes,63,rep,name=topCorrelations"`
	// The last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,64,opt,name=lastUpdated"`
	// Governance specifies the current governance status for the Model
	// +kubebuilder:validation:Optional
	Governance data.GovernanceStatus `json:"governance,omitempty" protobuf:"bytes,65,opt,name=governanceStatus"`
	// Interpretability contains results produced during the explaining phase of the Model
	// +kubebuilder:validation:Optional
	Interpretability InterpretabilityStatus `json:"interpretability,omitempty" protobuf:"bytes,66,opt,name=interpretability"`
	// Images specifies the container images used to train the model
	// +kubebuilder:validation:Optional
	Images catalog.Images `json:"images,omitempty" protobuf:"bytes,67,opt,name=images"`
	// +kubebuilder:validation:Optional
	// +patchMergeKey=type
	// +patchStrategy=merge
	Conditions []ModelCondition `json:"conditions,omitempty" patchStrategy:"merge" patchMergeKey:"type" protobuf:"bytes,68,rep,name=conditions"`
}

ModelStatus defines the observed state of a Model

func (*ModelStatus) DeepCopy 

func (in *ModelStatus) DeepCopy() *ModelStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelStatus.

func (*ModelStatus) DeepCopyInto 

func (in *ModelStatus) DeepCopyInto(out *ModelStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelStatus) Descriptor 

func (*ModelStatus) Descriptor() ([]byte, []int)

func (*ModelStatus) Marshal 

func (m *ModelStatus) Marshal() (dAtA []byte, err error)

func (*ModelStatus) MarshalTo 

func (m *ModelStatus) MarshalTo(dAtA []byte) (int, error)

func (*ModelStatus) MarshalToSizedBuffer 

func (m *ModelStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelStatus) ProtoMessage 

func (*ModelStatus) ProtoMessage()

func (*ModelStatus) Reset 

func (m *ModelStatus) Reset()

func (*ModelStatus) Size 

func (m *ModelStatus) Size() (n int)

func (*ModelStatus) String 

func (this *ModelStatus) String() string

func (*ModelStatus) Unmarshal 

func (m *ModelStatus) Unmarshal(dAtA []byte) error

func (*ModelStatus) XXX_DiscardUnknown 

func (m *ModelStatus) XXX_DiscardUnknown()

func (*ModelStatus) XXX_Marshal 

func (m *ModelStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelStatus) XXX_Merge 

func (m *ModelStatus) XXX_Merge(src proto.Message)

func (*ModelStatus) XXX_Size 

func (m *ModelStatus) XXX_Size() int

func (*ModelStatus) XXX_Unmarshal 

func (m *ModelStatus) XXX_Unmarshal(b []byte) error

type ModelValidation 

type ModelValidation struct {
	// The type of model validation
	// +kubebuilder:validation:Optional
	Type ModelValidationName `json:"type" protobuf:"bytes,1,opt,name=type,casttype=ModelValidationName"`
	// PrevModel specifies a previous model to compare against
	// +kubebuilder:validation:Optional
	PrevModel *string `json:"prevModel,omitempty" protobuf:"bytes,2,opt,name=prevModel"`
	// The name of a labeled dataset used to test the model, when measuring a performance metric
	// +kubebuilder:validation:Optional
	DatasetName *string `json:"datasetName,omitempty" protobuf:"bytes,3,opt,name=datasetName"`
	// +kubebuilder:validation:Optional
	DriftFreq catalog.Freq `json:"driftFreq,omitempty" protobuf:"bytes,4,opt,name=driftFreq"`
	// +kubebuilder:validation:Optional
	DriftInterval *int32 `json:"driftInterval,omitempty" protobuf:"varint,5,opt,name=driftInterval"`
	// +kubebuilder:validation:Optional
	Column *string `json:"column,omitempty" protobuf:"bytes,6,opt,name=column"`
	// +kubebuilder:validation:Optional
	Metric *catalog.Metric `json:"metric,omitempty" protobuf:"bytes,7,opt,name=metric"`
	// +kubebuilder:validation:Optional
	Min *float64 `json:"min,omitempty" protobuf:"bytes,8,opt,name=min"`
	// +kubebuilder:validation:Optional
	Max *float64 `json:"max,omitempty" protobuf:"bytes,9,opt,name=max"`
	// +kubebuilder:validation:Optional
	MinPercent *float64 `json:"minPercent,omitempty" protobuf:"bytes,10,opt,name=minPercent"`
	// +kubebuilder:validation:Optional
	MaxPercent *float64 `json:"maxPercent,omitempty" protobuf:"bytes,11,opt,name=maxPercent"`
	// Agg specifies the type of aggregate when measuring aggregate performance (e.g. median, average)
	Agg *catalog.Aggregate `json:"agg,omitempty" protobuf:"bytes,12,opt,name=agg"`
}

ModelValidation defines a single validation to be run against a model

func (*ModelValidation) DeepCopy 

func (in *ModelValidation) DeepCopy() *ModelValidation

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelValidation.

func (*ModelValidation) DeepCopyInto 

func (in *ModelValidation) DeepCopyInto(out *ModelValidation)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelValidation) Descriptor 

func (*ModelValidation) Descriptor() ([]byte, []int)

func (*ModelValidation) Marshal 

func (m *ModelValidation) Marshal() (dAtA []byte, err error)

func (*ModelValidation) MarshalTo 

func (m *ModelValidation) MarshalTo(dAtA []byte) (int, error)

func (*ModelValidation) MarshalToSizedBuffer 

func (m *ModelValidation) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelValidation) ProtoMessage 

func (*ModelValidation) ProtoMessage()

func (*ModelValidation) Reset 

func (m *ModelValidation) Reset()

func (*ModelValidation) Size 

func (m *ModelValidation) Size() (n int)

func (*ModelValidation) String 

func (this *ModelValidation) String() string

func (*ModelValidation) Unmarshal 

func (m *ModelValidation) Unmarshal(dAtA []byte) error

func (*ModelValidation) XXX_DiscardUnknown 

func (m *ModelValidation) XXX_DiscardUnknown()

func (*ModelValidation) XXX_Marshal 

func (m *ModelValidation) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelValidation) XXX_Merge 

func (m *ModelValidation) XXX_Merge(src proto.Message)

func (*ModelValidation) XXX_Size 

func (m *ModelValidation) XXX_Size() int

func (*ModelValidation) XXX_Unmarshal 

func (m *ModelValidation) XXX_Unmarshal(b []byte) error

type ModelValidationName 

type ModelValidationName string

ModelValidationName defines a model monitoring validation rule 

const (
	// ModelTest measure the performance of the model against test data
	ModelTest ModelValidationName = "model-test"
	// PredictionCountDrift compares the prediction count in time T to time T-1
	PredictionCountDrift ModelValidationName = "prediction-count-drift"
	// PredictionLatencyDrift compares the prediction latency in time T to time T-1
	PredictionLatencyDrift ModelValidationName = "prediction-latency-drift"
	// PredictionLatencySkew compares latency in training to latency in serving
	PredictionLatencySkew ModelValidationName = "prediction-latency-skew"
	// ModelPrefSkew compares model performance in training to latency in serving
	ModelPrefSkew ModelValidationName = "model-pref-skew"
	// ModelPrefDrift Compare model performance in training in time T to performance in training in time T-1
	ModelPrefDrift ModelValidationName = "model-pref-drift"
	// CategoricalColumnSkew compares column distribution in training to latency in serving
	CategoricalColumnSkew ModelValidationName = "cat-column-skew"
	// CategoricalColumnDrift compares column distribution in serving in time T to latency in serving in time T-1
	CategoricalColumnDrift ModelValidationName = "cat-column-drift"
	// NumericalColumnSkew compares column distribution in training to latency in serving
	NumericalColumnSkew ModelValidationName = "numerical-column-skew"
	// NumericalColumnDrift compares column distribution in training to latency in training time T-1
	NumericalColumnDrift ModelValidationName = "numerical-column-drift"
	// MissingValueDrift compares missing values in training to latency in training time T-1
	MissingValueDrift ModelValidationName = "missing-values-drift"
	// MissingValueSkew compares missing value in training to latency in serving
	MissingValueSkew ModelValidationName = "missing-values-skew"
	// ColumnStatSkew compares column stat in training to column stat in serving
	ColumnStatSkew ModelValidationName = "column-stat-skew"
	// ColumnStatDrift compares column stat in serving in time T to column stat in serving in time T-1
	ColumnStatDrift ModelValidationName = "column-stat-drift"
)

type ModelValidationResult 

type ModelValidationResult struct {
	Type string `json:"type" protobuf:"bytes,1,opt,name=type"`
	// DatasetName is the name of the dataset used to perform the validation
	DatasetName string `json:"datasetName" protobuf:"bytes,2,opt,name=datasetName"`
	// ModelName is the name of the model under test
	ModelName string `json:"modelName" protobuf:"bytes,3,opt,name=modelName"`
	// Column is the name of the feature.
	Column string `json:"column" protobuf:"bytes,4,opt,name=column"`
	// Error is a string.
	Error string `json:"error" protobuf:"bytes,5,opt,name=error"`
	// Metric is the measurement
	Metric *catalog.Metric `json:"metric" protobuf:"bytes,6,opt,name=metric"`
	// Actual value is the actual value
	ActualValue *float64 `json:"actualValue" protobuf:"bytes,7,opt,name=actualValue"`
	// Passed indicate if the result passed.
	Passed bool `json:"passed" protobuf:"bytes,8,opt,name=passed"`
	// At is the time the validation was performed.
	At *metav1.Time `json:"at" protobuf:"bytes,9,opt,name=at"`
	// The amount of time it took to compute this result
	DurationInSec int32 `json:"durationInSec" protobuf:"varint,10,opt,name=durationInSec"`
}

func (*ModelValidationResult) DeepCopy 

func (in *ModelValidationResult) DeepCopy() *ModelValidationResult

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ModelValidationResult.

func (*ModelValidationResult) DeepCopyInto 

func (in *ModelValidationResult) DeepCopyInto(out *ModelValidationResult)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ModelValidationResult) Descriptor 

func (*ModelValidationResult) Descriptor() ([]byte, []int)

func (*ModelValidationResult) Marshal 

func (m *ModelValidationResult) Marshal() (dAtA []byte, err error)

func (*ModelValidationResult) MarshalTo 

func (m *ModelValidationResult) MarshalTo(dAtA []byte) (int, error)

func (*ModelValidationResult) MarshalToSizedBuffer 

func (m *ModelValidationResult) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ModelValidationResult) ProtoMessage 

func (*ModelValidationResult) ProtoMessage()

func (*ModelValidationResult) Reset 

func (m *ModelValidationResult) Reset()

func (*ModelValidationResult) Size 

func (m *ModelValidationResult) Size() (n int)

func (*ModelValidationResult) String 

func (this *ModelValidationResult) String() string

func (*ModelValidationResult) Unmarshal 

func (m *ModelValidationResult) Unmarshal(dAtA []byte) error

func (*ModelValidationResult) XXX_DiscardUnknown 

func (m *ModelValidationResult) XXX_DiscardUnknown()

func (*ModelValidationResult) XXX_Marshal 

func (m *ModelValidationResult) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ModelValidationResult) XXX_Merge 

func (m *ModelValidationResult) XXX_Merge(src proto.Message)

func (*ModelValidationResult) XXX_Size 

func (m *ModelValidationResult) XXX_Size() int

func (*ModelValidationResult) XXX_Unmarshal 

func (m *ModelValidationResult) XXX_Unmarshal(b []byte) error

type NLPEstimatorSpec 

type NLPEstimatorSpec struct {
	// The name of the base model
	// +kubebuilder:validation:Optional
	Base *string `json:"base,omitempty" protobuf:"bytes,1,opt,name=base"`
}

NLPEstimatorSpec specifies the configuration for an NLP model

func (*NLPEstimatorSpec) DeepCopy 

func (in *NLPEstimatorSpec) DeepCopy() *NLPEstimatorSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NLPEstimatorSpec.

func (*NLPEstimatorSpec) DeepCopyInto 

func (in *NLPEstimatorSpec) DeepCopyInto(out *NLPEstimatorSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NLPEstimatorSpec) Descriptor 

func (*NLPEstimatorSpec) Descriptor() ([]byte, []int)

func (*NLPEstimatorSpec) Marshal 

func (m *NLPEstimatorSpec) Marshal() (dAtA []byte, err error)

func (*NLPEstimatorSpec) MarshalTo 

func (m *NLPEstimatorSpec) MarshalTo(dAtA []byte) (int, error)

func (*NLPEstimatorSpec) MarshalToSizedBuffer 

func (m *NLPEstimatorSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NLPEstimatorSpec) ProtoMessage 

func (*NLPEstimatorSpec) ProtoMessage()

func (*NLPEstimatorSpec) Reset 

func (m *NLPEstimatorSpec) Reset()

func (*NLPEstimatorSpec) Size 

func (m *NLPEstimatorSpec) Size() (n int)

func (*NLPEstimatorSpec) String 

func (this *NLPEstimatorSpec) String() string

func (*NLPEstimatorSpec) Unmarshal 

func (m *NLPEstimatorSpec) Unmarshal(dAtA []byte) error

func (*NLPEstimatorSpec) XXX_DiscardUnknown 

func (m *NLPEstimatorSpec) XXX_DiscardUnknown()

func (*NLPEstimatorSpec) XXX_Marshal 

func (m *NLPEstimatorSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NLPEstimatorSpec) XXX_Merge 

func (m *NLPEstimatorSpec) XXX_Merge(src proto.Message)

func (*NLPEstimatorSpec) XXX_Size 

func (m *NLPEstimatorSpec) XXX_Size() int

func (*NLPEstimatorSpec) XXX_Unmarshal 

func (m *NLPEstimatorSpec) XXX_Unmarshal(b []byte) error

type NNLayerName 

type NNLayerName string
const (
	LayerNameDense         NNLayerName = "dense"
	LayerNameActivation    NNLayerName = "activation"
	LayerNameDropout       NNLayerName = "dropout"
	LayerNameFlatten       NNLayerName = "flatten"
	LayerNameInput         NNLayerName = "input"
	LayerNameReshape       NNLayerName = "reshape"
	LayerNamePermute       NNLayerName = "permute"
	RepeatVector           NNLayerName = "repeat-vector"
	Lambda                 NNLayerName = "lambda"
	ActivityRegularization NNLayerName = "activity-regularization"
	Masking                NNLayerName = "masking"
	SpatialDropout1D       NNLayerName = "spatial-dropout-1d"
	SpatialDropout2D       NNLayerName = "spatial-dropout-2d"
	SpatialDropout3D       NNLayerName = "spatial-dropout-3d"

	// conv layers
	LayerNameConv1D          NNLayerName = "conv-1d"
	LayerNameConv1DTranspose NNLayerName = "conv-1d-transpose"
	LayerNameConv2D          NNLayerName = "conv-2d"
	LayerNameConv2DTranspose NNLayerName = "conv-2d-transpose"
	LayerNameConv3D          NNLayerName = "conv-3d"
	LayerNameConv3DTranspose NNLayerName = "conv-3d-transpose"
	LayerNameUnfold          NNLayerName = "unfold"
	LayerNamefold            NNLayerName = "fold"

	LayerNameSeparableConv1D NNLayerName = "separable-conv-1d"
	LayerNameSeparableConv2D NNLayerName = "separable-conv-2d"

	LayerNameCropping1D NNLayerName = "cropping-1d"
	LayerNameCropping2D NNLayerName = "cropping-2d"
	LayerNameCropping3D NNLayerName = "cropping-3d"

	LayerNameUpSampling1D NNLayerName = "upsampling-1d"
	LayerNameUpSampling2D NNLayerName = "upsampling-2d"
	LayerNameUpSampling3D NNLayerName = "upsampling-3d"

	LayerNameZeroPadding1D NNLayerName = "zero-padding-1D"
	LayerNameZeroPadding2D NNLayerName = "zero-padding-2D"
	LayerNameZeroPadding3D NNLayerName = "zero-padding-3D"

	// VirtualClustering
	LayerNameMaxVirtualClustering1D   NNLayerName = "max-pooling-1D"
	LayerNameMaxVirtualClustering2D   NNLayerName = "max-pooling-2D"
	LayerNameMaxVirtualClustering3D   NNLayerName = "max-pooling-3D"
	LayerNameMaxUnVirtualClustering1D NNLayerName = "max-unpool-1D"
	LayerNameMaxUnVirtualClustering2D NNLayerName = "max-unpool-2D"
	LayerNameMaxUnVirtualClustering3D NNLayerName = "max-unpool-3D"

	LayerNameAverageVirtualClustering1D       NNLayerName = "average-pooling-1D"
	LayerNameAverageVirtualClustering2D       NNLayerName = "average-pooling-2D"
	LayerNameAverageVirtualClustering3D       NNLayerName = "average-pooling-3D"
	LayerNameGlobalMaxVirtualClustering1D     NNLayerName = "global-max-pooling-2D"
	LayerNameGlobalMaxVirtualClustering2D     NNLayerName = "global-max-pooling-2D"
	LayerNameGlobalMaxVirtualClustering3D     NNLayerName = "global-max-pooling-3D"
	LayerNameGlobalAverageVirtualClustering1D NNLayerName = "global-average-pooling-1D"
	LayerNameGlobalAverageVirtualClustering2D NNLayerName = "global-average-pooling-2D"
	LayerNameGlobalAverageVirtualClustering3D NNLayerName = "global-average-pooling-3D"

	LayerNameLocallyConnected1D NNLayerName = "locally-connected-1d"
	LayerNameLocallyConnected2D NNLayerName = "locally-connected-2d"

	LayerNameSimpleRNN     NNLayerName = "simple-rnn"
	LayerNameGRU           NNLayerName = "gru"
	LayerNameLSTM          NNLayerName = "lstm"
	LayerNameConvLSTM2D    NNLayerName = "lstm-2d"
	LayerNameSimpleRNNCell NNLayerName = "simple-rnn-cell"
	LayerNameGRUCell       NNLayerName = "gru-cell"
	LayerNameLSTMCell      NNLayerName = "lstm-cell"
	LayerNameCuDNNGRU      NNLayerName = "cudnngru"
	LayerNameCuDNNLSTM     NNLayerName = "cu-dnn-lstm"

	// -------- Embedding --------
	LayerNameEmbedding NNLayerName = "embedding"

	// -------- Advanced Activations --------
	LayerNameLeakyReLU          NNLayerName = "leaky-relru"
	LayerNamePReLU              NNLayerName = "prelu"
	LayerNameELU                NNLayerName = "elu"
	LayerNameThresholdedReLU    NNLayerName = "threshold-relu"
	LayerNameSoftmax            NNLayerName = "softmax"
	LayerNameReLU               NNLayerName = "relu"
	LayerNameBatchNormalization NNLayerName = "batch-normalization"
	LayerNameGaussianNoise      NNLayerName = "gaussian-noise"
	LayerNameGaussianDropout    NNLayerName = "gaussian-dropout"
	LayerNameAlphaDropout       NNLayerName = "alpha-dropout"
)

type NNLayerParameter 

type NNLayerParameter struct {
	Name  string `json:"name" protobuf:"bytes,1,opt,name=name"`
	Value string `json:"value" protobuf:"bytes,2,opt,name=value"`
}

func (*NNLayerParameter) DeepCopy 

func (in *NNLayerParameter) DeepCopy() *NNLayerParameter

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NNLayerParameter.

func (*NNLayerParameter) DeepCopyInto 

func (in *NNLayerParameter) DeepCopyInto(out *NNLayerParameter)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NNLayerParameter) Descriptor 

func (*NNLayerParameter) Descriptor() ([]byte, []int)

func (*NNLayerParameter) Marshal 

func (m *NNLayerParameter) Marshal() (dAtA []byte, err error)

func (*NNLayerParameter) MarshalTo 

func (m *NNLayerParameter) MarshalTo(dAtA []byte) (int, error)

func (*NNLayerParameter) MarshalToSizedBuffer 

func (m *NNLayerParameter) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NNLayerParameter) ProtoMessage 

func (*NNLayerParameter) ProtoMessage()

func (*NNLayerParameter) Reset 

func (m *NNLayerParameter) Reset()

func (*NNLayerParameter) Size 

func (m *NNLayerParameter) Size() (n int)

func (*NNLayerParameter) String 

func (this *NNLayerParameter) String() string

func (*NNLayerParameter) Unmarshal 

func (m *NNLayerParameter) Unmarshal(dAtA []byte) error

func (*NNLayerParameter) XXX_DiscardUnknown 

func (m *NNLayerParameter) XXX_DiscardUnknown()

func (*NNLayerParameter) XXX_Marshal 

func (m *NNLayerParameter) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NNLayerParameter) XXX_Merge 

func (m *NNLayerParameter) XXX_Merge(src proto.Message)

func (*NNLayerParameter) XXX_Size 

func (m *NNLayerParameter) XXX_Size() int

func (*NNLayerParameter) XXX_Unmarshal 

func (m *NNLayerParameter) XXX_Unmarshal(b []byte) error

type Notebook 

type Notebook struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Spec              NotebookSpec   `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	Status            NotebookStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

+kubebuilder:object:root=true +kubebuilder:printcolumn:name="Ready",type="string",JSONPath=".status.conditions[?(@.type==\"Ready\")].status",description="" +kubebuilder:printcolumn:name="Age",type="date",JSONPath=".metadata.creationTimestamp" +kubebuilder:subresource:status +kubebuilder:resource:path=notebooks,singular=notebook,shortName=nb,categories={training,modela,all} Notebook represent a notebook object which specify a single notebook execution

func ParseNotebookYaml 

func ParseNotebookYaml(content []byte) (*Notebook, error)

func (*Notebook) AddFinalizer 

func (notebook *Notebook) AddFinalizer()

func (*Notebook) ArchiveKey 

func (notebook *Notebook) ArchiveKey() string

func (*Notebook) Archived 

func (notebook *Notebook) Archived() bool

func (*Notebook) CreateOrUpdateCond 

func (notebook *Notebook) CreateOrUpdateCond(cond NotebookCondition)

Merge or update condition

func (*Notebook) DeepCopy 

func (in *Notebook) DeepCopy() *Notebook

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new Notebook.

func (*Notebook) DeepCopyInto 

func (in *Notebook) DeepCopyInto(out *Notebook)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*Notebook) DeepCopyObject 

func (in *Notebook) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*Notebook) Default 

func (notebook *Notebook) Default()

func (*Notebook) DepotKey 

func (notebook *Notebook) DepotKey() string

func (*Notebook) Descriptor 

func (*Notebook) Descriptor() ([]byte, []int)

func (*Notebook) GenImageName 

func (notebook *Notebook) GenImageName() string

func (*Notebook) GetCond 

func (notebook *Notebook) GetCond(t NotebookConditionType) NotebookCondition

func (*Notebook) GetCondIdx 

func (notebook *Notebook) GetCondIdx(t NotebookConditionType) int

func (*Notebook) HasFinalizer 

func (notebook *Notebook) HasFinalizer() bool

func (*Notebook) IsReady 

func (notebook *Notebook) IsReady() bool

func (*Notebook) Key 

func (notebook *Notebook) Key() string

func (*Notebook) LiveKey 

func (notebook *Notebook) LiveKey() string

func (*Notebook) MakeDockerFile 

func (notebook *Notebook) MakeDockerFile() (string, error)

func (*Notebook) ManifestUri 

func (notebook *Notebook) ManifestUri() string

func (*Notebook) MarkArchived 

func (notebook *Notebook) MarkArchived()

func (*Notebook) MarkReady 

func (notebook *Notebook) MarkReady()

func (*Notebook) Marshal 

func (m *Notebook) Marshal() (dAtA []byte, err error)

func (*Notebook) MarshalTo 

func (m *Notebook) MarshalTo(dAtA []byte) (int, error)

func (*Notebook) MarshalToSizedBuffer 

func (m *Notebook) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*Notebook) NotebbokFileUri 

func (notebook *Notebook) NotebbokFileUri() string

dataproducts/*/notebooks/*/notebook-<name>.jp

func (*Notebook) ProtoMessage 

func (*Notebook) ProtoMessage()

func (*Notebook) RemoveFinalizer 

func (notebook *Notebook) RemoveFinalizer()

func (*Notebook) Reset 

func (m *Notebook) Reset()

func (*Notebook) RootUri 

func (model *Notebook) RootUri() string

func (*Notebook) SetupWebhookWithManager 

func (notebook *Notebook) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*Notebook) Size 

func (m *Notebook) Size() (n int)

func (*Notebook) String 

func (this *Notebook) String() string

func (*Notebook) ToYamlFile 

func (notebook *Notebook) ToYamlFile() ([]byte, error)

func (*Notebook) Unmarshal 

func (m *Notebook) Unmarshal(dAtA []byte) error

func (*Notebook) UpdateRunStatus added in v0.4.612 

func (in *Notebook) UpdateRunStatus(run NotebookRun)

func (*Notebook) ValidateCreate 

func (notebook *Notebook) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*Notebook) ValidateDelete 

func (notebook *Notebook) ValidateDelete() error

func (*Notebook) ValidateUpdate 

func (notebook *Notebook) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*Notebook) XXX_DiscardUnknown 

func (m *Notebook) XXX_DiscardUnknown()

func (*Notebook) XXX_Marshal 

func (m *Notebook) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*Notebook) XXX_Merge 

func (m *Notebook) XXX_Merge(src proto.Message)

func (*Notebook) XXX_Size 

func (m *Notebook) XXX_Size() int

func (*Notebook) XXX_Unmarshal 

func (m *Notebook) XXX_Unmarshal(b []byte) error

type NotebookCondition 

type NotebookCondition struct {
	// Type of account condition.
	Type NotebookConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=NotebookConditionType"`
	// Status of the condition, one of True, False, Unknown.
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another.
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,4,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition.
	Reason string `json:"reason,omitempty" protobuf:"bytes,5,opt,name=reason"`
	// A human readable message indicating details about the transition.
	Message string `json:"message,omitempty" protobuf:"bytes,6,opt,name=message"`
}

NotebookCondition describes the state of a notebook at a certain point.

func (*NotebookCondition) DeepCopy 

func (in *NotebookCondition) DeepCopy() *NotebookCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookCondition.

func (*NotebookCondition) DeepCopyInto 

func (in *NotebookCondition) DeepCopyInto(out *NotebookCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookCondition) Descriptor 

func (*NotebookCondition) Descriptor() ([]byte, []int)

func (*NotebookCondition) Marshal 

func (m *NotebookCondition) Marshal() (dAtA []byte, err error)

func (*NotebookCondition) MarshalTo 

func (m *NotebookCondition) MarshalTo(dAtA []byte) (int, error)

func (*NotebookCondition) MarshalToSizedBuffer 

func (m *NotebookCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookCondition) ProtoMessage 

func (*NotebookCondition) ProtoMessage()

func (*NotebookCondition) Reset 

func (m *NotebookCondition) Reset()

func (*NotebookCondition) Size 

func (m *NotebookCondition) Size() (n int)

func (*NotebookCondition) String 

func (this *NotebookCondition) String() string

func (*NotebookCondition) Unmarshal 

func (m *NotebookCondition) Unmarshal(dAtA []byte) error

func (*NotebookCondition) XXX_DiscardUnknown 

func (m *NotebookCondition) XXX_DiscardUnknown()

func (*NotebookCondition) XXX_Marshal 

func (m *NotebookCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookCondition) XXX_Merge 

func (m *NotebookCondition) XXX_Merge(src proto.Message)

func (*NotebookCondition) XXX_Size 

func (m *NotebookCondition) XXX_Size() int

func (*NotebookCondition) XXX_Unmarshal 

func (m *NotebookCondition) XXX_Unmarshal(b []byte) error

type NotebookConditionType 

type NotebookConditionType string

Notebook condition 

const (
	NotebookPublished NotebookConditionType = "Published"
	NotebookIngested  NotebookConditionType = "Ingested"
	NotebookReady     NotebookConditionType = "Ready"
	NotebookSaved     NotebookConditionType = "Saved"
)

/ Notebook Condition

type NotebookList 

type NotebookList struct {
	metav1.TypeMeta `json:",inline" `
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`

	Items []Notebook `json:"items" protobuf:"bytes,2,rep,name=items"`
}

+kubebuilder:object:root=true NotebookList represent list of notebooks

func (*NotebookList) DeepCopy 

func (in *NotebookList) DeepCopy() *NotebookList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookList.

func (*NotebookList) DeepCopyInto 

func (in *NotebookList) DeepCopyInto(out *NotebookList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookList) DeepCopyObject 

func (in *NotebookList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*NotebookList) Descriptor 

func (*NotebookList) Descriptor() ([]byte, []int)

func (*NotebookList) Marshal 

func (m *NotebookList) Marshal() (dAtA []byte, err error)

func (*NotebookList) MarshalTo 

func (m *NotebookList) MarshalTo(dAtA []byte) (int, error)

func (*NotebookList) MarshalToSizedBuffer 

func (m *NotebookList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookList) ProtoMessage 

func (*NotebookList) ProtoMessage()

func (*NotebookList) Reset 

func (m *NotebookList) Reset()

func (*NotebookList) Size 

func (m *NotebookList) Size() (n int)

func (*NotebookList) String 

func (this *NotebookList) String() string

func (*NotebookList) Unmarshal 

func (m *NotebookList) Unmarshal(dAtA []byte) error

func (*NotebookList) XXX_DiscardUnknown 

func (m *NotebookList) XXX_DiscardUnknown()

func (*NotebookList) XXX_Marshal 

func (m *NotebookList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookList) XXX_Merge 

func (m *NotebookList) XXX_Merge(src proto.Message)

func (*NotebookList) XXX_Size 

func (m *NotebookList) XXX_Size() int

func (*NotebookList) XXX_Unmarshal 

func (m *NotebookList) XXX_Unmarshal(b []byte) error

type NotebookRun 

type NotebookRun struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`

	Spec   NotebookRunSpec   `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	Status NotebookRunStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

+kubebuilder:object:root=true +kubebuilder:subresource:status +kubebuilder:printcolumn:name="Status",type="string",JSONPath=".status.phase" +kubebuilder:printcolumn:name="Owner",type="string",JSONPath=".spec.owner",priority=1 +kubebuilder:printcolumn:name="Notebook",type="string",JSONPath=".spec.notebookName" +kubebuilder:printcolumn:name="StartTime",type="date",JSONPath=".status.startTime",priority=1 +kubebuilder:printcolumn:name="CompletionTime",type="date",JSONPath=".status.completionTime",priority=1 +kubebuilder:printcolumn:name="Age",type="date",JSONPath=".metadata.creationTimestamp" +kubebuilder:resource:path=notebookruns,singular=notebookrun,shortName=nbr,categories={training,modela,all} NotebookRun represent a single execution of a notebook with a specific env variables

func ParseNotebookRunYaml 

func ParseNotebookRunYaml(content []byte) (*NotebookRun, error)

func (*NotebookRun) AddFinalizer 

func (run *NotebookRun) AddFinalizer()

func (*NotebookRun) Age 

func (run *NotebookRun) Age() string

func (*NotebookRun) CompletionAlert added in v0.4.601 

func (run *NotebookRun) CompletionAlert(tenantRef *v1.ObjectReference, notifierName *string) *infra.Alert

func (*NotebookRun) CreateOrUpdateCond 

func (run *NotebookRun) CreateOrUpdateCond(cond NotebookRunCondition)

Merge or update condition

func (*NotebookRun) DeepCopy 

func (in *NotebookRun) DeepCopy() *NotebookRun

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookRun.

func (*NotebookRun) DeepCopyInto 

func (in *NotebookRun) DeepCopyInto(out *NotebookRun)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookRun) DeepCopyObject 

func (in *NotebookRun) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*NotebookRun) Default 

func (run *NotebookRun) Default()

func (*NotebookRun) Descriptor 

func (*NotebookRun) Descriptor() ([]byte, []int)

func (*NotebookRun) ErrorAlert added in v0.4.601 

func (run *NotebookRun) ErrorAlert(tenantRef *v1.ObjectReference, notifierName *string, err error) *infra.Alert

func (*NotebookRun) EstimatorBinFileKey 

func (run *NotebookRun) EstimatorBinFileKey() string

khai/labs/l1/studies/<s1>/models/<m1>/estimator.bin

func (*NotebookRun) GetCond 

func (run *NotebookRun) GetCond(t NotebookRunConditionType) NotebookRunCondition

func (*NotebookRun) GetCondIdx 

func (run *NotebookRun) GetCondIdx(t NotebookRunConditionType) int

func (*NotebookRun) HasFinalizer 

func (run *NotebookRun) HasFinalizer() bool

func (*NotebookRun) IsFailed added in v0.4.614 

func (in *NotebookRun) IsFailed() bool

func (*NotebookRun) IsMarkedForDeletion 

func (run *NotebookRun) IsMarkedForDeletion() bool

func (*NotebookRun) IsReady 

func (run *NotebookRun) IsReady() bool

func (*NotebookRun) JobName 

func (run *NotebookRun) JobName() string

func (*NotebookRun) Key 

func (run *NotebookRun) Key() string

func (*NotebookRun) MarkArchived 

func (r *NotebookRun) MarkArchived()

func (*NotebookRun) MarkCompleted 

func (r *NotebookRun) MarkCompleted()

func (*NotebookRun) MarkFailed 

func (r *NotebookRun) MarkFailed(error string)

func (*NotebookRun) MarkRunning 

func (r *NotebookRun) MarkRunning()

func (*NotebookRun) Marshal 

func (m *NotebookRun) Marshal() (dAtA []byte, err error)

func (*NotebookRun) MarshalTo 

func (m *NotebookRun) MarshalTo(dAtA []byte) (int, error)

func (*NotebookRun) MarshalToSizedBuffer 

func (m *NotebookRun) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookRun) ModelBinFileKey 

func (run *NotebookRun) ModelBinFileKey() string

func (*NotebookRun) ProtoMessage 

func (*NotebookRun) ProtoMessage()

func (*NotebookRun) RemoveFinalizer 

func (run *NotebookRun) RemoveFinalizer()

func (*NotebookRun) Reset 

func (m *NotebookRun) Reset()

func (*NotebookRun) RootFolderKey 

func (run *NotebookRun) RootFolderKey() string

func (*NotebookRun) RunStatus added in v0.4.614 

func (run *NotebookRun) RunStatus() *catalog.LastRunStatus

Return the state of the run as RunStatus

func (*NotebookRun) SchemaBinFileKey 

func (run *NotebookRun) SchemaBinFileKey() string

func (*NotebookRun) SetupWebhookWithManager 

func (run *NotebookRun) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*NotebookRun) Size 

func (m *NotebookRun) Size() (n int)

func (*NotebookRun) StatusString 

func (run *NotebookRun) StatusString() string

func (*NotebookRun) String 

func (this *NotebookRun) String() string

func (*NotebookRun) StudyBinFileKey 

func (run *NotebookRun) StudyBinFileKey() string

func (*NotebookRun) ToYamlFile 

func (run *NotebookRun) ToYamlFile() ([]byte, error)

func (*NotebookRun) Unmarshal 

func (m *NotebookRun) Unmarshal(dAtA []byte) error

func (*NotebookRun) ValidateCreate 

func (run *NotebookRun) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*NotebookRun) ValidateDelete 

func (run *NotebookRun) ValidateDelete() error

func (*NotebookRun) ValidateUpdate 

func (run *NotebookRun) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*NotebookRun) VarsToMap 

func (run *NotebookRun) VarsToMap() map[string]string

func (*NotebookRun) XXX_DiscardUnknown 

func (m *NotebookRun) XXX_DiscardUnknown()

func (*NotebookRun) XXX_Marshal 

func (m *NotebookRun) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookRun) XXX_Merge 

func (m *NotebookRun) XXX_Merge(src proto.Message)

func (*NotebookRun) XXX_Size 

func (m *NotebookRun) XXX_Size() int

func (*NotebookRun) XXX_Unmarshal 

func (m *NotebookRun) XXX_Unmarshal(b []byte) error

type NotebookRunCondition 

type NotebookRunCondition struct {
	// Type of account condition.
	Type NotebookRunConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=NotebookRunConditionType"`
	// Status of the condition, one of True, False, Unknown.
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another.
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,4,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition.
	Reason string `json:"reason,omitempty" protobuf:"bytes,5,opt,name=reason"`
	// A human readable message indicating details about the transition.
	Message string `json:"message,omitempty" protobuf:"bytes,6,opt,name=message"`
}

NotebookRunCondition describes the state of a notebook run.

func (*NotebookRunCondition) DeepCopy 

func (in *NotebookRunCondition) DeepCopy() *NotebookRunCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookRunCondition.

func (*NotebookRunCondition) DeepCopyInto 

func (in *NotebookRunCondition) DeepCopyInto(out *NotebookRunCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookRunCondition) Descriptor 

func (*NotebookRunCondition) Descriptor() ([]byte, []int)

func (*NotebookRunCondition) Marshal 

func (m *NotebookRunCondition) Marshal() (dAtA []byte, err error)

func (*NotebookRunCondition) MarshalTo 

func (m *NotebookRunCondition) MarshalTo(dAtA []byte) (int, error)

func (*NotebookRunCondition) MarshalToSizedBuffer 

func (m *NotebookRunCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookRunCondition) ProtoMessage 

func (*NotebookRunCondition) ProtoMessage()

func (*NotebookRunCondition) Reset 

func (m *NotebookRunCondition) Reset()

func (*NotebookRunCondition) Size 

func (m *NotebookRunCondition) Size() (n int)

func (*NotebookRunCondition) String 

func (this *NotebookRunCondition) String() string

func (*NotebookRunCondition) Unmarshal 

func (m *NotebookRunCondition) Unmarshal(dAtA []byte) error

func (*NotebookRunCondition) XXX_DiscardUnknown 

func (m *NotebookRunCondition) XXX_DiscardUnknown()

func (*NotebookRunCondition) XXX_Marshal 

func (m *NotebookRunCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookRunCondition) XXX_Merge 

func (m *NotebookRunCondition) XXX_Merge(src proto.Message)

func (*NotebookRunCondition) XXX_Size 

func (m *NotebookRunCondition) XXX_Size() int

func (*NotebookRunCondition) XXX_Unmarshal 

func (m *NotebookRunCondition) XXX_Unmarshal(b []byte) error

type NotebookRunConditionType 

type NotebookRunConditionType string

NotebookRun condition Condition on the dataset 

const (
	NotebookRunCompleted NotebookRunConditionType = "Completed"
	NotebookRunSaved     NotebookRunConditionType = "Saved"
)

/ NotebookRun Condition

type NotebookRunList 

type NotebookRunList struct {
	metav1.TypeMeta `json:",inline" `
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`

	Items []NotebookRun `json:"items" protobuf:"bytes,2,rep,name=items"`
}

+kubebuilder:object:root=true NotebookRunList is a list of notebook runs

func (*NotebookRunList) DeepCopy 

func (in *NotebookRunList) DeepCopy() *NotebookRunList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookRunList.

func (*NotebookRunList) DeepCopyInto 

func (in *NotebookRunList) DeepCopyInto(out *NotebookRunList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookRunList) DeepCopyObject 

func (in *NotebookRunList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*NotebookRunList) Descriptor 

func (*NotebookRunList) Descriptor() ([]byte, []int)

func (*NotebookRunList) Marshal 

func (m *NotebookRunList) Marshal() (dAtA []byte, err error)

func (*NotebookRunList) MarshalTo 

func (m *NotebookRunList) MarshalTo(dAtA []byte) (int, error)

func (*NotebookRunList) MarshalToSizedBuffer 

func (m *NotebookRunList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookRunList) ProtoMessage 

func (*NotebookRunList) ProtoMessage()

func (*NotebookRunList) Reset 

func (m *NotebookRunList) Reset()

func (*NotebookRunList) Size 

func (m *NotebookRunList) Size() (n int)

func (*NotebookRunList) String 

func (this *NotebookRunList) String() string

func (*NotebookRunList) Unmarshal 

func (m *NotebookRunList) Unmarshal(dAtA []byte) error

func (*NotebookRunList) XXX_DiscardUnknown 

func (m *NotebookRunList) XXX_DiscardUnknown()

func (*NotebookRunList) XXX_Marshal 

func (m *NotebookRunList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookRunList) XXX_Merge 

func (m *NotebookRunList) XXX_Merge(src proto.Message)

func (*NotebookRunList) XXX_Size 

func (m *NotebookRunList) XXX_Size() int

func (*NotebookRunList) XXX_Unmarshal 

func (m *NotebookRunList) XXX_Unmarshal(b []byte) error

type NotebookRunPhase 

type NotebookRunPhase string
const (
	NotebookRunPhasePending   NotebookRunPhase = "Pending"
	NotebookRunPhaseAborted   NotebookRunPhase = "Aborted"
	NotebookRunPhaseRunning   NotebookRunPhase = "Running"
	NotebookRunPhaseCompleted NotebookRunPhase = "Completed"
	NotebookRunPhaseFailed    NotebookRunPhase = "Failed"
)

type NotebookRunSpec 

type NotebookRunSpec struct {
	// VersionName of the data product for this notebook
	// +kubebuilder:validation:Optional
	VersionName *string `json:"versionName,omitempty" protobuf:"bytes,1,opt,name=versionName"`
	// NotebookName of the notebook for this run
	// +kubebuilder:validation:Optional
	NotebookName *string `json:"notebookName,omitempty" protobuf:"bytes,2,opt,name=notebookName"`
	// Values to pass to the notebook during execution
	// +kubebuilder:validation:Optional
	Values []NotebookVarValue `json:"values,omitempty" protobuf:"bytes,3,rep,name=values"`
	// Owner account name
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,4,opt,name=owner"`
	// Resources are hardware req.
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,5,opt,name=resources"`
	// TTL.
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	TTL *int32 `json:"ttl,omitempty" protobuf:"varint,6,opt,name=ttl"`
	// LabRef is a reference to the lab where the trainers for this study run.
	// If no value is provided, the lab is taken from the
	// +kubebuilder:validation:Optional
	LabRef v1.ObjectReference `json:"labRef,omitempty" protobuf:"bytes,7,opt,name=labRef"`
}

NotebookRunSpec defines the desired state of the NotebookRun resource

func (*NotebookRunSpec) DeepCopy 

func (in *NotebookRunSpec) DeepCopy() *NotebookRunSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookRunSpec.

func (*NotebookRunSpec) DeepCopyInto 

func (in *NotebookRunSpec) DeepCopyInto(out *NotebookRunSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookRunSpec) Descriptor 

func (*NotebookRunSpec) Descriptor() ([]byte, []int)

func (*NotebookRunSpec) Marshal 

func (m *NotebookRunSpec) Marshal() (dAtA []byte, err error)

func (*NotebookRunSpec) MarshalTo 

func (m *NotebookRunSpec) MarshalTo(dAtA []byte) (int, error)

func (*NotebookRunSpec) MarshalToSizedBuffer 

func (m *NotebookRunSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookRunSpec) ProtoMessage 

func (*NotebookRunSpec) ProtoMessage()

func (*NotebookRunSpec) Reset 

func (m *NotebookRunSpec) Reset()

func (*NotebookRunSpec) Size 

func (m *NotebookRunSpec) Size() (n int)

func (*NotebookRunSpec) String 

func (this *NotebookRunSpec) String() string

func (*NotebookRunSpec) Unmarshal 

func (m *NotebookRunSpec) Unmarshal(dAtA []byte) error

func (*NotebookRunSpec) XXX_DiscardUnknown 

func (m *NotebookRunSpec) XXX_DiscardUnknown()

func (*NotebookRunSpec) XXX_Marshal 

func (m *NotebookRunSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookRunSpec) XXX_Merge 

func (m *NotebookRunSpec) XXX_Merge(src proto.Message)

func (*NotebookRunSpec) XXX_Size 

func (m *NotebookRunSpec) XXX_Size() int

func (*NotebookRunSpec) XXX_Unmarshal 

func (m *NotebookRunSpec) XXX_Unmarshal(b []byte) error

type NotebookRunStatus 

type NotebookRunStatus struct {
	// The phase of the notebook
	// +kubebuilder:default:="Pending"
	// +kubebuilder:validation:Optional
	Phase NotebookRunPhase `json:"phase" protobuf:"bytes,1,opt,name=phase"`
	// StartTime is the times that this prediction job started
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,2,opt,name=startTime"`
	// EndTime is the time that this prediction job finished
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"endTime,omitempty" protobuf:"bytes,3,opt,name=endTime"`
	// ObservedGeneration is the Last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,4,opt,name=observedGeneration"`
	// Update in case of terminal failure
	// Borrowed from cluster api controller
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,5,opt,name=failureReason"`
	// Update in case of terminal failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,6,opt,name=failureMessage"`
	// What triggered the run
	//+kubebuilder:validation:Optional
	TriggeredBy catalog.TriggerType `json:"triggeredBy,omitempty" protobuf:"bytes,7,opt,name=triggeredBy"`
	// Holds the location of log paths
	//+kubebuilder:validation:Optional
	Logs catalog.Logs `json:"logs,,omitempty" protobuf:"bytes,8,opt,name=logs"`
	// Last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,9,opt,name=lastUpdated"`
	// +patchMergeKey=type
	// +patchStrategy=merge
	// +kubebuilder:validation:Optional
	Conditions []NotebookRunCondition `json:"conditions,omitempty" patchStrategy:"merge" patchMergeKey:"type" protobuf:"bytes,10,rep,name=conditions"`
}

NotebookRunStatus define that observed state of NotebookRun resource

func (*NotebookRunStatus) DeepCopy 

func (in *NotebookRunStatus) DeepCopy() *NotebookRunStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookRunStatus.

func (*NotebookRunStatus) DeepCopyInto 

func (in *NotebookRunStatus) DeepCopyInto(out *NotebookRunStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookRunStatus) Descriptor 

func (*NotebookRunStatus) Descriptor() ([]byte, []int)

func (*NotebookRunStatus) Marshal 

func (m *NotebookRunStatus) Marshal() (dAtA []byte, err error)

func (*NotebookRunStatus) MarshalTo 

func (m *NotebookRunStatus) MarshalTo(dAtA []byte) (int, error)

func (*NotebookRunStatus) MarshalToSizedBuffer 

func (m *NotebookRunStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookRunStatus) ProtoMessage 

func (*NotebookRunStatus) ProtoMessage()

func (*NotebookRunStatus) Reset 

func (m *NotebookRunStatus) Reset()

func (*NotebookRunStatus) Size 

func (m *NotebookRunStatus) Size() (n int)

func (*NotebookRunStatus) String 

func (this *NotebookRunStatus) String() string

func (*NotebookRunStatus) Unmarshal 

func (m *NotebookRunStatus) Unmarshal(dAtA []byte) error

func (*NotebookRunStatus) XXX_DiscardUnknown 

func (m *NotebookRunStatus) XXX_DiscardUnknown()

func (*NotebookRunStatus) XXX_Marshal 

func (m *NotebookRunStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookRunStatus) XXX_Merge 

func (m *NotebookRunStatus) XXX_Merge(src proto.Message)

func (*NotebookRunStatus) XXX_Size 

func (m *NotebookRunStatus) XXX_Size() int

func (*NotebookRunStatus) XXX_Unmarshal 

func (m *NotebookRunStatus) XXX_Unmarshal(b []byte) error

type NotebookSpec 

type NotebookSpec struct {
	// The version of the notebook
	// +kubebuilder:default:="latest"
	// +kubebuilder:validation:Optional
	VersionName *string `json:"versionName,omitempty" protobuf:"bytes,1,opt,name=versionName"`
	// User provided description
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	// +kubebuilder:validation:MaxLength=512
	Description *string `json:"description,omitempty" protobuf:"bytes,2,opt,name=description"`
	// SchemaName relate a notebook to a schema.
	// The schema object will be accessible from the notebook
	// +kubebuilder:validation:Optional
	SchemaRef *v1.ObjectReference `json:"schemaRef,omitempty" protobuf:"bytes,3,opt,name=schemaRef"`
	// A reference to the container image repository for this notebook.
	// +kubebuilder:default:=""
	ImageName *string `json:"imageName,omitempty" protobuf:"bytes,4,opt,name=imageName"`
	// Requirements python file
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	Requirements *string `json:"requirements,omitempty" protobuf:"bytes,5,opt,name=requirements"`
	// DebPackages is a list of deb package to install
	// +kubebuilder:validation:Optional
	DebPackages *string `json:"debPackages,omitempty" protobuf:"bytes,6,opt,name=debPackages"`
	// vars to pass to the notebook
	// +kubebuilder:validation:Optional
	Vars []string `json:"vars,omitempty" protobuf:"bytes,7,rep,name=vars"`
	// Location is the location of the notebook file
	Location *data.DataLocation `json:"location,omitempty" protobuf:"bytes,8,opt,name=location"`
	// The owner account name
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,9,opt,name=owner"`
	// Resource are the hardware req.
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,10,opt,name=resources"`
	// ActiveDeadlineSeconds is the deadline of a job for this notebook.
	// +kubebuilder:default:=600
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Optional
	ActiveDeadlineSeconds *int64 `json:"activeDeadlineSeconds,omitempty" protobuf:"varint,11,opt,name=activeDeadlineSeconds"`
	// Schedule for running the pipeline
	// +kubebuilder:validation:Optional
	Schedule catalog.RunSchedule `json:"schedule,omitempty" protobuf:"bytes,12,opt,name=schedule"`
	// The priority of this notebook run. The default is medium.
	// +kubebuilder:default:=medium
	// +kubebuilder:validation:Optional
	Priority *catalog.PriorityLevel `json:"priority,omitempty" protobuf:"bytes,13,opt,name=priority"`
	// Set to true to pause the notebook
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Paused *bool `json:"paused,omitempty" protobuf:"varint,14,opt,name=paused"`
}

NotebookSpec is the desired state of the notebook resource.

func (*NotebookSpec) DeepCopy 

func (in *NotebookSpec) DeepCopy() *NotebookSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookSpec.

func (*NotebookSpec) DeepCopyInto 

func (in *NotebookSpec) DeepCopyInto(out *NotebookSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookSpec) Descriptor 

func (*NotebookSpec) Descriptor() ([]byte, []int)

func (*NotebookSpec) Marshal 

func (m *NotebookSpec) Marshal() (dAtA []byte, err error)

func (*NotebookSpec) MarshalTo 

func (m *NotebookSpec) MarshalTo(dAtA []byte) (int, error)

func (*NotebookSpec) MarshalToSizedBuffer 

func (m *NotebookSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookSpec) ProtoMessage 

func (*NotebookSpec) ProtoMessage()

func (*NotebookSpec) Reset 

func (m *NotebookSpec) Reset()

func (*NotebookSpec) Size 

func (m *NotebookSpec) Size() (n int)

func (*NotebookSpec) String 

func (this *NotebookSpec) String() string

func (*NotebookSpec) Unmarshal 

func (m *NotebookSpec) Unmarshal(dAtA []byte) error

func (*NotebookSpec) XXX_DiscardUnknown 

func (m *NotebookSpec) XXX_DiscardUnknown()

func (*NotebookSpec) XXX_Marshal 

func (m *NotebookSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookSpec) XXX_Merge 

func (m *NotebookSpec) XXX_Merge(src proto.Message)

func (*NotebookSpec) XXX_Size 

func (m *NotebookSpec) XXX_Size() int

func (*NotebookSpec) XXX_Unmarshal 

func (m *NotebookSpec) XXX_Unmarshal(b []byte) error

type NotebookStatus 

type NotebookStatus struct {
	// Image is the name of the image after publication
	// +kubebuilder:validation:Optional
	Image string `json:"image,omitempty" protobuf:"bytes,1,opt,name=image"`
	// The URI of the notebook in the bucket.
	// +kubebuilder:validation:Optional
	URI string `json:"uri,omitempty" protobuf:"bytes,2,opt,name=uri"`
	// ObservedGeneration is the Last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,3,opt,name=observedGeneration"`
	// Last run is the last time a data pipeline run was created
	//+kubebuilder:validation:Optional
	LastRun catalog.LastRunStatus `json:"lastRun,omitempty" protobuf:"bytes,4,opt,name=lastRun"`
	// The time of the next schedule run
	//+kubebuilder:validation:Optional
	NextRun *metav1.Time `json:"nextRun,omitempty" protobuf:"bytes,5,opt,name=nextRun"`

	// Last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,6,opt,name=lastUpdated"`

	// Update in case of terminal failure
	// Borrowed from cluster api controller
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,7,opt,name=failureReason"`
	// Update in case of terminal failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,8,opt,name=failureMessage"`

	// +patchMergeKey=type
	// +patchStrategy=merge
	// +kubebuilder:validation:Optional
	Conditions []NotebookCondition `json:"conditions,omitempty" patchStrategy:"merge" patchMergeKey:"type" protobuf:"bytes,9,rep,name=conditions"`
}

NotebookStatus is the observed state of the notebook resource

func (*NotebookStatus) DeepCopy 

func (in *NotebookStatus) DeepCopy() *NotebookStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookStatus.

func (*NotebookStatus) DeepCopyInto 

func (in *NotebookStatus) DeepCopyInto(out *NotebookStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookStatus) Descriptor 

func (*NotebookStatus) Descriptor() ([]byte, []int)

func (*NotebookStatus) Marshal 

func (m *NotebookStatus) Marshal() (dAtA []byte, err error)

func (*NotebookStatus) MarshalTo 

func (m *NotebookStatus) MarshalTo(dAtA []byte) (int, error)

func (*NotebookStatus) MarshalToSizedBuffer 

func (m *NotebookStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookStatus) ProtoMessage 

func (*NotebookStatus) ProtoMessage()

func (*NotebookStatus) Reset 

func (m *NotebookStatus) Reset()

func (*NotebookStatus) Size 

func (m *NotebookStatus) Size() (n int)

func (*NotebookStatus) String 

func (this *NotebookStatus) String() string

func (*NotebookStatus) Unmarshal 

func (m *NotebookStatus) Unmarshal(dAtA []byte) error

func (*NotebookStatus) XXX_DiscardUnknown 

func (m *NotebookStatus) XXX_DiscardUnknown()

func (*NotebookStatus) XXX_Marshal 

func (m *NotebookStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookStatus) XXX_Merge 

func (m *NotebookStatus) XXX_Merge(src proto.Message)

func (*NotebookStatus) XXX_Size 

func (m *NotebookStatus) XXX_Size() int

func (*NotebookStatus) XXX_Unmarshal 

func (m *NotebookStatus) XXX_Unmarshal(b []byte) error

type NotebookVarValue 

type NotebookVarValue struct {
	Name  string `json:"name" protobuf:"bytes,1,opt,name=name"`
	Value string `json:"value" protobuf:"bytes,2,opt,name=value"`
}

NotebookVarValue is an assignment of value to the notebook var

func (*NotebookVarValue) DeepCopy 

func (in *NotebookVarValue) DeepCopy() *NotebookVarValue

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NotebookVarValue.

func (*NotebookVarValue) DeepCopyInto 

func (in *NotebookVarValue) DeepCopyInto(out *NotebookVarValue)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*NotebookVarValue) Descriptor 

func (*NotebookVarValue) Descriptor() ([]byte, []int)

func (*NotebookVarValue) Marshal 

func (m *NotebookVarValue) Marshal() (dAtA []byte, err error)

func (*NotebookVarValue) MarshalTo 

func (m *NotebookVarValue) MarshalTo(dAtA []byte) (int, error)

func (*NotebookVarValue) MarshalToSizedBuffer 

func (m *NotebookVarValue) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*NotebookVarValue) ProtoMessage 

func (*NotebookVarValue) ProtoMessage()

func (*NotebookVarValue) Reset 

func (m *NotebookVarValue) Reset()

func (*NotebookVarValue) Size 

func (m *NotebookVarValue) Size() (n int)

func (*NotebookVarValue) String 

func (this *NotebookVarValue) String() string

func (*NotebookVarValue) Unmarshal 

func (m *NotebookVarValue) Unmarshal(dAtA []byte) error

func (*NotebookVarValue) XXX_DiscardUnknown 

func (m *NotebookVarValue) XXX_DiscardUnknown()

func (*NotebookVarValue) XXX_Marshal 

func (m *NotebookVarValue) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*NotebookVarValue) XXX_Merge 

func (m *NotebookVarValue) XXX_Merge(src proto.Message)

func (*NotebookVarValue) XXX_Size 

func (m *NotebookVarValue) XXX_Size() int

func (*NotebookVarValue) XXX_Unmarshal 

func (m *NotebookVarValue) XXX_Unmarshal(b []byte) error

type OptimizerName 

type OptimizerName string
const (
	OptimizerNameSGD      OptimizerName = "sgd"
	OptimizerNameRMSprop  OptimizerName = "rmsprop"
	OptimizerNameAdagrad  OptimizerName = "adagrad"
	OptimizerNameAdadelta OptimizerName = "adadelta"
	OptimizerNameAdam     OptimizerName = "adam"
	OptimizerNameAdamax   OptimizerName = "adamax"
	OptimizerNameNadam    OptimizerName = "nadam"
)

type PercentilePrunerOptions added in v0.4.767 

type PercentilePrunerOptions struct {
	// Percentile which must be between 0 and 100 inclusive
	// +kubebuilder:default:=25
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Maximum=100
	// +kubebuilder:validation:Optional
	Percentile *int32 `json:"percentile,omitempty" protobuf:"varint,1,opt,name=percentile"`
	// Pruning is disabled until the given number of trials finish in the same study.
	// +kubebuilder:default:=5
	// +kubebuilder:validation:Optional
	StartupTrials *int32 `json:"startupTrials,omitempty" protobuf:"varint,2,opt,name=startupTrials"`
	//  Pruning is disabled until the trial exceeds the given number of step
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	WarmupSteps *int32 `json:"warmupSteps,omitempty" protobuf:"varint,3,opt,name=warmupSteps"`
	// Interval in number of steps between the pruning checks
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	IntervalSteps *int32 `json:"intervalTrials,omitempty" protobuf:"varint,4,opt,name=intervalTrials"`
	// Minimum number of reported trials.
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	MinTrials *int32 `json:"minTrials,omitempty" protobuf:"varint,5,opt,name=minTrials"`
}

func (*PercentilePrunerOptions) DeepCopy added in v0.4.767 

func (in *PercentilePrunerOptions) DeepCopy() *PercentilePrunerOptions

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PercentilePrunerOptions.

func (*PercentilePrunerOptions) DeepCopyInto added in v0.4.767 

func (in *PercentilePrunerOptions) DeepCopyInto(out *PercentilePrunerOptions)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*PercentilePrunerOptions) Descriptor added in v0.4.767 

func (*PercentilePrunerOptions) Descriptor() ([]byte, []int)

func (*PercentilePrunerOptions) Marshal added in v0.4.767 

func (m *PercentilePrunerOptions) Marshal() (dAtA []byte, err error)

func (*PercentilePrunerOptions) MarshalTo added in v0.4.767 

func (m *PercentilePrunerOptions) MarshalTo(dAtA []byte) (int, error)

func (*PercentilePrunerOptions) MarshalToSizedBuffer added in v0.4.767 

func (m *PercentilePrunerOptions) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*PercentilePrunerOptions) ProtoMessage added in v0.4.767 

func (*PercentilePrunerOptions) ProtoMessage()

func (*PercentilePrunerOptions) Reset added in v0.4.767 

func (m *PercentilePrunerOptions) Reset()

func (*PercentilePrunerOptions) Size added in v0.4.767 

func (m *PercentilePrunerOptions) Size() (n int)

func (*PercentilePrunerOptions) String added in v0.4.767 

func (this *PercentilePrunerOptions) String() string

func (*PercentilePrunerOptions) Unmarshal added in v0.4.767 

func (m *PercentilePrunerOptions) Unmarshal(dAtA []byte) error

func (*PercentilePrunerOptions) XXX_DiscardUnknown added in v0.4.767 

func (m *PercentilePrunerOptions) XXX_DiscardUnknown()

func (*PercentilePrunerOptions) XXX_Marshal added in v0.4.767 

func (m *PercentilePrunerOptions) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*PercentilePrunerOptions) XXX_Merge added in v0.4.767 

func (m *PercentilePrunerOptions) XXX_Merge(src proto.Message)

func (*PercentilePrunerOptions) XXX_Size added in v0.4.767 

func (m *PercentilePrunerOptions) XXX_Size() int

func (*PercentilePrunerOptions) XXX_Unmarshal added in v0.4.767 

func (m *PercentilePrunerOptions) XXX_Unmarshal(b []byte) error

type PeriodSeasonalitySpec 

type PeriodSeasonalitySpec struct {
	// Is this seasonality enabled
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// If enabled, the number of data points in the interval
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	Periods *int32 `json:"periods,omitempty" protobuf:"varint,2,opt,name=periods"`
	// +kubebuilder:default:="auto"
	// +kubebuilder:validation:Optional
	Mode *catalog.SeasonalityMode `json:"mode,omitempty" protobuf:"bytes,3,opt,name=mode"`
}

Define the seasonality for a period (yearly / monthly / daily)

func (*PeriodSeasonalitySpec) DeepCopy 

func (in *PeriodSeasonalitySpec) DeepCopy() *PeriodSeasonalitySpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PeriodSeasonalitySpec.

func (*PeriodSeasonalitySpec) DeepCopyInto 

func (in *PeriodSeasonalitySpec) DeepCopyInto(out *PeriodSeasonalitySpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*PeriodSeasonalitySpec) Descriptor 

func (*PeriodSeasonalitySpec) Descriptor() ([]byte, []int)

func (*PeriodSeasonalitySpec) Marshal 

func (m *PeriodSeasonalitySpec) Marshal() (dAtA []byte, err error)

func (*PeriodSeasonalitySpec) MarshalTo 

func (m *PeriodSeasonalitySpec) MarshalTo(dAtA []byte) (int, error)

func (*PeriodSeasonalitySpec) MarshalToSizedBuffer 

func (m *PeriodSeasonalitySpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*PeriodSeasonalitySpec) ProtoMessage 

func (*PeriodSeasonalitySpec) ProtoMessage()

func (*PeriodSeasonalitySpec) Reset 

func (m *PeriodSeasonalitySpec) Reset()

func (*PeriodSeasonalitySpec) Size 

func (m *PeriodSeasonalitySpec) Size() (n int)

func (*PeriodSeasonalitySpec) String 

func (this *PeriodSeasonalitySpec) String() string

func (*PeriodSeasonalitySpec) Unmarshal 

func (m *PeriodSeasonalitySpec) Unmarshal(dAtA []byte) error

func (*PeriodSeasonalitySpec) XXX_DiscardUnknown 

func (m *PeriodSeasonalitySpec) XXX_DiscardUnknown()

func (*PeriodSeasonalitySpec) XXX_Marshal 

func (m *PeriodSeasonalitySpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*PeriodSeasonalitySpec) XXX_Merge 

func (m *PeriodSeasonalitySpec) XXX_Merge(src proto.Message)

func (*PeriodSeasonalitySpec) XXX_Size 

func (m *PeriodSeasonalitySpec) XXX_Size() int

func (*PeriodSeasonalitySpec) XXX_Unmarshal 

func (m *PeriodSeasonalitySpec) XXX_Unmarshal(b []byte) error

type PeriodSpec 

type PeriodSpec struct {
	// The period interval
	// +kubebuilder:validation:Optional
	Interval *catalog.Freq `json:"interval,omitempty" protobuf:"bytes,1,opt,name=interval"`
	// The number of intervals to start
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	Start *int32 `json:"start,omitempty" protobuf:"varint,2,opt,name=start"`
	// The windows end day
	// +kubebuilder:validation:Optional
	Length *int32 `json:"length,omitempty" protobuf:"varint,3,opt,name=length"`
}

Define a range of time series data points

func (*PeriodSpec) DeepCopy 

func (in *PeriodSpec) DeepCopy() *PeriodSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PeriodSpec.

func (*PeriodSpec) DeepCopyInto 

func (in *PeriodSpec) DeepCopyInto(out *PeriodSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*PeriodSpec) Descriptor 

func (*PeriodSpec) Descriptor() ([]byte, []int)

func (*PeriodSpec) Marshal 

func (m *PeriodSpec) Marshal() (dAtA []byte, err error)

func (*PeriodSpec) MarshalTo 

func (m *PeriodSpec) MarshalTo(dAtA []byte) (int, error)

func (*PeriodSpec) MarshalToSizedBuffer 

func (m *PeriodSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*PeriodSpec) ProtoMessage 

func (*PeriodSpec) ProtoMessage()

func (*PeriodSpec) Reset 

func (m *PeriodSpec) Reset()

func (*PeriodSpec) Size 

func (m *PeriodSpec) Size() (n int)

func (*PeriodSpec) String 

func (this *PeriodSpec) String() string

func (*PeriodSpec) Unmarshal 

func (m *PeriodSpec) Unmarshal(dAtA []byte) error

func (*PeriodSpec) XXX_DiscardUnknown 

func (m *PeriodSpec) XXX_DiscardUnknown()

func (*PeriodSpec) XXX_Marshal 

func (m *PeriodSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*PeriodSpec) XXX_Merge 

func (m *PeriodSpec) XXX_Merge(src proto.Message)

func (*PeriodSpec) XXX_Size 

func (m *PeriodSpec) XXX_Size() int

func (*PeriodSpec) XXX_Unmarshal 

func (m *PeriodSpec) XXX_Unmarshal(b []byte) error

type PipelinePhase 

type PipelinePhase string
const (
	PipelinePhasePending            PipelinePhase = "Pending"
	PipelinePhaseTraining           PipelinePhase = "Training"
	PipelinePhasePublishing         PipelinePhase = "Publishing"
	PipelinePhaseSmokeTest          PipelinePhase = "SmokeTest"
	PipelinePhasePredictorSetup     PipelinePhase = "PredictorSetup"
	PipelinePhaseTesting            PipelinePhase = "Testing"
	PipelinePhaseWaitingForApproval PipelinePhase = "WaitingForApproval"
	PipelinePhaseApproved           PipelinePhase = "Approved"
	PipelinePhaseRunning            PipelinePhase = "Running"
	PipelinePhaseFailed             PipelinePhase = "Failed"
	PipelinePhaseAborted            PipelinePhase = "Aborted"
	PipelinePhaseMonitoring         PipelinePhase = "Monitoring"
	PipelinePhaseNeedRetraining     PipelinePhase = "NeedRetraining"
)

type PipelineRunConditionType 

type PipelineRunConditionType string

Pipeline run condition 

const (
	MPRSaved                  PipelineRunConditionType = "Saved"
	MPRDataStageCompleted     PipelineRunConditionType = "DataStageCompleted"
	MPRTrainingStageCompleted PipelineRunConditionType = "TrainingStageCompleted"
	MPRUATCompleted           PipelineRunConditionType = "UATStageCompleted"
	MPRCapacityStageCompleted PipelineRunConditionType = "CapacityStageCompleted"
	MPRModelDeployed          PipelineRunConditionType = "ModelDeployed"
	MPRModelReleased          PipelineRunConditionType = "ModelReleased"
	MPRModelMonitored         PipelineRunConditionType = "Monitored"
	MPRRetrained              PipelineRunConditionType = "Retrained"
)

/ ModelPipelineRun Condition

type PrunerName 

type PrunerName string

+kubebuilder:validation:Enum="patient-pruner";"median-pruner";"percentile-pruner";"successive-halving-pruner";"hyperband-pruner";"threshold-pruner" 

const (
	NonePruner              PrunerName = "none"
	PatientPruner           PrunerName = "patient-pruner"
	MedianPruner            PrunerName = "median-pruner"
	PercentilePruner        PrunerName = "percentile-pruner"
	SuccessiveHalvingPruner PrunerName = "successive-halving-pruner"
	HyperbandPruner         PrunerName = "hyperband-pruner"
	ThresholdPruner         PrunerName = "threshold-pruner"
)

type PrunerSpec 

type PrunerSpec struct {
	// The type of pruner to use during model search
	// +kubebuilder:default:=median-pruner
	// +kubebuilder:validation:Optional
	Type *PrunerName `json:"type,omitempty" protobuf:"bytes,1,opt,name=type"`
	// +kubebuilder:validation:Optional
	Median *MedianPrunerOptions `json:"median,omitempty" protobuf:"bytes,2,opt,name=median"`
	// +kubebuilder:validation:Optional
	Percentile *PercentilePrunerOptions `json:"percentile,omitempty" protobuf:"bytes,3,opt,name=percentile"`
	// +kubebuilder:validation:Optional
	Successive *SuccessiveHalvingOptions `json:"successiveHalving,omitempty" protobuf:"bytes,4,opt,name=successiveHalving"`
	// +kubebuilder:validation:Optional
	Hyperband *HyperbandOptions `json:"hyperband,omitempty" protobuf:"bytes,5,opt,name=hyperband"`
	// +kubebuilder:validation:Optional
	Threshold *ThresholdPrunerOptions `json:"threshold,omitempty" protobuf:"bytes,6,opt,name=threshold"`
}

func (*PrunerSpec) DeepCopy 

func (in *PrunerSpec) DeepCopy() *PrunerSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new PrunerSpec.

func (*PrunerSpec) DeepCopyInto 

func (in *PrunerSpec) DeepCopyInto(out *PrunerSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*PrunerSpec) Descriptor 

func (*PrunerSpec) Descriptor() ([]byte, []int)

func (*PrunerSpec) Marshal 

func (m *PrunerSpec) Marshal() (dAtA []byte, err error)

func (*PrunerSpec) MarshalTo 

func (m *PrunerSpec) MarshalTo(dAtA []byte) (int, error)

func (*PrunerSpec) MarshalToSizedBuffer 

func (m *PrunerSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*PrunerSpec) ProtoMessage 

func (*PrunerSpec) ProtoMessage()

func (*PrunerSpec) Reset 

func (m *PrunerSpec) Reset()

func (*PrunerSpec) Size 

func (m *PrunerSpec) Size() (n int)

func (*PrunerSpec) String 

func (this *PrunerSpec) String() string

func (*PrunerSpec) Unmarshal 

func (m *PrunerSpec) Unmarshal(dAtA []byte) error

func (*PrunerSpec) XXX_DiscardUnknown 

func (m *PrunerSpec) XXX_DiscardUnknown()

func (*PrunerSpec) XXX_Marshal 

func (m *PrunerSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*PrunerSpec) XXX_Merge 

func (m *PrunerSpec) XXX_Merge(src proto.Message)

func (*PrunerSpec) XXX_Size 

func (m *PrunerSpec) XXX_Size() int

func (*PrunerSpec) XXX_Unmarshal 

func (m *PrunerSpec) XXX_Unmarshal(b []byte) error

type RegressorSpec 

type RegressorSpec struct {
	// The Name of the regressor
	// +kubebuilder:validation:Optional
	Name *string `json:"name,omitempty" protobuf:"bytes,1,opt,name=name"`
	// The Name of the regressor
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	PriorScale *float64 `json:"priorScale,omitempty" protobuf:"bytes,2,opt,name=priorScale"`
	// The Name of the regressor
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Standardize *bool `json:"standardize,omitempty" protobuf:"varint,3,opt,name=standardize"`
}

func (*RegressorSpec) DeepCopy 

func (in *RegressorSpec) DeepCopy() *RegressorSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new RegressorSpec.

func (*RegressorSpec) DeepCopyInto 

func (in *RegressorSpec) DeepCopyInto(out *RegressorSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*RegressorSpec) Descriptor 

func (*RegressorSpec) Descriptor() ([]byte, []int)

func (*RegressorSpec) Marshal 

func (m *RegressorSpec) Marshal() (dAtA []byte, err error)

func (*RegressorSpec) MarshalTo 

func (m *RegressorSpec) MarshalTo(dAtA []byte) (int, error)

func (*RegressorSpec) MarshalToSizedBuffer 

func (m *RegressorSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*RegressorSpec) ProtoMessage 

func (*RegressorSpec) ProtoMessage()

func (*RegressorSpec) Reset 

func (m *RegressorSpec) Reset()

func (*RegressorSpec) Size 

func (m *RegressorSpec) Size() (n int)

func (*RegressorSpec) String 

func (this *RegressorSpec) String() string

func (*RegressorSpec) Unmarshal 

func (m *RegressorSpec) Unmarshal(dAtA []byte) error

func (*RegressorSpec) XXX_DiscardUnknown 

func (m *RegressorSpec) XXX_DiscardUnknown()

func (*RegressorSpec) XXX_Marshal 

func (m *RegressorSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*RegressorSpec) XXX_Merge 

func (m *RegressorSpec) XXX_Merge(src proto.Message)

func (*RegressorSpec) XXX_Size 

func (m *RegressorSpec) XXX_Size() int

func (*RegressorSpec) XXX_Unmarshal 

func (m *RegressorSpec) XXX_Unmarshal(b []byte) error

type ReleaseStageSpec 

type ReleaseStageSpec struct {
	// Enabled indicates that we want to release the model into production
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// ServingSiteName is the serving site for the release, if empty, the system will use the default serving site name
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	ServingSiteName *string `json:"servingSiteName,omitempty" protobuf:"bytes,2,opt,name=servingSiteName"`
	// PredictorName is the release predictor. The predictor will be created if it does not exist.
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	PredictorName *string `json:"predictorName,omitempty" protobuf:"bytes,3,opt,name=predictorName"`
	// Template defines the default model deployment for this model
	// +kubebuilder:validation:Optional
	Template catalog.ModelDeploymentSpec `json:"template,omitempty" protobuf:"bytes,4,opt,name=template"`
	// ManualApproval dentoes if we need manual approval before advancing from deployed to released
	// By default a user is needed to approve the release to production
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	ManualApproval *bool `json:"manualApproval,omitempty" protobuf:"varint,5,opt,name=manualApproval"`
	// Validations is the List of expectation run against the deployed model before moving production traffic to the model
	// +kubebuilder:validation:Optional
	Validations []ModelValidation `json:"validations,omitempty" protobuf:"bytes,6,rep,name=validations"`
	// Resource define the hardware resources req.
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,7,opt,name=resources"`
}

func (*ReleaseStageSpec) DeepCopy 

func (in *ReleaseStageSpec) DeepCopy() *ReleaseStageSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ReleaseStageSpec.

func (*ReleaseStageSpec) DeepCopyInto 

func (in *ReleaseStageSpec) DeepCopyInto(out *ReleaseStageSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ReleaseStageSpec) Descriptor 

func (*ReleaseStageSpec) Descriptor() ([]byte, []int)

func (*ReleaseStageSpec) Marshal 

func (m *ReleaseStageSpec) Marshal() (dAtA []byte, err error)

func (*ReleaseStageSpec) MarshalTo 

func (m *ReleaseStageSpec) MarshalTo(dAtA []byte) (int, error)

func (*ReleaseStageSpec) MarshalToSizedBuffer 

func (m *ReleaseStageSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ReleaseStageSpec) ProtoMessage 

func (*ReleaseStageSpec) ProtoMessage()

func (*ReleaseStageSpec) Reset 

func (m *ReleaseStageSpec) Reset()

func (*ReleaseStageSpec) Size 

func (m *ReleaseStageSpec) Size() (n int)

func (*ReleaseStageSpec) String 

func (this *ReleaseStageSpec) String() string

func (*ReleaseStageSpec) Unmarshal 

func (m *ReleaseStageSpec) Unmarshal(dAtA []byte) error

func (*ReleaseStageSpec) XXX_DiscardUnknown 

func (m *ReleaseStageSpec) XXX_DiscardUnknown()

func (*ReleaseStageSpec) XXX_Marshal 

func (m *ReleaseStageSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ReleaseStageSpec) XXX_Merge 

func (m *ReleaseStageSpec) XXX_Merge(src proto.Message)

func (*ReleaseStageSpec) XXX_Size 

func (m *ReleaseStageSpec) XXX_Size() int

func (*ReleaseStageSpec) XXX_Unmarshal 

func (m *ReleaseStageSpec) XXX_Unmarshal(b []byte) error

type Report 

type Report struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Spec              ReportSpec   `json:"spec" protobuf:"bytes,2,opt,name=spec"`
	Status            ReportStatus `json:"status,,omitempty" protobuf:"bytes,3,opt,name=status"`
}

Report represents a PDF file containing information compiled about another resource +kubebuilder:object:root=true +kubebuilder:subresource:status +kubebuilder:printcolumn:name="Status",type="string",JSONPath=".status.phase" +kubebuilder:printcolumn:name="Owner",type="string",JSONPath=".spec.owner",priority=1 +kubebuilder:printcolumn:name="Version",type="string",JSONPath=".spec.versionName" +kubebuilder:printcolumn:name="Type",type="string",JSONPath=".spec.reportType" +kubebuilder:printcolumn:name="Age",type="date",JSONPath=".metadata.creationTimestamp",description="" +kubebuilder:resource:path=reports,singular=report,categories={training,modela,all}

func NewReport 

func NewReport(
	ns string,
	name string,
	entity string,
	key string,
	reportType ReportType,
	bucketName string) *Report

func ParseReportYaml 

func ParseReportYaml(content []byte) (*Report, error)

func (*Report) AddFinalizer 

func (report *Report) AddFinalizer()

func (*Report) Age 

func (report *Report) Age() string

func (*Report) CompletionAlert added in v0.4.601 

func (report *Report) CompletionAlert(tenantRef *v1.ObjectReference, notifierName *string) *infra.Alert

func (*Report) CreateOrUpdateCond 

func (report *Report) CreateOrUpdateCond(cond ReportCondition)

Merge or update condition

func (*Report) DeepCopy 

func (in *Report) DeepCopy() *Report

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new Report.

func (*Report) DeepCopyInto 

func (in *Report) DeepCopyInto(out *Report)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*Report) DeepCopyObject 

func (in *Report) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*Report) Default 

func (report *Report) Default()

func (*Report) Descriptor 

func (*Report) Descriptor() ([]byte, []int)

func (*Report) ErrorAlert added in v0.4.601 

func (report *Report) ErrorAlert(tenantRef *v1.ObjectReference, notifierName *string, err error) *infra.Alert

func (*Report) GetCond 

func (report *Report) GetCond(t ReportConditionType) ReportCondition

func (*Report) GetCondIdx 

func (report *Report) GetCondIdx(t ReportConditionType) int

func (*Report) HasFinalizer 

func (report *Report) HasFinalizer() bool

func (*Report) IsDatasetReport 

func (report *Report) IsDatasetReport() bool

func (*Report) IsFailed added in v0.4.614 

func (in *Report) IsFailed() bool

func (*Report) IsForecastReport 

func (report *Report) IsForecastReport() bool

func (*Report) IsModelReport 

func (report *Report) IsModelReport() bool

func (*Report) IsReady 

func (r *Report) IsReady() bool

func (*Report) IsSaved 

func (report *Report) IsSaved() bool

func (*Report) IsStudyReport 

func (report *Report) IsStudyReport() bool

func (*Report) Label 

func (report *Report) Label(key string, value string)

func (*Report) ManifestUri 

func (report *Report) ManifestUri() string

func (*Report) MarkReportFailed 

func (report *Report) MarkReportFailed(err string)

func (*Report) MarkReportReady 

func (report *Report) MarkReportReady(product *data.DataProduct)

func (*Report) MarkRunning 

func (report *Report) MarkRunning()

func (*Report) MarkSaved 

func (report *Report) MarkSaved()

func (*Report) Marshal 

func (m *Report) Marshal() (dAtA []byte, err error)

func (*Report) MarshalTo 

func (m *Report) MarshalTo(dAtA []byte) (int, error)

func (*Report) MarshalToSizedBuffer 

func (m *Report) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*Report) PdfUri 

func (report *Report) PdfUri() string

dataproducts/*/models/*/bin/model.joblib

func (*Report) ProtoMessage 

func (*Report) ProtoMessage()

func (*Report) RemoveFinalizer 

func (report *Report) RemoveFinalizer()

func (*Report) Reset 

func (m *Report) Reset()

func (*Report) RootUri 

func (report *Report) RootUri() string

func (*Report) RunStatus added in v0.4.614 

func (run *Report) RunStatus() *catalog.LastRunStatus

Return the state of the run as RunStatus

func (*Report) SetupWebhookWithManager 

func (report *Report) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*Report) Size 

func (m *Report) Size() (n int)

func (*Report) String 

func (this *Report) String() string

func (*Report) ToYamlFile 

func (report *Report) ToYamlFile() ([]byte, error)

func (*Report) Unmarshal 

func (m *Report) Unmarshal(dAtA []byte) error

func (*Report) ValidateCreate 

func (report *Report) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*Report) ValidateDelete 

func (report *Report) ValidateDelete() error

func (*Report) ValidateUpdate 

func (report *Report) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*Report) XXX_DiscardUnknown 

func (m *Report) XXX_DiscardUnknown()

func (*Report) XXX_Marshal 

func (m *Report) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*Report) XXX_Merge 

func (m *Report) XXX_Merge(src proto.Message)

func (*Report) XXX_Size 

func (m *Report) XXX_Size() int

func (*Report) XXX_Unmarshal 

func (m *Report) XXX_Unmarshal(b []byte) error

type ReportCondition 

type ReportCondition struct {
	// Type of Report condition
	Type ReportConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=ReportConditionType"`
	// Status of the condition, one of True, False, Unknown
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,4,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition
	Reason string `json:"reason,omitempty" protobuf:"bytes,5,opt,name=reason"`
	// A human-readable message indicating details about the transition
	Message string `json:"message,omitempty" protobuf:"bytes,6,opt,name=message"`
}

ReportCondition describes the state of a Report at a certain point.

func (*ReportCondition) DeepCopy 

func (in *ReportCondition) DeepCopy() *ReportCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ReportCondition.

func (*ReportCondition) DeepCopyInto 

func (in *ReportCondition) DeepCopyInto(out *ReportCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ReportCondition) Descriptor 

func (*ReportCondition) Descriptor() ([]byte, []int)

func (*ReportCondition) Marshal 

func (m *ReportCondition) Marshal() (dAtA []byte, err error)

func (*ReportCondition) MarshalTo 

func (m *ReportCondition) MarshalTo(dAtA []byte) (int, error)

func (*ReportCondition) MarshalToSizedBuffer 

func (m *ReportCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ReportCondition) ProtoMessage 

func (*ReportCondition) ProtoMessage()

func (*ReportCondition) Reset 

func (m *ReportCondition) Reset()

func (*ReportCondition) Size 

func (m *ReportCondition) Size() (n int)

func (*ReportCondition) String 

func (this *ReportCondition) String() string

func (*ReportCondition) Unmarshal 

func (m *ReportCondition) Unmarshal(dAtA []byte) error

func (*ReportCondition) XXX_DiscardUnknown 

func (m *ReportCondition) XXX_DiscardUnknown()

func (*ReportCondition) XXX_Marshal 

func (m *ReportCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ReportCondition) XXX_Merge 

func (m *ReportCondition) XXX_Merge(src proto.Message)

func (*ReportCondition) XXX_Size 

func (m *ReportCondition) XXX_Size() int

func (*ReportCondition) XXX_Unmarshal 

func (m *ReportCondition) XXX_Unmarshal(b []byte) error

type ReportConditionType 

type ReportConditionType string

ReporteConditionType 

const (
	// The report was generated
	ReportReady ReportConditionType = "Ready"
	// If the notifier is valid, the report was sent
	ReportSent ReportConditionType = "Sent"

	ReportSaved ReportConditionType = "Saved"
)

type ReportFormat 

type ReportFormat string

+kubebuilder:validation:Enum="pdf" 

const (
	Pdf ReportFormat = "pdf"
)

type ReportList 

type ReportList struct {
	metav1.TypeMeta `json:",inline"`
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Items           []Report `json:"items" protobuf:"bytes,2,rep,name=items"`
}

ReportList contains a list of Reports +kubebuilder:object:root=true

func (*ReportList) DeepCopy 

func (in *ReportList) DeepCopy() *ReportList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ReportList.

func (*ReportList) DeepCopyInto 

func (in *ReportList) DeepCopyInto(out *ReportList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ReportList) DeepCopyObject 

func (in *ReportList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*ReportList) Descriptor 

func (*ReportList) Descriptor() ([]byte, []int)

func (*ReportList) Marshal 

func (m *ReportList) Marshal() (dAtA []byte, err error)

func (*ReportList) MarshalTo 

func (m *ReportList) MarshalTo(dAtA []byte) (int, error)

func (*ReportList) MarshalToSizedBuffer 

func (m *ReportList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ReportList) ProtoMessage 

func (*ReportList) ProtoMessage()

func (*ReportList) Reset 

func (m *ReportList) Reset()

func (*ReportList) Size 

func (m *ReportList) Size() (n int)

func (*ReportList) String 

func (this *ReportList) String() string

func (*ReportList) Unmarshal 

func (m *ReportList) Unmarshal(dAtA []byte) error

func (*ReportList) XXX_DiscardUnknown 

func (m *ReportList) XXX_DiscardUnknown()

func (*ReportList) XXX_Marshal 

func (m *ReportList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ReportList) XXX_Merge 

func (m *ReportList) XXX_Merge(src proto.Message)

func (*ReportList) XXX_Size 

func (m *ReportList) XXX_Size() int

func (*ReportList) XXX_Unmarshal 

func (m *ReportList) XXX_Unmarshal(b []byte) error

type ReportPhase 

type ReportPhase string

ReportPhase is the current state of a Report 

const (
	ReportPhasePending   ReportPhase = "Pending"
	ReportPhaseRunning   ReportPhase = "Running"
	ReportPhaseCompleted ReportPhase = "Completed"
	ReportPhaseFailed    ReportPhase = "Failed"
)

/ Dataset Condition

type ReportRange 

type ReportRange string

+kubebuilder:validation:Enum="last-24-hours";"last-7-days";"last-30-days";"last-90-days";"none" 

const (
	ReportRangeLast24Hours ReportRange = "last-24-hours"
	ReportRangeLast7Days   ReportRange = "last-7-days"
	ReportRangeLast30Days  ReportRange = "last-30-days"
	ReportRangeLast90Days  ReportRange = "last-90-days"
	ReportRangeNone        ReportRange = "none"
)

type ReportSpec 

type ReportSpec struct {
	// The name of the DataProductVersion which describes the version of the resource
	// that exists in the same DataProduct namespace as the resource
	// +kubebuilder:default:="latest"
	// +kubebuilder:validation:Optional
	VersionName *string `json:"versionName,omitempty" protobuf:"bytes,1,opt,name=versionName"`
	// EntityRef specifies the entity which the Report references. The supported entities consist of Dataset, Model, and Study resources
	EntityRef v1.ObjectReference `json:"entityRef,omitempty" protobuf:"bytes,2,opt,name=entityRef"`
	// The location of the flat-file containing the PDF report
	// +kubebuilder:validation:Optional
	Location data.DataLocation `json:"location,omitempty" protobuf:"bytes,4,opt,name=location"`
	// The type of report (e.g. classification model report, study report)
	// +kubebuilder:validation:Required
	// +required
	ReportType *ReportType `json:"reportType,omitempty" protobuf:"bytes,5,opt,name=reportType"`
	// The format of the Report. `pdf` is the only supported type as of the current release
	// +kubebuilder:default:=pdf
	// +kubebuilder:validation:Optional
	Format *ReportFormat `json:"format,omitempty" protobuf:"bytes,6,opt,name=format"`
	// The name of the Notifier resource which Alerts created by the Report will be forwarded to
	// +kubebuilder:validation:Optional
	NotifierName *string `json:"notifierName,omitempty" protobuf:"bytes,7,opt,name=notifierName"`
	// The name of the Account which created the object, which exists in the same tenant as the object
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,8,opt,name=owner"`
	// Resources specifies the resource requirements that will be allocated to the report generation workload
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,9,opt,name=resources"`
	// The deadline for any Jobs associated with the Report to be completed in seconds
	// +kubebuilder:default:=600
	// +kubebuilder:validation:Optional
	ActiveDeadlineSeconds *int64 `json:"activeDeadlineSeconds,omitempty" protobuf:"varint,10,opt,name=activeDeadlineSeconds"`
	// Custom contains the specification to generate a custom report (currently unimplemented)
	// +kubebuilder:validation:Optional
	Custom CustomReportSpec `json:"custom,omitempty" protobuf:"bytes,11,opt,name=custom"`
	// The name of the CronReport resource that generated the Report
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	CronReportName *string `json:"cronReportName,omitempty" protobuf:"bytes,12,opt,name=cronReportName"`
	// The reference to the Lab namespace under which the report generation Job will be executed under.
	// If unspecified, the default Lab from the parent DataProduct will be used
	// +kubebuilder:validation:Optional
	LabRef v1.ObjectReference `json:"labRef,omitempty" protobuf:"bytes,13,opt,name=labRef"`
}

ReportSpec specifies the desired state of a Report

func (*ReportSpec) DeepCopy 

func (in *ReportSpec) DeepCopy() *ReportSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ReportSpec.

func (*ReportSpec) DeepCopyInto 

func (in *ReportSpec) DeepCopyInto(out *ReportSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ReportSpec) Descriptor 

func (*ReportSpec) Descriptor() ([]byte, []int)

func (*ReportSpec) Marshal 

func (m *ReportSpec) Marshal() (dAtA []byte, err error)

func (*ReportSpec) MarshalTo 

func (m *ReportSpec) MarshalTo(dAtA []byte) (int, error)

func (*ReportSpec) MarshalToSizedBuffer 

func (m *ReportSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ReportSpec) ProtoMessage 

func (*ReportSpec) ProtoMessage()

func (*ReportSpec) Reset 

func (m *ReportSpec) Reset()

func (*ReportSpec) Size 

func (m *ReportSpec) Size() (n int)

func (*ReportSpec) String 

func (this *ReportSpec) String() string

func (*ReportSpec) Unmarshal 

func (m *ReportSpec) Unmarshal(dAtA []byte) error

func (*ReportSpec) XXX_DiscardUnknown 

func (m *ReportSpec) XXX_DiscardUnknown()

func (*ReportSpec) XXX_Marshal 

func (m *ReportSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ReportSpec) XXX_Merge 

func (m *ReportSpec) XXX_Merge(src proto.Message)

func (*ReportSpec) XXX_Size 

func (m *ReportSpec) XXX_Size() int

func (*ReportSpec) XXX_Unmarshal 

func (m *ReportSpec) XXX_Unmarshal(b []byte) error

type ReportStatus 

type ReportStatus struct {
	// StartTime represents the time at which the execution of the Report started
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,2,opt,name=startTime"`
	// EndTime represents the time at which the Report was marked as completed, failed, or aborted
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"endTime,omitempty" protobuf:"bytes,3,opt,name=endTime"`
	// The phase of the Report
	// +kubebuilder:default:="Pending"
	// +kubebuilder:validation:Optional
	Phase ReportPhase `json:"phase,omitempty" protobuf:"bytes,4,opt,name=phase"`
	// The URI to the flat-file report within the VirtualBucket specified by the Report
	// +kubebuilder:validation:Optional
	URI string `json:"uri,omitempty" protobuf:"bytes,5,opt,name=uri"`
	// ObservedGeneration is the last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,6,opt,name=observedGeneration"`
	// In the case of failure, the Report resource controller will set this field with a failure reason
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,7,opt,name=failureReason"`
	// In the case of failure, the Report resource controller will set this field with a failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,8,opt,name=failureMessage"`
	// Logs specifies the location of logs produced by workloads associated with the Report
	//+kubebuilder:validation:Optional
	Logs catalog.Logs `json:"logs,omitempty" protobuf:"bytes,9,opt,name=logs"`
	// The last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,10,opt,name=lastUpdated"`
	// +patchMergeKey=type
	// +patchStrategy=merge
	// +kubebuilder:validation:Optional
	Conditions []ReportCondition `json:"conditions,omitempty" patchStrategy:"merge" patchMergeKey:"type" protobuf:"bytes,11,rep,name=conditions"`
}

ReportStatus defines the observed state of a Report

func (*ReportStatus) DeepCopy 

func (in *ReportStatus) DeepCopy() *ReportStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ReportStatus.

func (*ReportStatus) DeepCopyInto 

func (in *ReportStatus) DeepCopyInto(out *ReportStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ReportStatus) Descriptor 

func (*ReportStatus) Descriptor() ([]byte, []int)

func (*ReportStatus) Marshal 

func (m *ReportStatus) Marshal() (dAtA []byte, err error)

func (*ReportStatus) MarshalTo 

func (m *ReportStatus) MarshalTo(dAtA []byte) (int, error)

func (*ReportStatus) MarshalToSizedBuffer 

func (m *ReportStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ReportStatus) ProtoMessage 

func (*ReportStatus) ProtoMessage()

func (*ReportStatus) Reset 

func (m *ReportStatus) Reset()

func (*ReportStatus) Size 

func (m *ReportStatus) Size() (n int)

func (*ReportStatus) String 

func (this *ReportStatus) String() string

func (*ReportStatus) Unmarshal 

func (m *ReportStatus) Unmarshal(dAtA []byte) error

func (*ReportStatus) XXX_DiscardUnknown 

func (m *ReportStatus) XXX_DiscardUnknown()

func (*ReportStatus) XXX_Marshal 

func (m *ReportStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ReportStatus) XXX_Merge 

func (m *ReportStatus) XXX_Merge(src proto.Message)

func (*ReportStatus) XXX_Size 

func (m *ReportStatus) XXX_Size() int

func (*ReportStatus) XXX_Unmarshal 

func (m *ReportStatus) XXX_Unmarshal(b []byte) error

type ReportTemplate 

type ReportTemplate struct {
	Spec ReportSpec `json:"spec" protobuf:"bytes,1,opt,name=spec"`
}

func (*ReportTemplate) DeepCopy 

func (in *ReportTemplate) DeepCopy() *ReportTemplate

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ReportTemplate.

func (*ReportTemplate) DeepCopyInto 

func (in *ReportTemplate) DeepCopyInto(out *ReportTemplate)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ReportTemplate) Descriptor 

func (*ReportTemplate) Descriptor() ([]byte, []int)

func (*ReportTemplate) Marshal 

func (m *ReportTemplate) Marshal() (dAtA []byte, err error)

func (*ReportTemplate) MarshalTo 

func (m *ReportTemplate) MarshalTo(dAtA []byte) (int, error)

func (*ReportTemplate) MarshalToSizedBuffer 

func (m *ReportTemplate) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ReportTemplate) ProtoMessage 

func (*ReportTemplate) ProtoMessage()

func (*ReportTemplate) Reset 

func (m *ReportTemplate) Reset()

func (*ReportTemplate) Size 

func (m *ReportTemplate) Size() (n int)

func (*ReportTemplate) String 

func (this *ReportTemplate) String() string

func (*ReportTemplate) Unmarshal 

func (m *ReportTemplate) Unmarshal(dAtA []byte) error

func (*ReportTemplate) XXX_DiscardUnknown 

func (m *ReportTemplate) XXX_DiscardUnknown()

func (*ReportTemplate) XXX_Marshal 

func (m *ReportTemplate) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ReportTemplate) XXX_Merge 

func (m *ReportTemplate) XXX_Merge(src proto.Message)

func (*ReportTemplate) XXX_Size 

func (m *ReportTemplate) XXX_Size() int

func (*ReportTemplate) XXX_Unmarshal 

func (m *ReportTemplate) XXX_Unmarshal(b []byte) error

type ReportType 

type ReportType string

ReportType is the type of a Report +kubebuilder:validation:Enum="binary-classification-model";"forecast-model";"regression-model";"multi-classification-model";"text-classification-model";"classification-dataset";"forecast-dataset";"text-classification-dataset";"regression-dataset";"study-report";"feature-report";"invalid-report";"daily-report";"weekly-report";"monthly-report";"summary-report"; 

const (
	BinaryClassificationModelReport ReportType = "binary-classification-model"
	ForecastModelReport             ReportType = "forecast-model"
	RegressionModelReport           ReportType = "regression-model"
	MultiClassificationModelReport  ReportType = "multi-classification-model"
	TextClassificationModelReport   ReportType = "text-classification-model"

	ClassificationDatasetReport     ReportType = "classification-dataset"
	ForecastDatasetReport           ReportType = "forecast-dataset"
	TextClassificationDatasetReport ReportType = "text-classification-dataset"
	RegressionDatasetReport         ReportType = "regression-dataset"
	SummaryReport                   ReportType = "summary-report"
	CustomReport                    ReportType = "custom-report"

	StudyReport    ReportType = "study-report"
	ForecastReport ReportType = "forecast-report"
	FeatureReport  ReportType = "feature-report"
	InvalidReport  ReportType = "invalid-report"
)

func ConvertStringToReportType 

func ConvertStringToReportType(s string) ReportType

type ResourceConsumption 

type ResourceConsumption struct {
	Cpu float64 `json:"cpu,omitempty" protobuf:"bytes,1,opt,name=cpu"`
	Mem float64 `json:"mem,omitempty" protobuf:"bytes,2,opt,name=mem"`
	Gpu float64 `json:"gpu,omitempty" protobuf:"bytes,3,opt,name=gpu"`
}

ResourceConsumption represents the total resources consumed by a workload

func (*ResourceConsumption) DeepCopy 

func (in *ResourceConsumption) DeepCopy() *ResourceConsumption

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ResourceConsumption.

func (*ResourceConsumption) DeepCopyInto 

func (in *ResourceConsumption) DeepCopyInto(out *ResourceConsumption)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ResourceConsumption) Descriptor 

func (*ResourceConsumption) Descriptor() ([]byte, []int)

func (*ResourceConsumption) Marshal 

func (m *ResourceConsumption) Marshal() (dAtA []byte, err error)

func (*ResourceConsumption) MarshalTo 

func (m *ResourceConsumption) MarshalTo(dAtA []byte) (int, error)

func (*ResourceConsumption) MarshalToSizedBuffer 

func (m *ResourceConsumption) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ResourceConsumption) ProtoMessage 

func (*ResourceConsumption) ProtoMessage()

func (*ResourceConsumption) Reset 

func (m *ResourceConsumption) Reset()

func (*ResourceConsumption) Size 

func (m *ResourceConsumption) Size() (n int)

func (*ResourceConsumption) String 

func (this *ResourceConsumption) String() string

func (*ResourceConsumption) Unmarshal 

func (m *ResourceConsumption) Unmarshal(dAtA []byte) error

func (*ResourceConsumption) XXX_DiscardUnknown 

func (m *ResourceConsumption) XXX_DiscardUnknown()

func (*ResourceConsumption) XXX_Marshal 

func (m *ResourceConsumption) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ResourceConsumption) XXX_Merge 

func (m *ResourceConsumption) XXX_Merge(src proto.Message)

func (*ResourceConsumption) XXX_Size 

func (m *ResourceConsumption) XXX_Size() int

func (*ResourceConsumption) XXX_Unmarshal 

func (m *ResourceConsumption) XXX_Unmarshal(b []byte) error

type SamplerName 

type SamplerName string

+kubebuilder:validation:Enum="random";"grid";"bayesian";"tpe";"manual";"auto"; 

const (
	RandomSearch     SamplerName = "random"
	GridSearch       SamplerName = "grid"
	BayesianSearch   SamplerName = "bayesian"
	TPESearch        SamplerName = "tpe"
	ManualSearch     SamplerName = "manual"
	AutoSearchMethod SamplerName = "auto"
)

type SearchSpec 

type SearchSpec struct {
	// The hyper-parameter optimization search method
	// +kubebuilder:default:=tpe
	// +kubebuilder:validation:Optional
	Sampler *SamplerName `json:"sampler,omitempty" protobuf:"bytes,1,opt,name=sampler"`
	// Pruner specifies the configuration to run a model search using a pruning algorithm. Using a pruning
	// algorithm allows you to train a large number of candidate models with a subset of the dataset
	// +kubebuilder:validation:Optional
	Pruner PrunerSpec `json:"pruner,omitempty" protobuf:"bytes,2,opt,name=pruner"`
	// The maximum cost that can be incurred before stopping the model search (applicable for deep learning models)
	// +kubebuilder:validation:Optional
	// +kubebuilder:default:=100
	// +kubebuilder:validation:Minimum=1
	// +kubebuilder:validation:Maximum=1000
	MaxCost *int32 `json:"maxCost,omitempty" protobuf:"varint,3,opt,name=maxCost"`
	// The maximum number of minutes, that the model search can run for
	// +kubebuilder:default:=60
	// +kubebuilder:validation:Minimum=1
	// +kubebuilder:validation:Maximum=10000
	// +kubebuilder:validation:Optional
	MaxTime *int32 `json:"maxTime,omitempty" protobuf:"varint,4,opt,name=maxTime"`
	// The maximum number of candidate models that will be sampled and trained
	// +kubebuilder:default:=10
	// +kubebuilder:validation:Minimum=1
	// +kubebuilder:validation:Maximum=1000
	// +kubebuilder:validation:Optional
	MaxModels *int32 `json:"maxModels,omitempty" protobuf:"varint,5,opt,name=maxModels"`
	// The minimum best score needed to finish the search. The system will finish the search when the minimum is reached.
	// Note that this number can be negative for a regression.
	// +kubebuilder:default:=9999999999
	// +kubebuilder:validation:Optional
	MinBestScore *float64 `json:"minBestScore,omitempty" protobuf:"bytes,6,opt,name=minBestScore"`
	// The desired number of trainers that will train candidate models in parallel. The number
	// of trainers is restricted based on the allowance provided by the active License
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	// +kubebuilder:validation:Maximum=50
	// +kubebuilder:validation:Minimum=0
	Trainers *int32 `json:"trainers,omitempty" protobuf:"varint,7,opt,name=trainers"`
	// The number of top candidate models that will be moved to the testing phase once the model search is complete.
	// By default, only the best model will be retained
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Minimum=1
	// +kubebuilder:validation:Maximum=5
	Test *int32 `json:"test,omitempty" protobuf:"varint,8,opt,name=test"`
	// The number of top candidate models, sorted by their objective score, that will be retained in
	// the case that garbage collection is enabled. All other models will be archived
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Maximum=100
	RetainTop *int32 `json:"retainTop,omitempty" protobuf:"varint,9,opt,name=retainTop"`
	// The time, in minutes, for which candidate models (excluding the best model) will be
	// retained, after which they will be archived
	// +kubebuilder:default:=60
	// +kubebuilder:validation:Minimum=0
	// +kubebuilder:validation:Maximum=2400
	RetainFor *int32 `json:"retainedFor,omitempty" protobuf:"varint,10,opt,name=retainedFor"`
	// SearchSpace specifies the algorithms available to candidate models
	// +kubebuilder:validation:Optional
	SearchSpace AlgorithmSearchSpaceSpec `json:"searchSpace,omitempty" protobuf:"bytes,11,opt,name=searchSpace"`
	// The number of new models produced by the search which, if there is no improvement
	// in score, the model search will conclude
	// +kubebuilder:validation:Optional
	EarlyStop EarlyStopSpec `json:"earlyStop,omitempty" protobuf:"varint,12,opt,name=earlyStop"`
	// The objective metric that will be measured against all models to evaluate their performance
	// +kubebuilder:validation:Optional
	Objective *catalog.Metric `json:"objective,omitempty" protobuf:"bytes,14,opt,name=objective"`
	// The second objective metric that will be measured and evaluated in tandem with the primary objective.
	// The model search optimizer will attempt to optimize both metrics
	// +kubebuilder:default:="none"
	// +kubebuilder:validation:Optional
	Objective2 *catalog.Metric `json:"objective2,omitempty" protobuf:"bytes,15,opt,name=objective2"`
}

SearchSpec specifies the configuration for a distributed model search

func (*SearchSpec) DeepCopy 

func (in *SearchSpec) DeepCopy() *SearchSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SearchSpec.

func (*SearchSpec) DeepCopyInto 

func (in *SearchSpec) DeepCopyInto(out *SearchSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*SearchSpec) Default 

func (ms *SearchSpec) Default(task *catalog.MLTask)

func (*SearchSpec) Descriptor 

func (*SearchSpec) Descriptor() ([]byte, []int)

func (*SearchSpec) Marshal 

func (m *SearchSpec) Marshal() (dAtA []byte, err error)

func (*SearchSpec) MarshalTo 

func (m *SearchSpec) MarshalTo(dAtA []byte) (int, error)

func (*SearchSpec) MarshalToSizedBuffer 

func (m *SearchSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*SearchSpec) ProtoMessage 

func (*SearchSpec) ProtoMessage()

func (*SearchSpec) Reset 

func (m *SearchSpec) Reset()

func (*SearchSpec) Size 

func (m *SearchSpec) Size() (n int)

func (*SearchSpec) String 

func (this *SearchSpec) String() string

func (*SearchSpec) Unmarshal 

func (m *SearchSpec) Unmarshal(dAtA []byte) error

func (*SearchSpec) XXX_DiscardUnknown 

func (m *SearchSpec) XXX_DiscardUnknown()

func (*SearchSpec) XXX_Marshal 

func (m *SearchSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*SearchSpec) XXX_Merge 

func (m *SearchSpec) XXX_Merge(src proto.Message)

func (*SearchSpec) XXX_Size 

func (m *SearchSpec) XXX_Size() int

func (*SearchSpec) XXX_Unmarshal 

func (m *SearchSpec) XXX_Unmarshal(b []byte) error

type SegmentSpec 

type SegmentSpec struct {
	// The name of the column
	// +kubebuilder:validation:Required
	// +required
	ColumnName *string `json:"columnName,omitempty" protobuf:"bytes,1,opt,name=columnName"`
	// The segment operation
	// +kubebuilder:validation:Required
	// +required
	OP *catalog.Op `json:"op,omitempty" protobuf:"bytes,2,opt,name=op"`
	// The value operation
	// +kubebuilder:validation:Required
	// +required
	Value *string `json:"value,omitempty" protobuf:"bytes,3,opt,name=value"`
}

func (*SegmentSpec) DeepCopy 

func (in *SegmentSpec) DeepCopy() *SegmentSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SegmentSpec.

func (*SegmentSpec) DeepCopyInto 

func (in *SegmentSpec) DeepCopyInto(out *SegmentSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*SegmentSpec) Descriptor 

func (*SegmentSpec) Descriptor() ([]byte, []int)

func (*SegmentSpec) Marshal 

func (m *SegmentSpec) Marshal() (dAtA []byte, err error)

func (*SegmentSpec) MarshalTo 

func (m *SegmentSpec) MarshalTo(dAtA []byte) (int, error)

func (*SegmentSpec) MarshalToSizedBuffer 

func (m *SegmentSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*SegmentSpec) ProtoMessage 

func (*SegmentSpec) ProtoMessage()

func (*SegmentSpec) Reset 

func (m *SegmentSpec) Reset()

func (*SegmentSpec) Size 

func (m *SegmentSpec) Size() (n int)

func (*SegmentSpec) String 

func (this *SegmentSpec) String() string

func (*SegmentSpec) Unmarshal 

func (m *SegmentSpec) Unmarshal(dAtA []byte) error

func (*SegmentSpec) XXX_DiscardUnknown 

func (m *SegmentSpec) XXX_DiscardUnknown()

func (*SegmentSpec) XXX_Marshal 

func (m *SegmentSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*SegmentSpec) XXX_Merge 

func (m *SegmentSpec) XXX_Merge(src proto.Message)

func (*SegmentSpec) XXX_Size 

func (m *SegmentSpec) XXX_Size() int

func (*SegmentSpec) XXX_Unmarshal 

func (m *SegmentSpec) XXX_Unmarshal(b []byte) error

type ServingSpec added in v0.4.399 

type ServingSpec struct {
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,1,opt,name=resources"`
	// +kubebuilder:default:="cloudpickle"
	// +kubebuilder:validation:Optional
	Format *catalog.ModelServingFormat `json:"format,omitempty" protobuf:"bytes,2,opt,name=format"`
}

ServingSpec specifies the requirements to serve a model

func (*ServingSpec) DeepCopy added in v0.4.399 

func (in *ServingSpec) DeepCopy() *ServingSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ServingSpec.

func (*ServingSpec) DeepCopyInto added in v0.4.399 

func (in *ServingSpec) DeepCopyInto(out *ServingSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ServingSpec) Descriptor added in v0.4.399 

func (*ServingSpec) Descriptor() ([]byte, []int)

func (*ServingSpec) Marshal added in v0.4.399 

func (m *ServingSpec) Marshal() (dAtA []byte, err error)

func (*ServingSpec) MarshalTo added in v0.4.399 

func (m *ServingSpec) MarshalTo(dAtA []byte) (int, error)

func (*ServingSpec) MarshalToSizedBuffer added in v0.4.399 

func (m *ServingSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ServingSpec) ProtoMessage added in v0.4.399 

func (*ServingSpec) ProtoMessage()

func (*ServingSpec) Reset added in v0.4.399 

func (m *ServingSpec) Reset()

func (*ServingSpec) Size added in v0.4.399 

func (m *ServingSpec) Size() (n int)

func (*ServingSpec) String added in v0.4.399 

func (this *ServingSpec) String() string

func (*ServingSpec) Unmarshal added in v0.4.399 

func (m *ServingSpec) Unmarshal(dAtA []byte) error

func (*ServingSpec) XXX_DiscardUnknown added in v0.4.399 

func (m *ServingSpec) XXX_DiscardUnknown()

func (*ServingSpec) XXX_Marshal added in v0.4.399 

func (m *ServingSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ServingSpec) XXX_Merge added in v0.4.399 

func (m *ServingSpec) XXX_Merge(src proto.Message)

func (*ServingSpec) XXX_Size added in v0.4.399 

func (m *ServingSpec) XXX_Size() int

func (*ServingSpec) XXX_Unmarshal added in v0.4.399 

func (m *ServingSpec) XXX_Unmarshal(b []byte) error

type StageName 

type StageName string

+kubebuilder:validation:Enum="data";"train";"uat";"capacity";"deployment";"release" 

const (
	DataStage       StageName = "data"
	TrainStage      StageName = "training"
	UatStage        StageName = "uat"
	CapacityStage   StageName = "capacity"
	DeploymentStage StageName = "deployment"
	ReleaseStage    StageName = "release"
	MonitoringStage StageName = "monitoring"
	LabelingStage   StageName = "labeling"
)

type StageStatusPhase 

type StageStatusPhase string
const (
	StageStatusPhaseRunning            StageStatusPhase = "Running"
	StageStatusPhaseTraining           StageStatusPhase = "Training"   // search and train for the best model
	StageStatusPhasePublishing         StageStatusPhase = "Publishing" // publish the model
	StageStatusPhaseUnitTests          StageStatusPhase = "UnitTesting"
	StageStatusPhaseReleasing          StageStatusPhase = "Releasing"
	StageStatusPhaseWaitingForApproval StageStatusPhase = "WaitingForApproval"
	StageStatusPhaseApproved           StageStatusPhase = "Approved"
	StageStatusPhaseDenied             StageStatusPhase = "Denied"
	StageStatusPhaseCompleted          StageStatusPhase = "Completed"
	StageStatusPhaseFailed             StageStatusPhase = "Failed"
)

type Study 

type Study struct {
	metav1.TypeMeta   `json:",inline"`
	metav1.ObjectMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`
	Spec              StudySpec   `json:"spec,omitempty" protobuf:"bytes,2,opt,name=spec"`
	Status            StudyStatus `json:"status,omitempty" protobuf:"bytes,3,opt,name=status"`
}

Study represents an automatic search for the best machine learning model for a given dataset +kubebuilder:subresource:status +kubebuilder:object:root=true +kubebuilder:printcolumn:name="Status",type="string",JSONPath=".status.phase" +kubebuilder:printcolumn:name="Progress",type="number",JSONPath=".status.progress",priority=1 +kubebuilder:printcolumn:name="Owner",type="string",JSONPath=".spec.owner",priority=1 +kubebuilder:printcolumn:name="Version",type="string",JSONPath=".spec.versionName",priority=1 +kubebuilder:printcolumn:name="Dataset",type="string",JSONPath=".spec.datasetName" +kubebuilder:printcolumn:name="Task",type="string",JSONPath=".spec.task" +kubebuilder:printcolumn:name="Objective",type="string",JSONPath=".spec.search.objective" +kubebuilder:printcolumn:name="Score",type="number",JSONPath=".status.bestModelScore" +kubebuilder:printcolumn:name="Best model",type="string",JSONPath=".status.bestModel" +kubebuilder:printcolumn:name="Trained",type="number",JSONPath=".status.search.completed" +kubebuilder:printcolumn:name="Tested",type="number",JSONPath=".status.test.completed" +kubebuilder:printcolumn:name="StartTime",type="date",JSONPath=".status.startTime",priority=1 +kubebuilder:printcolumn:name="CompletionTime",type="date",JSONPath=".status.completionTime",priority=1 +kubebuilder:printcolumn:name="Last Failure",type="string",JSONPath=".status.lastFailure" +kubebuilder:printcolumn:name="Age",type="date",JSONPath=".metadata.creationTimestamp" +kubebuilder:resource:path=studies,singular=study,shortName=sd,categories={training,modela}

func NewStudy 

func NewStudy(ns string, name string, dataset string) *Study

func ParseStudyYaml 

func ParseStudyYaml(content []byte) (*Study, error)

func (*Study) Aborted 

func (study *Study) Aborted() bool

func (*Study) AddFinalizer 

func (study *Study) AddFinalizer()

func (*Study) AddPipelineLable 

func (study *Study) AddPipelineLable(pipeline string)

func (*Study) ArchiveKey added in v0.4.515 

func (study *Study) ArchiveKey() string

func (*Study) AutoSplit added in v0.4.514 

func (study *Study) AutoSplit(rows int32)

use to sort the model by score

func (*Study) Baselined 

func (study *Study) Baselined() bool

func (*Study) CanStart 

func (study *Study) CanStart() bool

func (*Study) CompletionAlert added in v0.4.601 

func (study *Study) CompletionAlert(tenantRef *v1.ObjectReference, notifierName *string) *infra.Alert

func (*Study) CreateOrUpdateCond 

func (study *Study) CreateOrUpdateCond(cond StudyCondition)

Merge or update condition

func (*Study) CreatePartitionsPaths 

func (study *Study) CreatePartitionsPaths() []string

based on the levels in the study, create all the paths

func (*Study) CreateReport 

func (study *Study) CreateReport(key string, bucketName string) *Report

func (*Study) DeepCopy 

func (in *Study) DeepCopy() *Study

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new Study.

func (*Study) DeepCopyInto 

func (in *Study) DeepCopyInto(out *Study)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*Study) DeepCopyObject 

func (in *Study) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*Study) Default 

func (study *Study) Default()

func (*Study) DefaultBaselineEstimator added in v0.4.383 

func (study *Study) DefaultBaselineEstimator(task catalog.MLTask) catalog.ClassicEstimatorName

func (*Study) DefaultFESearchEstimator added in v0.4.379 

func (study *Study) DefaultFESearchEstimator(task catalog.MLTask) catalog.ClassicEstimatorName

func (*Study) Deleted 

func (study *Study) Deleted() bool

func (*Study) Descriptor 

func (*Study) Descriptor() ([]byte, []int)

func (*Study) EnsembleTrained 

func (study *Study) EnsembleTrained() bool

func (*Study) Ensembled 

func (study *Study) Ensembled() bool

func (*Study) ErrorAlert added in v0.4.601 

func (study *Study) ErrorAlert(tenantRef *v1.ObjectReference, notifierName *string, err error) *infra.Alert

func (*Study) FeatureEngineered 

func (study *Study) FeatureEngineered() bool

func (*Study) GetCond 

func (study *Study) GetCond(t StudyConditionType) StudyCondition

func (*Study) GetCondIdx 

func (study *Study) GetCondIdx(t StudyConditionType) int

func (*Study) HasFinalizer 

func (study *Study) HasFinalizer() bool

func (*Study) IsFailed 

func (study *Study) IsFailed() bool

func (*Study) IsForecast 

func (r *Study) IsForecast() bool

func (*Study) IsInCond 

func (study *Study) IsInCond(ct StudyConditionType) bool

func (*Study) IsPartitioned 

func (r *Study) IsPartitioned() bool

func (*Study) IsReady 

func (r *Study) IsReady() bool

func (*Study) IsRunning 

func (study *Study) IsRunning() bool

func (*Study) IsSearching added in v0.4.421 

func (r *Study) IsSearching() bool

func (*Study) LiveKey added in v0.4.515 

func (study *Study) LiveKey() string

func (*Study) ManifestUri 

func (study *Study) ManifestUri() string

func (*Study) MarkAbortFailed added in v0.4.449 

func (study *Study) MarkAbortFailed(err string)

func (*Study) MarkAborted 

func (study *Study) MarkAborted()

func (*Study) MarkBaselineFailed 

func (study *Study) MarkBaselineFailed(err string)

func (*Study) MarkBaselined 

func (study *Study) MarkBaselined()

func (*Study) MarkBaselining 

func (study *Study) MarkBaselining()

func (*Study) MarkEnsembleFailed 

func (study *Study) MarkEnsembleFailed(err string)

func (*Study) MarkEnsembleTrained 

func (study *Study) MarkEnsembleTrained()

func (*Study) MarkEnsembled 

func (study *Study) MarkEnsembled()

func (*Study) MarkEnsembling 

func (study *Study) MarkEnsembling()

func (*Study) MarkFeatureEngineered 

func (study *Study) MarkFeatureEngineered()

func (*Study) MarkFeatureEngineering 

func (study *Study) MarkFeatureEngineering()

func (*Study) MarkFeatureEngineeringFailed 

func (study *Study) MarkFeatureEngineeringFailed(err string)

func (*Study) MarkGCFailed added in v0.4.506 

func (study *Study) MarkGCFailed(err string)

func (*Study) MarkPartitioned 

func (study *Study) MarkPartitioned() bool

func (*Study) MarkPartitionedFailed added in v0.4.448 

func (study *Study) MarkPartitionedFailed(err string)

func (*Study) MarkPauseFailed added in v0.4.449 

func (study *Study) MarkPauseFailed(err string)

func (*Study) MarkPaused 

func (study *Study) MarkPaused()

func (*Study) MarkProfileFailed 

func (study *Study) MarkProfileFailed(err string)

func (*Study) MarkProfiled 

func (study *Study) MarkProfiled(url string)

func (*Study) MarkProfiling 

func (study *Study) MarkProfiling()

func (*Study) MarkReady 

func (study *Study) MarkReady()

func (*Study) MarkReadyFailed added in v0.4.506 

func (study *Study) MarkReadyFailed(err string)

func (*Study) MarkReportFailed 

func (study *Study) MarkReportFailed(err string)

func (*Study) MarkReported 

func (study *Study) MarkReported(name string)

func (*Study) MarkReporting 

func (study *Study) MarkReporting()

func (*Study) MarkResumed 

func (study *Study) MarkResumed()

func (*Study) MarkSaved 

func (study *Study) MarkSaved()

func (*Study) MarkSearchFailed 

func (study *Study) MarkSearchFailed(err string)

func (*Study) MarkSearched 

func (study *Study) MarkSearched()

func (*Study) MarkSearching 

func (study *Study) MarkSearching()

func (*Study) MarkSplitFailed 

func (study *Study) MarkSplitFailed(err string)

func (*Study) MarkSplitted 

func (study *Study) MarkSplitted()

func (*Study) MarkTested 

func (study *Study) MarkTested()

func (*Study) MarkTesting 

func (study *Study) MarkTesting()

func (*Study) MarkTestingFailed 

func (study *Study) MarkTestingFailed(err string)

func (*Study) Marshal 

func (m *Study) Marshal() (dAtA []byte, err error)

func (*Study) MarshalTo 

func (m *Study) MarshalTo(dAtA []byte) (int, error)

func (*Study) MarshalToSizedBuffer 

func (m *Study) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*Study) MaxTimeOrModelReached 

func (study *Study) MaxTimeOrModelReached() bool

Answer true if the cv period ended.

func (*Study) ModelTested 

func (study *Study) ModelTested() bool

func (*Study) ModelsWaiting 

func (s *Study) ModelsWaiting() bool

Tru if there are models waiting for test

func (*Study) OpName 

func (study *Study) OpName() string

This is the operation name for the study.

func (*Study) Paused 

func (study *Study) Paused() bool

------------------- Paused

func (*Study) Phase 

func (study *Study) Phase() StudyPhase

Compute the current phase based on the condition

func (*Study) PipelineName 

func (study *Study) PipelineName() string

func (*Study) PrintConditions 

func (study *Study) PrintConditions()

func (*Study) Profiled 

func (study *Study) Profiled() bool

func (*Study) ProtoMessage 

func (*Study) ProtoMessage()

func (*Study) Random 

func (study *Study) Random() bool

func (*Study) ReachedMaxFEModels 

func (study *Study) ReachedMaxFEModels() bool

func (*Study) ReachedMaxFETime 

func (study *Study) ReachedMaxFETime() bool

func (*Study) ReachedMaxModels 

func (study *Study) ReachedMaxModels() bool

func (*Study) ReachedMaxTime 

func (study *Study) ReachedMaxTime() bool

Enabled if we reached max time

func (*Study) Ready 

func (study *Study) Ready() bool

func (*Study) RefreshProgress 

func (study *Study) RefreshProgress()

func (*Study) RemoveFinalizer 

func (study *Study) RemoveFinalizer()

func (*Study) ReportName 

func (study *Study) ReportName() string

func (*Study) ReportUri 

func (study *Study) ReportUri() string

dataproducts/*/studies/*/study-<name>-report.pdf

func (*Study) Reported 

func (study *Study) Reported() bool

func (*Study) Reset 

func (m *Study) Reset()

func (*Study) RootUri 

func (study *Study) RootUri() string

func (*Study) Saved 

func (study *Study) Saved() bool

func (*Study) Searched 

func (study *Study) Searched() bool

func (*Study) SetStartTime 

func (study *Study) SetStartTime()

func (*Study) SetTrainTest 

func (study *Study) SetTrainTest(rows int32)

Set the train/test validation based on the number of rows

func (*Study) SetupWebhookWithManager 

func (study *Study) SetupWebhookWithManager(mgr ctrl.Manager) error

Set up the webhook with the manager.

func (*Study) ShouldEarlyStopFE added in v0.4.759 

func (study *Study) ShouldEarlyStopFE() bool

func (*Study) ShouldEarlyStopTraining added in v0.4.759 

func (study *Study) ShouldEarlyStopTraining() bool

func (*Study) Size 

func (m *Study) Size() (n int)

func (*Study) Splitted 

func (study *Study) Splitted() bool

func (*Study) String 

func (this *Study) String() string

func (*Study) Tested 

func (study *Study) Tested() bool

func (*Study) ToYamlFile 

func (study *Study) ToYamlFile() ([]byte, error)

func (*Study) Unmarshal 

func (m *Study) Unmarshal(dAtA []byte) error

func (*Study) UpdateEndTime added in v0.4.607 

func (study *Study) UpdateEndTime()

func (*Study) ValidateCreate 

func (study *Study) ValidateCreate() error

ValidateCreate implements webhook.Validator so a webhook will be registered for the type

func (*Study) ValidateDelete 

func (study *Study) ValidateDelete() error

func (*Study) ValidateUpdate 

func (study *Study) ValidateUpdate(old runtime.Object) error

ValidateUpdate implements webhook.Validator so a webhook will be registered for the type

func (*Study) XXX_DiscardUnknown 

func (m *Study) XXX_DiscardUnknown()

func (*Study) XXX_Marshal 

func (m *Study) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*Study) XXX_Merge 

func (m *Study) XXX_Merge(src proto.Message)

func (*Study) XXX_Size 

func (m *Study) XXX_Size() int

func (*Study) XXX_Unmarshal 

func (m *Study) XXX_Unmarshal(b []byte) error

type StudyCondition 

type StudyCondition struct {
	// Type of study condition
	// +kubebuilder:validation:Optional
	Type StudyConditionType `json:"type" protobuf:"bytes,1,opt,name=type,casttype=StudyConditionType"`
	// Status of the condition, one of True, False, Unknown
	// +kubebuilder:validation:Optional
	Status v1.ConditionStatus `json:"status" protobuf:"bytes,2,opt,name=status,casttype=k8s.io/api/core/v1.ConditionStatus"`
	// Last time the condition transitioned from one status to another
	// +kubebuilder:validation:Optional
	LastTransitionTime *metav1.Time `json:"lastTransitionTime,omitempty" protobuf:"bytes,4,opt,name=lastTransitionTime"`
	// The reason for the condition's last transition
	// +kubebuilder:validation:Optional
	Reason string `json:"reason,omitempty" protobuf:"bytes,5,opt,name=reason"`
	// A human-readable message indicating details about the transition
	// +kubebuilder:validation:Optional
	Message string `json:"message,omitempty" protobuf:"bytes,6,opt,name=message"`
}

StudyCondition describes the state of a Study at a certain point

func (*StudyCondition) DeepCopy 

func (in *StudyCondition) DeepCopy() *StudyCondition

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StudyCondition.

func (*StudyCondition) DeepCopyInto 

func (in *StudyCondition) DeepCopyInto(out *StudyCondition)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*StudyCondition) Descriptor 

func (*StudyCondition) Descriptor() ([]byte, []int)

func (*StudyCondition) Marshal 

func (m *StudyCondition) Marshal() (dAtA []byte, err error)

func (*StudyCondition) MarshalTo 

func (m *StudyCondition) MarshalTo(dAtA []byte) (int, error)

func (*StudyCondition) MarshalToSizedBuffer 

func (m *StudyCondition) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*StudyCondition) ProtoMessage 

func (*StudyCondition) ProtoMessage()

func (*StudyCondition) Reset 

func (m *StudyCondition) Reset()

func (*StudyCondition) Size 

func (m *StudyCondition) Size() (n int)

func (*StudyCondition) String 

func (this *StudyCondition) String() string

func (*StudyCondition) Unmarshal 

func (m *StudyCondition) Unmarshal(dAtA []byte) error

func (*StudyCondition) XXX_DiscardUnknown 

func (m *StudyCondition) XXX_DiscardUnknown()

func (*StudyCondition) XXX_Marshal 

func (m *StudyCondition) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*StudyCondition) XXX_Merge 

func (m *StudyCondition) XXX_Merge(src proto.Message)

func (*StudyCondition) XXX_Size 

func (m *StudyCondition) XXX_Size() int

func (*StudyCondition) XXX_Unmarshal 

func (m *StudyCondition) XXX_Unmarshal(b []byte) error

type StudyConditionType 

type StudyConditionType string

StudyConditionType is the condition of a Study 

const (
	// StudyInitialized states that the resources needed for training are allocated and ready
	StudyInitialized StudyConditionType = "Initialized"
	// StudySplit states that the training dataset has been split and is ready for use
	StudySplit StudyConditionType = "StudySplit"
	// StudyFeatureEngineered states that the search for the best feature engineering pipeline is complete
	StudyFeatureEngineered StudyConditionType = "StudyFeaturesEngineered"
	// StudyBaselined states that baseline models for each algorithm have been trained
	StudyBaselined StudyConditionType = "StudyBaselined"
	// StudySearched states that the primary model search for algorithm and hyper-parameters is complete
	StudySearched StudyConditionType = "StudySearched"
	// StudyEnsembleCreated states that ensemble models were trained
	StudyEnsembleCreated StudyConditionType = "ModelsEnsembleCreated"
	// StudyTested states that the best model has been tested against training and testing datasets
	StudyTested StudyConditionType = "ModelTested"
	// StudyReported states that a Report resource has been generated for the Study
	StudyReported  StudyConditionType = "Reported"
	StudyProfiled  StudyConditionType = "Profiled"
	StudyExplained StudyConditionType = "Explained"
	StudyAborted   StudyConditionType = "Aborted"
	// StudyPaused states that the execution of the Study is paused
	StudyPaused StudyConditionType = "Paused"
	// StudySaved states that the Study has been archived in a database
	StudySaved StudyConditionType = "Saved"
	// StudyCompleted states that the Study has completed execution
	StudyCompleted   StudyConditionType = "Completed"
	StudyPartitioned StudyConditionType = "Partitioned"
	StudyArchived    StudyConditionType = "Archived"
)

/ Study Condition

type StudyForecastSpec 

type StudyForecastSpec struct {
	// Template to use for each model
	// +kubebuilder:validation:Optional
	Template ForecastSpec `json:"template,omitempty" protobuf:"bytes,1,opt,name=template"`
	// The group hierarchy, in the case of a multi-level forecast
	// +kubebuilder:validation:Optional
	Hierarchy Hierarchy `json:"hierarchy,omitempty" protobuf:"bytes,2,opt,name=hierarchy"`
}

StudyForecastSpec specifies the configuration to train a forecasting model

func (*StudyForecastSpec) DeepCopy 

func (in *StudyForecastSpec) DeepCopy() *StudyForecastSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StudyForecastSpec.

func (*StudyForecastSpec) DeepCopyInto 

func (in *StudyForecastSpec) DeepCopyInto(out *StudyForecastSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*StudyForecastSpec) Descriptor 

func (*StudyForecastSpec) Descriptor() ([]byte, []int)

func (*StudyForecastSpec) Marshal 

func (m *StudyForecastSpec) Marshal() (dAtA []byte, err error)

func (*StudyForecastSpec) MarshalTo 

func (m *StudyForecastSpec) MarshalTo(dAtA []byte) (int, error)

func (*StudyForecastSpec) MarshalToSizedBuffer 

func (m *StudyForecastSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*StudyForecastSpec) ProtoMessage 

func (*StudyForecastSpec) ProtoMessage()

func (*StudyForecastSpec) Reset 

func (m *StudyForecastSpec) Reset()

func (*StudyForecastSpec) Size 

func (m *StudyForecastSpec) Size() (n int)

func (*StudyForecastSpec) String 

func (this *StudyForecastSpec) String() string

func (*StudyForecastSpec) Unmarshal 

func (m *StudyForecastSpec) Unmarshal(dAtA []byte) error

func (*StudyForecastSpec) XXX_DiscardUnknown 

func (m *StudyForecastSpec) XXX_DiscardUnknown()

func (*StudyForecastSpec) XXX_Marshal 

func (m *StudyForecastSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*StudyForecastSpec) XXX_Merge 

func (m *StudyForecastSpec) XXX_Merge(src proto.Message)

func (*StudyForecastSpec) XXX_Size 

func (m *StudyForecastSpec) XXX_Size() int

func (*StudyForecastSpec) XXX_Unmarshal 

func (m *StudyForecastSpec) XXX_Unmarshal(b []byte) error

type StudyList 

type StudyList struct {
	metav1.TypeMeta `json:",inline"`
	metav1.ListMeta `json:"metadata,omitempty" protobuf:"bytes,1,opt,name=metadata"`

	Items []Study `json:"items" protobuf:"bytes,2,rep,name=items"`
}

StudyList contains a list of Studies +kubebuilder:object:root=true

func (*StudyList) DeepCopy 

func (in *StudyList) DeepCopy() *StudyList

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StudyList.

func (*StudyList) DeepCopyInto 

func (in *StudyList) DeepCopyInto(out *StudyList)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*StudyList) DeepCopyObject 

func (in *StudyList) DeepCopyObject() runtime.Object

DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.

func (*StudyList) Descriptor 

func (*StudyList) Descriptor() ([]byte, []int)

func (*StudyList) Marshal 

func (m *StudyList) Marshal() (dAtA []byte, err error)

func (*StudyList) MarshalTo 

func (m *StudyList) MarshalTo(dAtA []byte) (int, error)

func (*StudyList) MarshalToSizedBuffer 

func (m *StudyList) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*StudyList) ProtoMessage 

func (*StudyList) ProtoMessage()

func (*StudyList) Reset 

func (m *StudyList) Reset()

func (*StudyList) Size 

func (m *StudyList) Size() (n int)

func (*StudyList) String 

func (this *StudyList) String() string

func (*StudyList) Unmarshal 

func (m *StudyList) Unmarshal(dAtA []byte) error

func (*StudyList) XXX_DiscardUnknown 

func (m *StudyList) XXX_DiscardUnknown()

func (*StudyList) XXX_Marshal 

func (m *StudyList) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*StudyList) XXX_Merge 

func (m *StudyList) XXX_Merge(src proto.Message)

func (*StudyList) XXX_Size 

func (m *StudyList) XXX_Size() int

func (*StudyList) XXX_Unmarshal 

func (m *StudyList) XXX_Unmarshal(b []byte) error

type StudyPhase 

type StudyPhase string

StudyPhase is the current phase of a Study 

const (
	StudyPhaseModelPending       StudyPhase = "Pending"
	StudyPhaseSplitting          StudyPhase = "Splitting"
	StudyPhaseSplit              StudyPhase = "Split"
	StudyPhaseEngineeringFeature StudyPhase = "EngineeringFeatures"
	StudyPhaseFeatureEngineered  StudyPhase = "FeaturesEngineered"
	StudyPhaseBaseline           StudyPhase = "Baselining"
	StudyPhaseBaselined          StudyPhase = "Baselined"
	StudyPhaseSearching          StudyPhase = "Searching"
	StudyPhaseSearched           StudyPhase = "Searched"
	StudyPhaseCreatingEnsembles  StudyPhase = "CreatingEnsembles"
	StudyPhaseCreatedEnsembles   StudyPhase = "CreatedEnsembles"
	StudyPhaseTesting            StudyPhase = "Testing"
	StudyPhaseTested             StudyPhase = "Tested"
	StudyPhaseReported           StudyPhase = "Reported"
	StudyPhaseReporting          StudyPhase = "Reporting"
	StudyPhaseProfiling          StudyPhase = "Profiling"
	StudyPhaseProfiled           StudyPhase = "Profiled"
	StudyPhaseExplaining         StudyPhase = "Explaining"
	StudyPhaseExplained          StudyPhase = "Explained"
	StudyPhaseCompleted          StudyPhase = "Completed"
	StudyPhaseFailed             StudyPhase = "Failed"
	StudyPhaseAborted            StudyPhase = "Aborted"
	StudyPhasePaused             StudyPhase = "Paused"
)

type StudyPhaseStatus 

type StudyPhaseStatus struct {
	// The time at which the phase started
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,1,opt,name=startTime"`
	// The time at which the phase concluded
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"endTime,omitempty" protobuf:"bytes,2,opt,name=endTime"`
	// The number of models pending training
	// +kubebuilder:validation:Optional
	Waiting int32 `json:"waiting,omitempty" protobuf:"varint,3,opt,name=waiting"`
	// The number of models currently being trained
	// +kubebuilder:validation:Optional
	Running int32 `json:"running,omitempty" protobuf:"varint,4,opt,name=running"`
	// The number of models that experienced an error whilst training
	// +kubebuilder:validation:Optional
	Failed int32 `json:"failed,omitempty" protobuf:"varint,5,opt,name=failed"`
	// The number of models that have been successfully trained
	// +kubebuilder:validation:Optional
	Completed int32 `json:"completed,omitempty" protobuf:"varint,6,opt,name=completed"`
	// Best score so far in this phase. The best score is the value of the objective.
	// +kubebuilder:validation:Optional
	BestScore float64 `json:"bestScore,omitempty" protobuf:"varint,7,opt,name=bestScore"`
	// Actual number of models where no progress was made. This used to decide on early stop.
	// +kubebuilder:validation:Optional
	ModelsWithNoProgress int32 `json:"modelsWithNoProgress,omitempty" protobuf:"varint,8,opt,name=modelsWithNoProgress"`
}

StudyPhaseStatus contains the statistics for a single phase of a Study

func (*StudyPhaseStatus) DeepCopy 

func (in *StudyPhaseStatus) DeepCopy() *StudyPhaseStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StudyPhaseStatus.

func (*StudyPhaseStatus) DeepCopyInto 

func (in *StudyPhaseStatus) DeepCopyInto(out *StudyPhaseStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*StudyPhaseStatus) Descriptor 

func (*StudyPhaseStatus) Descriptor() ([]byte, []int)

func (*StudyPhaseStatus) Marshal 

func (m *StudyPhaseStatus) Marshal() (dAtA []byte, err error)

func (*StudyPhaseStatus) MarshalTo 

func (m *StudyPhaseStatus) MarshalTo(dAtA []byte) (int, error)

func (*StudyPhaseStatus) MarshalToSizedBuffer 

func (m *StudyPhaseStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*StudyPhaseStatus) ProtoMessage 

func (*StudyPhaseStatus) ProtoMessage()

func (*StudyPhaseStatus) Reset 

func (m *StudyPhaseStatus) Reset()

func (*StudyPhaseStatus) Size 

func (m *StudyPhaseStatus) Size() (n int)

func (*StudyPhaseStatus) String 

func (this *StudyPhaseStatus) String() string

func (*StudyPhaseStatus) Unmarshal 

func (m *StudyPhaseStatus) Unmarshal(dAtA []byte) error

func (*StudyPhaseStatus) XXX_DiscardUnknown 

func (m *StudyPhaseStatus) XXX_DiscardUnknown()

func (*StudyPhaseStatus) XXX_Marshal 

func (m *StudyPhaseStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*StudyPhaseStatus) XXX_Merge 

func (m *StudyPhaseStatus) XXX_Merge(src proto.Message)

func (*StudyPhaseStatus) XXX_Size 

func (m *StudyPhaseStatus) XXX_Size() int

func (*StudyPhaseStatus) XXX_Unmarshal 

func (m *StudyPhaseStatus) XXX_Unmarshal(b []byte) error

type StudyScheduleSpec 

type StudyScheduleSpec struct {
	// Indicates if the schedule is enabled
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// The time at which the Study will begin execution
	// +kubebuilder:validation:Optional
	StartAt *metav1.Time `json:"startAt,omitempty" protobuf:"bytes,2,opt,name=startAt"`
}

StudyScheduleSpec specifies the parameters for a Study to be executed at a certain time

func (*StudyScheduleSpec) DeepCopy 

func (in *StudyScheduleSpec) DeepCopy() *StudyScheduleSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StudyScheduleSpec.

func (*StudyScheduleSpec) DeepCopyInto 

func (in *StudyScheduleSpec) DeepCopyInto(out *StudyScheduleSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*StudyScheduleSpec) Descriptor 

func (*StudyScheduleSpec) Descriptor() ([]byte, []int)

func (*StudyScheduleSpec) Marshal 

func (m *StudyScheduleSpec) Marshal() (dAtA []byte, err error)

func (*StudyScheduleSpec) MarshalTo 

func (m *StudyScheduleSpec) MarshalTo(dAtA []byte) (int, error)

func (*StudyScheduleSpec) MarshalToSizedBuffer 

func (m *StudyScheduleSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*StudyScheduleSpec) ProtoMessage 

func (*StudyScheduleSpec) ProtoMessage()

func (*StudyScheduleSpec) Reset 

func (m *StudyScheduleSpec) Reset()

func (*StudyScheduleSpec) Size 

func (m *StudyScheduleSpec) Size() (n int)

func (*StudyScheduleSpec) String 

func (this *StudyScheduleSpec) String() string

func (*StudyScheduleSpec) Unmarshal 

func (m *StudyScheduleSpec) Unmarshal(dAtA []byte) error

func (*StudyScheduleSpec) XXX_DiscardUnknown 

func (m *StudyScheduleSpec) XXX_DiscardUnknown()

func (*StudyScheduleSpec) XXX_Marshal 

func (m *StudyScheduleSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*StudyScheduleSpec) XXX_Merge 

func (m *StudyScheduleSpec) XXX_Merge(src proto.Message)

func (*StudyScheduleSpec) XXX_Size 

func (m *StudyScheduleSpec) XXX_Size() int

func (*StudyScheduleSpec) XXX_Unmarshal 

func (m *StudyScheduleSpec) XXX_Unmarshal(b []byte) error

type StudySpec 

type StudySpec struct {
	// The name of the DataProductVersion which describes the version of the resource
	// that exists in the same DataProduct namespace as the resource
	// +kubebuilder:validation:MaxLength=63
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	VersionName *string `json:"versionName" protobuf:"bytes,1,opt,name=versionName"`
	// The user-provided description of the Study
	// +kubebuilder:default:=""
	// +kubebuilder:validation:MaxLength=512
	// +kubebuilder:validation:Optional
	Description *string `json:"description,omitempty" protobuf:"bytes,2,opt,name=description"`
	// The reference to the Lab under which the Model resources created by the Study will be trained.
	// If unspecified, the default Lab from the parent DataProduct will be used
	// +kubebuilder:validation:Optional
	LabRef v1.ObjectReference `json:"labRef,omitempty" protobuf:"bytes,3,opt,name=labRef"`
	// The name of the Dataset resource that will be used to train models with.
	// The dataset will be split into individual training, testing, and validation datasets
	// +kubebuilder:validation:Required
	// +required
	DatasetName *string `json:"datasetName" protobuf:"bytes,4,opt,name=datasetName"`
	// The machine learning task type (i.e. regression, classification)
	// +kubebuilder:validation:Required
	// +required
	Task *catalog.MLTask `json:"task" protobuf:"bytes,5,opt,name=task"`
	// FeatureEngineeringSearch specifies the parameters to perform a feature engineering search
	// +kubebuilder:validation:Optional
	FeatureEngineeringSearch FeatureEngineeringSearchSpec `json:"feSearch,omitempty" protobuf:"bytes,6,opt,name=feSearch"`
	// Set the imbalance dataset handling.
	// +kubebuilder:validation:Optional
	ImbalanceHandler ImbalanceHandlingSpec `json:"imbalanceHandler,omitempty" protobuf:"bytes,7,opt,name=imbalanceHandler"`
	// Baseline specifies the parameters to generate baseline (default hyper-parameters) models
	// +kubebuilder:validation:Optional
	Baseline BaselineSpec `json:"baseline,omitempty" protobuf:"bytes,8,opt,name=baseline"`
	// Search specifies the configuration to perform the model search for the best algorithm and hyper-parameters
	// +kubebuilder:validation:Optional
	Search SearchSpec `json:"search,omitempty" protobuf:"bytes,9,opt,name=search"`
	// Ensembles specifies to parameters to generate ensemble models
	// +kubebuilder:validation:Optional
	Ensembles EnsemblesSpec `json:"ensembles,omitempty" protobuf:"bytes,10,opt,name=ensembles"`
	// TrainingTemplate specifies the configuration to train and evaluate models
	// +kubebuilder:validation:Optional
	TrainingTemplate TrainingSpec `json:"trainingTemplate,omitempty" protobuf:"bytes,11,opt,name=trainingTemplate"`
	// ServingTemplate specifies the model format and resource requirements that will be applied to
	// the Predictor created for the Model that will be selected by the Study
	// +kubebuilder:validation:Optional
	ServingTemplate ServingSpec `json:"servingTemplate,omitempty" protobuf:"bytes,12,opt,name=servingTemplate"`
	// ForecastSpec specifies the parameters required when generating a forecasting model
	// +kubebuilder:validation:Optional
	ForecastSpec StudyForecastSpec `json:"forecast,omitempty" protobuf:"bytes,13,opt,name=forecast"`
	// Schedule specifies the configuration to execute the Study at a later date
	// +kubebuilder:validation:Optional
	Schedule StudyScheduleSpec `json:"schedule,omitempty" protobuf:"bytes,14,opt,name=schedule"`
	// Interpretability specifies the parameters to create interpretability visualizations for the final model
	// +kubebuilder:validation:Optional
	Interpretability InterpretabilitySpec `json:"interpretability,omitempty" protobuf:"bytes,15,opt,name=interpretability"`
	// +kubebuilder:validation:Optional
	DriftDetector DriftDetectionSpec `json:"driftDetection,omitempty" protobuf:"bytes,16,opt,name=driftDetection"`
	// Aborted indicates that the execution of the Study and associated Models should be permanently stopped
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Aborted *bool `json:"aborted,omitempty" protobuf:"varint,17,opt,name=aborted"`
	// Reported indicates that a report will be generated for the Study
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Reported *bool `json:"reported,omitempty" protobuf:"varint,18,opt,name=reported"`
	// Paused indicates that the execution of new workloads associated with the Study should be paused
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Paused *bool `json:"paused,omitempty" protobuf:"varint,19,opt,name=paused"`
	// Profiled indicates that the Study will be profiled after the conclusion of it's model search
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Profiled *bool `json:"profiled,omitempty" protobuf:"varint,20,opt,name=profiled"`
	// ModelPublished indicates that a Docker image will be created containing the best model produced by the Study
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	ModelPublished *bool `json:"modelPublished,omitempty" protobuf:"varint,21,opt,name=modelPublished"`
	// ModelImagePushed indicates that if a Docker image of the best model will be pushed to a Docker image registry
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	ModelImagePushed *bool `json:"modelImagePushed,omitempty" protobuf:"varint,22,opt,name=modelImagePushed"`
	// ModelExplained indicates if interpretability diagrams, as specified
	// by the Interpretability field, will be produced for the final model
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	ModelExplained *bool `json:"modelExplained,omitempty" protobuf:"varint,23,opt,name=modelExplained"`
	// Fast indicates if Models associated with the Study should skip profiling, explaining, and reporting
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Fast *bool `json:"fast,omitempty" protobuf:"varint,24,opt,name=fast"`
	// The data location where Study artifacts (metadata, reports, and model artifacts) generated by the Study will be stored
	// +kubebuilder:validation:Optional
	Location data.DataLocation `json:"location,omitempty" protobuf:"bytes,25,opt,name=location"`
	// The name of the Account which created the object, which exists in the same tenant as the object
	// +kubebuilder:default:="no-one"
	// +kubebuilder:validation:Optional
	Owner *string `json:"owner,omitempty" protobuf:"bytes,26,opt,name=owner"`
	// CompilerSpec specifies the configuration to compile the best-selected model to a binary (currently unimplemented)
	//+kubebuilder:validation:Optional
	Compilation catalog.CompilerSpec `json:"compilation,omitempty" protobuf:"bytes,27,opt,name=compilation"`
	// Indicates if the Study is a template, in which case it will not be executed
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Template *bool `json:"template,omitempty" protobuf:"varint,28,opt,name=template"`
	// Indicates if the Study is flagged
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Flagged *bool `json:"flagged,omitempty" protobuf:"varint,29,opt,name=flagged"`
	// The notification specification that determines which notifiers will receive Alerts generated by the object
	//+kubebuilder:validation:Optional
	Notification catalog.NotificationSpec `json:"notification,omitempty" protobuf:"bytes,30,opt,name=notification"`
	// ModelImage specifies the configuration to upload Docker images of models to an image registry
	//+kubebuilder:validation:Optional
	ModelImage ModelImageSpec `json:"modelImage,omitempty" protobuf:"bytes,31,opt,name=modelImage"`
	// GarbageCollectionSpec specifies the configuration to automatically clean-up unused models
	//+kubebuilder:validation:Optional
	GC GarbageCollectionSpec `json:"gc,omitempty" protobuf:"bytes,32,opt,name=gc"`
	// The time-to-live, in seconds, for Model resources produced by the Study
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	TTL *int32 `json:"ttl,omitempty" protobuf:"varint,33,opt,name=ttl"`
	// ModelVersion specifies the version assigned to all the Model resources produced by the Study
	// +kubebuilder:default:=""
	// +kubebuilder:validation:Optional
	ModelVersion *string `json:"modelVersion,omitempty" protobuf:"varint,34,opt,name=modelVersion"`
	// The time, in seconds, after which the execution of the Study will be forcefully aborted (4 hours, by default)
	// +kubebuilder:default:= 14400
	// +kubebuilder:validation:Optional
	TimeoutInSecs *int32 `json:"timeoutInSecs,omitempty" protobuf:"bytes,35,opt,name=timeoutInSecs"`
}

StudySpec defines the desired state of a Study and the parameters for a model search

func (*StudySpec) DeepCopy 

func (in *StudySpec) DeepCopy() *StudySpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StudySpec.

func (*StudySpec) DeepCopyInto 

func (in *StudySpec) DeepCopyInto(out *StudySpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*StudySpec) Descriptor 

func (*StudySpec) Descriptor() ([]byte, []int)

func (*StudySpec) Marshal 

func (m *StudySpec) Marshal() (dAtA []byte, err error)

func (*StudySpec) MarshalTo 

func (m *StudySpec) MarshalTo(dAtA []byte) (int, error)

func (*StudySpec) MarshalToSizedBuffer 

func (m *StudySpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*StudySpec) ProtoMessage 

func (*StudySpec) ProtoMessage()

func (*StudySpec) Reset 

func (m *StudySpec) Reset()

func (*StudySpec) Size 

func (m *StudySpec) Size() (n int)

func (*StudySpec) String 

func (this *StudySpec) String() string

func (*StudySpec) Unmarshal 

func (m *StudySpec) Unmarshal(dAtA []byte) error

func (*StudySpec) XXX_DiscardUnknown 

func (m *StudySpec) XXX_DiscardUnknown()

func (*StudySpec) XXX_Marshal 

func (m *StudySpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*StudySpec) XXX_Merge 

func (m *StudySpec) XXX_Merge(src proto.Message)

func (*StudySpec) XXX_Size 

func (m *StudySpec) XXX_Size() int

func (*StudySpec) XXX_Unmarshal 

func (m *StudySpec) XXX_Unmarshal(b []byte) error

type StudyStatus 

type StudyStatus struct {
	// Total models created for the study
	// +kubebuilder:validation:Optional
	Models int32 `json:"models,omitempty" protobuf:"varint,1,opt,name=models"`
	// StartTime represents the time at which the execution of the Study started
	// +kubebuilder:validation:Optional
	StartTime *metav1.Time `json:"startTime,omitempty" protobuf:"bytes,2,opt,name=startTime"`
	// EndTime represents the time at which the Study was marked as completed, failed, or aborted
	// +kubebuilder:validation:Optional
	EndTime *metav1.Time `json:"endTime,omitempty" protobuf:"bytes,3,opt,name=endTime"`
	// The name of the Model resource which was determined to be the highest-performing
	// +kubebuilder:validation:Optional
	BestModel string `json:"bestModel,omitempty" protobuf:"bytes,4,opt,name=bestModel"`
	// The score of the Model resource which was determined to be the highest-performing
	// +kubebuilder:validation:Optional
	BestModelScore float64 `json:"bestModelScore,omitempty" protobuf:"bytes,5,opt,name=bestModelScore"`
	// The URI of the raw profile data produced by the Study
	// +kubebuilder:validation:Optional
	ProfileUri string `json:"profileUri" protobuf:"bytes,6,opt,name=profileUri"`
	// The name of the Report resource produced by the Study
	// +kubebuilder:validation:Optional
	ReportUri string `json:"reportUri,omitempty" protobuf:"bytes,7,opt,name=reportUri"`
	// Reference to the report object that was generated for the dataset, which exists in the same Data Product namespace
	// as the object
	// +kubebuilder:validation:Optional
	ReportName string `json:"reportName,omitempty" protobuf:"bytes,8,opt,name=reportName"`
	// The phase of the Study
	// +kubebuilder:default:="Pending"
	// +kubebuilder:validation:Optional
	Phase StudyPhase `json:"phase" protobuf:"bytes,9,opt,name=phase"`
	// ObservedGeneration is the last generation that was acted on
	//+kubebuilder:validation:Optional
	ObservedGeneration int64 `json:"observedGeneration,omitempty" protobuf:"varint,10,opt,name=observedGeneration"`
	// TrainDatasetLocation specifies the location of the training dataset
	// +kubebuilder:validation:Optional
	TrainDatasetLocation data.DataLocation `json:"trainDataset,omitempty" protobuf:"bytes,11,opt,name=trainDataset"`
	// TestDatasetLocation specifies the location of the testing dataset
	// +kubebuilder:validation:Optional
	TestDatasetLocation data.DataLocation `json:"testDataset,omitempty" protobuf:"bytes,12,opt,name=testDataset"`
	// ValidationDataset specifies the location of the validation dataset
	// +kubebuilder:validation:Optional
	ValidationDataset data.DataLocation `json:"validationDataset,omitempty" protobuf:"bytes,13,opt,name=validationDataset"`
	// The Kubernetes-internal ID of the last Model resource generated by the Study
	LastModelID *int64 `json:"lastModelID,omitempty" protobuf:"varint,14,opt,name=lastModelID"`
	// In the case of failure, the Study resource controller will set this field with a failure reason
	//+kubebuilder:validation:Optional
	FailureReason *catalog.StatusError `json:"failureReason,omitempty" protobuf:"bytes,15,opt,name=failureReason"`
	// In the case of failure, the Study resource controller will set this field with a failure message
	//+kubebuilder:validation:Optional
	FailureMessage *string `json:"failureMessage,omitempty" protobuf:"bytes,16,opt,name=failureMessage"`
	// The number of rows in the training dataset
	// +kubebuilder:validation:Optional
	TrainingRows int32 `json:"trainingRows" protobuf:"varint,17,opt,name=trainingRows"`
	// The number of rows in the testing dataset
	// +kubebuilder:validation:Optional
	TestingRows int32 `json:"testingRows" protobuf:"varint,18,opt,name=testingRows"`
	// The number of rows in the validation dataset
	// +kubebuilder:validation:Optional
	ValidationRows int32 `json:"validationRows" protobuf:"varint,19,opt,name=validationRows"`
	// The progress percentage of the Study, which is derived from the Study's current phase
	// +kubebuilder:validation:Optional
	Progress int32 `json:"progress" protobuf:"varint,20,opt,name=progress"`
	// Sha 256 of the data sig
	// +kubebuilder:validation:Optional
	// TrainingDataHash specifies the hashes for datasets used by the Study
	//+kubebuilder:validation:Optional
	TrainingDataHash DataHashes `json:"trainingDataHash,omitempty" protobuf:"bytes,22,opt,name=trainingDataHash"`
	// The type of trigger which started the Study
	//+kubebuilder:validation:Optional
	TriggeredBy catalog.TriggerType `json:"triggeredBy,omitempty" protobuf:"bytes,23,opt,name=triggeredBy"`
	// Logs specifies the location of logs produced by workloads associated with the Study
	//+kubebuilder:validation:Optional
	Logs catalog.Logs `json:"logs,,omitempty" protobuf:"bytes,24,opt,name=logs"`
	// FeatureEngineeringStatus contains the status of the feature engineering phase
	//+kubebuilder:validation:Optional
	FeatureEngineeringStatus StudyPhaseStatus `json:"featureEngineering,,omitempty" protobuf:"bytes,25,opt,name=featureEngineering"`
	// BaselineStatus contains the status of the baseline phase
	//+kubebuilder:validation:Optional
	BaselineStatus StudyPhaseStatus `json:"baseline,omitempty" protobuf:"bytes,26,opt,name=baseline"`
	// SearchStatus contains the status of the model search phase
	//+kubebuilder:validation:Optional
	SearchStatus StudyPhaseStatus `json:"search,omitempty" protobuf:"bytes,27,opt,name=search"`
	// EnsembleStatus contains the status of the ensemble phase
	//+kubebuilder:validation:Optional
	EnsembleStatus StudyPhaseStatus `json:"ensemble,omitempty" protobuf:"bytes,28,opt,name=ensemble"`
	// TestStatus contains the status of the testing phase
	//+kubebuilder:validation:Optional
	TestStatus StudyPhaseStatus `json:"test,omitempty" protobuf:"bytes,29,opt,name=test"`
	// ExplainStatus contains the status of the explaining phase
	//+kubebuilder:validation:Optional
	ExplainStatus StudyPhaseStatus `json:"explain,omitempty" protobuf:"bytes,30,opt,name=explain"`
	// OutlierDetection is the status for outlier detection
	//+kubebuilder:validation:Optional
	DriftDetection DriftDetectorStatus `json:"driftDetection,omitempty" protobuf:"bytes,31,opt,name=driftDetection"`
	// The last time the object was updated
	//+kubebuilder:validation:Optional
	LastUpdated *metav1.Time `json:"lastUpdated,omitempty" protobuf:"bytes,32,opt,name=lastUpdated"`
	// BestFE specifies the best feature engineering pipeline produced by the Study
	//+kubebuilder:validation:Optional
	BestFE *FeatureEngineeringSpec `json:"bestFE,omitempty" protobuf:"bytes,33,opt,name=bestFE"`
	// GC specifies the status of garbage collection relevant to the Study
	GC GarbageCollectionStatus `json:"gc,omitempty" protobuf:"bytes,34,opt,name=gc"`
	// +optional
	// +patchMergeKey=type
	// +patchStrategy=merge
	Conditions []StudyCondition `json:"conditions,omitempty" patchStrategy:"merge" patchMergeKey:"type" protobuf:"bytes,35,rep,name=conditions"`
}

StudyStatus defines the observed state of a Study

func (*StudyStatus) DeepCopy 

func (in *StudyStatus) DeepCopy() *StudyStatus

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new StudyStatus.

func (*StudyStatus) DeepCopyInto 

func (in *StudyStatus) DeepCopyInto(out *StudyStatus)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*StudyStatus) Descriptor 

func (*StudyStatus) Descriptor() ([]byte, []int)

func (*StudyStatus) Marshal 

func (m *StudyStatus) Marshal() (dAtA []byte, err error)

func (*StudyStatus) MarshalTo 

func (m *StudyStatus) MarshalTo(dAtA []byte) (int, error)

func (*StudyStatus) MarshalToSizedBuffer 

func (m *StudyStatus) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*StudyStatus) ProtoMessage 

func (*StudyStatus) ProtoMessage()

func (*StudyStatus) Reset 

func (m *StudyStatus) Reset()

func (*StudyStatus) Size 

func (m *StudyStatus) Size() (n int)

func (*StudyStatus) String 

func (this *StudyStatus) String() string

func (*StudyStatus) Unmarshal 

func (m *StudyStatus) Unmarshal(dAtA []byte) error

func (*StudyStatus) XXX_DiscardUnknown 

func (m *StudyStatus) XXX_DiscardUnknown()

func (*StudyStatus) XXX_Marshal 

func (m *StudyStatus) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*StudyStatus) XXX_Merge 

func (m *StudyStatus) XXX_Merge(src proto.Message)

func (*StudyStatus) XXX_Size 

func (m *StudyStatus) XXX_Size() int

func (*StudyStatus) XXX_Unmarshal 

func (m *StudyStatus) XXX_Unmarshal(b []byte) error

type SuccessiveHalvingOptions 

type SuccessiveHalvingOptions struct {
	// Minimum number of reported trials.
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	MinResources *int32 `json:"minResources,omitempty" protobuf:"varint,1,opt,name=minResources"`
	// A parameter for specifying reduction factor of promotable trials
	// +kubebuilder:default:=4
	// +kubebuilder:validation:Optional
	ReductionFactor *int32 `json:"reductionFactor,omitempty" protobuf:"varint,2,opt,name=reductionFactor"`
	// A parameter for specifying the minimum early-stopping rate
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	MinEarlyStoppingRate *int32 `json:"minEarlyStoppingRate,omitempty" protobuf:"varint,3,opt,name=minEarlyStoppingRate"`
	// Minimum number of trials that need to complete a rung before any trial is considered for promotion into the next rung.
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	BootstrapCount *int32 `json:"bootstrapCount,omitempty" protobuf:"varint,4,opt,name=bootstrapCount"`
}

func (*SuccessiveHalvingOptions) DeepCopy 

func (in *SuccessiveHalvingOptions) DeepCopy() *SuccessiveHalvingOptions

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SuccessiveHalvingOptions.

func (*SuccessiveHalvingOptions) DeepCopyInto 

func (in *SuccessiveHalvingOptions) DeepCopyInto(out *SuccessiveHalvingOptions)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*SuccessiveHalvingOptions) Default 

func (svo *SuccessiveHalvingOptions) Default()

func (*SuccessiveHalvingOptions) Descriptor 

func (*SuccessiveHalvingOptions) Descriptor() ([]byte, []int)

func (*SuccessiveHalvingOptions) Marshal 

func (m *SuccessiveHalvingOptions) Marshal() (dAtA []byte, err error)

func (*SuccessiveHalvingOptions) MarshalTo 

func (m *SuccessiveHalvingOptions) MarshalTo(dAtA []byte) (int, error)

func (*SuccessiveHalvingOptions) MarshalToSizedBuffer 

func (m *SuccessiveHalvingOptions) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*SuccessiveHalvingOptions) ProtoMessage 

func (*SuccessiveHalvingOptions) ProtoMessage()

func (*SuccessiveHalvingOptions) Reset 

func (m *SuccessiveHalvingOptions) Reset()

func (*SuccessiveHalvingOptions) Size 

func (m *SuccessiveHalvingOptions) Size() (n int)

func (*SuccessiveHalvingOptions) String 

func (this *SuccessiveHalvingOptions) String() string

func (*SuccessiveHalvingOptions) Unmarshal 

func (m *SuccessiveHalvingOptions) Unmarshal(dAtA []byte) error

func (*SuccessiveHalvingOptions) XXX_DiscardUnknown 

func (m *SuccessiveHalvingOptions) XXX_DiscardUnknown()

func (*SuccessiveHalvingOptions) XXX_Marshal 

func (m *SuccessiveHalvingOptions) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*SuccessiveHalvingOptions) XXX_Merge 

func (m *SuccessiveHalvingOptions) XXX_Merge(src proto.Message)

func (*SuccessiveHalvingOptions) XXX_Size 

func (m *SuccessiveHalvingOptions) XXX_Size() int

func (*SuccessiveHalvingOptions) XXX_Unmarshal 

func (m *SuccessiveHalvingOptions) XXX_Unmarshal(b []byte) error

type SuccessiveHalvingSpec 

type SuccessiveHalvingSpec struct {
	// The budget to be used in a multi-fidelity search, for example the number of epochs
	// or the percentage of data to train the model with
	// +kubebuilder:validation:Optional
	// +kubebuilder:validation:Maximum=128
	// +kubebuilder:validation:Minimum=0
	Budget *int32 `json:"budget,omitempty" protobuf:"varint,1,opt,name=budget"`
	// The bracket of the model
	// +kubebuilder:validation:Optional
	// +kubebuilder:validation:Maximum=128
	// +kubebuilder:validation:Minimum=0
	Bracket *int32 `json:"bracket,omitempty" protobuf:"varint,2,opt,name=bracket"`
	// The rung of the model
	// +kubebuilder:validation:Optional
	// +kubebuilder:validation:Maximum=128
	// +kubebuilder:validation:Minimum=0
	Rung *int32 `json:"rung,omitempty" protobuf:"varint,3,opt,name=rung"`
	// The configuration ID allocated to the model
	// +kubebuilder:validation:Optional
	ConfID *int32 `json:"confID,omitempty" protobuf:"varint,4,opt,name=confID"`
	// The type of modality, based on the type of model
	// For classical models, it should be based on data percentage
	// For deep models, it should be based on epochs
	// +kubebuilder:validation:Optional
	Modality *catalog.ModalityType `json:"modality,omitempty" protobuf:"bytes,26,opt,name=modality"`
}

SuccessiveHalvingSpec records the position of a single model in a successive halving search

func (*SuccessiveHalvingSpec) DeepCopy 

func (in *SuccessiveHalvingSpec) DeepCopy() *SuccessiveHalvingSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new SuccessiveHalvingSpec.

func (*SuccessiveHalvingSpec) DeepCopyInto 

func (in *SuccessiveHalvingSpec) DeepCopyInto(out *SuccessiveHalvingSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*SuccessiveHalvingSpec) Descriptor 

func (*SuccessiveHalvingSpec) Descriptor() ([]byte, []int)

func (*SuccessiveHalvingSpec) Marshal 

func (m *SuccessiveHalvingSpec) Marshal() (dAtA []byte, err error)

func (*SuccessiveHalvingSpec) MarshalTo 

func (m *SuccessiveHalvingSpec) MarshalTo(dAtA []byte) (int, error)

func (*SuccessiveHalvingSpec) MarshalToSizedBuffer 

func (m *SuccessiveHalvingSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*SuccessiveHalvingSpec) ProtoMessage 

func (*SuccessiveHalvingSpec) ProtoMessage()

func (*SuccessiveHalvingSpec) Reset 

func (m *SuccessiveHalvingSpec) Reset()

func (*SuccessiveHalvingSpec) Size 

func (m *SuccessiveHalvingSpec) Size() (n int)

func (*SuccessiveHalvingSpec) String 

func (this *SuccessiveHalvingSpec) String() string

func (*SuccessiveHalvingSpec) Unmarshal 

func (m *SuccessiveHalvingSpec) Unmarshal(dAtA []byte) error

func (*SuccessiveHalvingSpec) XXX_DiscardUnknown 

func (m *SuccessiveHalvingSpec) XXX_DiscardUnknown()

func (*SuccessiveHalvingSpec) XXX_Marshal 

func (m *SuccessiveHalvingSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*SuccessiveHalvingSpec) XXX_Merge 

func (m *SuccessiveHalvingSpec) XXX_Merge(src proto.Message)

func (*SuccessiveHalvingSpec) XXX_Size 

func (m *SuccessiveHalvingSpec) XXX_Size() int

func (*SuccessiveHalvingSpec) XXX_Unmarshal 

func (m *SuccessiveHalvingSpec) XXX_Unmarshal(b []byte) error

type TextPipelineSpec 

type TextPipelineSpec struct {
	// The text encoder (e.g. TFIDF)
	// +kubebuilder:default:=auto
	// +kubebuilder:validation:Optional
	Encoder *catalog.TextEncoding `json:"encoder,omitempty" protobuf:"bytes,1,opt,name=encoder"`
	// The text tokenizer character
	// +kubebuilder:validation:Optional
	Tokenizer *string `json:"tokenizer,omitempty" protobuf:"bytes,2,opt,name=tokenizer"`
	// Indicates if the pipeline will add stop word handling
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	StopWords *bool `json:"stopwords,omitempty" protobuf:"varint,3,opt,name=stopwords"`
	// Indicates if the pipeline will add part-of-speech handling
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Pos *bool `json:"pos,omitempty" protobuf:"varint,4,opt,name=pos"`
	// Indicates if the pipeline will implement lemmatization
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Lemma *bool `json:"lemma,omitempty" protobuf:"varint,5,opt,name=lemma"`
	// Indicates if the pipeline will implement word stemming
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Stem *bool `json:"stem,omitempty" protobuf:"varint,6,opt,name=stem"`
	// Indicates if the pipeline will generate a word embedding
	// +kubebuilder:validation:Optional
	Embedding *string `json:"embedding,omitempty" protobuf:"bytes,7,opt,name=embedding"`
	// Indicates if the pipeline will add singular value decomposition
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Svd *bool `json:"svd,omitempty" protobuf:"varint,8,opt,name=svd"`
	// The maximum number of SVD components to use, if applicable
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	MaxSvdComponents *int32 `json:"maxSvdComponents,omitempty" protobuf:"varint,9,opt,name=maxSvdComponents"`
}

TextPipelineSpec represents a single pipeline for transforming text data

func (*TextPipelineSpec) DeepCopy 

func (in *TextPipelineSpec) DeepCopy() *TextPipelineSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TextPipelineSpec.

func (*TextPipelineSpec) DeepCopyInto 

func (in *TextPipelineSpec) DeepCopyInto(out *TextPipelineSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*TextPipelineSpec) Descriptor 

func (*TextPipelineSpec) Descriptor() ([]byte, []int)

func (*TextPipelineSpec) Marshal 

func (m *TextPipelineSpec) Marshal() (dAtA []byte, err error)

func (*TextPipelineSpec) MarshalTo 

func (m *TextPipelineSpec) MarshalTo(dAtA []byte) (int, error)

func (*TextPipelineSpec) MarshalToSizedBuffer 

func (m *TextPipelineSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*TextPipelineSpec) ProtoMessage 

func (*TextPipelineSpec) ProtoMessage()

func (*TextPipelineSpec) Reset 

func (m *TextPipelineSpec) Reset()

func (*TextPipelineSpec) Size 

func (m *TextPipelineSpec) Size() (n int)

func (*TextPipelineSpec) String 

func (this *TextPipelineSpec) String() string

func (*TextPipelineSpec) Unmarshal 

func (m *TextPipelineSpec) Unmarshal(dAtA []byte) error

func (*TextPipelineSpec) XXX_DiscardUnknown 

func (m *TextPipelineSpec) XXX_DiscardUnknown()

func (*TextPipelineSpec) XXX_Marshal 

func (m *TextPipelineSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*TextPipelineSpec) XXX_Merge 

func (m *TextPipelineSpec) XXX_Merge(src proto.Message)

func (*TextPipelineSpec) XXX_Size 

func (m *TextPipelineSpec) XXX_Size() int

func (*TextPipelineSpec) XXX_Unmarshal 

func (m *TextPipelineSpec) XXX_Unmarshal(b []byte) error

type ThresholdPrunerOptions added in v0.4.773 

type ThresholdPrunerOptions struct {
	// A minimum value which determines whether pruner prunes or not. If an intermediate value is smaller than lower, it prunes.
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	Lower *float64 `json:"lower,omitempty" protobuf:"varint,1,opt,name=lower"`
	// A maximum value which determines whether pruner prunes or not. If an intermediate value is larger than upper, it prunes.
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	Upper *float64 `json:"upper,omitempty" protobuf:"varint,2,opt,name=upper"`
	//  Pruning is disabled until the trial exceeds the given number of step
	// +kubebuilder:default:=0
	// +kubebuilder:validation:Optional
	WarmupSteps *int32 `json:"warmupSteps,omitempty" protobuf:"varint,3,opt,name=warmupSteps"`
	// Interval in number of steps between the pruning checks
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	IntervalSteps *int32 `json:"intervalSteps,omitempty" protobuf:"varint,4,opt,name=intervalSteps"`
}

func (*ThresholdPrunerOptions) DeepCopy added in v0.4.773 

func (in *ThresholdPrunerOptions) DeepCopy() *ThresholdPrunerOptions

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new ThresholdPrunerOptions.

func (*ThresholdPrunerOptions) DeepCopyInto added in v0.4.773 

func (in *ThresholdPrunerOptions) DeepCopyInto(out *ThresholdPrunerOptions)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*ThresholdPrunerOptions) Descriptor added in v0.4.773 

func (*ThresholdPrunerOptions) Descriptor() ([]byte, []int)

func (*ThresholdPrunerOptions) Marshal added in v0.4.773 

func (m *ThresholdPrunerOptions) Marshal() (dAtA []byte, err error)

func (*ThresholdPrunerOptions) MarshalTo added in v0.4.773 

func (m *ThresholdPrunerOptions) MarshalTo(dAtA []byte) (int, error)

func (*ThresholdPrunerOptions) MarshalToSizedBuffer added in v0.4.773 

func (m *ThresholdPrunerOptions) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*ThresholdPrunerOptions) ProtoMessage added in v0.4.773 

func (*ThresholdPrunerOptions) ProtoMessage()

func (*ThresholdPrunerOptions) Reset added in v0.4.773 

func (m *ThresholdPrunerOptions) Reset()

func (*ThresholdPrunerOptions) Size added in v0.4.773 

func (m *ThresholdPrunerOptions) Size() (n int)

func (*ThresholdPrunerOptions) String added in v0.4.773 

func (this *ThresholdPrunerOptions) String() string

func (*ThresholdPrunerOptions) Unmarshal added in v0.4.773 

func (m *ThresholdPrunerOptions) Unmarshal(dAtA []byte) error

func (*ThresholdPrunerOptions) XXX_DiscardUnknown added in v0.4.773 

func (m *ThresholdPrunerOptions) XXX_DiscardUnknown()

func (*ThresholdPrunerOptions) XXX_Marshal added in v0.4.773 

func (m *ThresholdPrunerOptions) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*ThresholdPrunerOptions) XXX_Merge added in v0.4.773 

func (m *ThresholdPrunerOptions) XXX_Merge(src proto.Message)

func (*ThresholdPrunerOptions) XXX_Size added in v0.4.773 

func (m *ThresholdPrunerOptions) XXX_Size() int

func (*ThresholdPrunerOptions) XXX_Unmarshal added in v0.4.773 

func (m *ThresholdPrunerOptions) XXX_Unmarshal(b []byte) error

type TimeSeriesDataSpec 

type TimeSeriesDataSpec struct {
	// General Forecast attributes:
	// The name of the time column
	// +kubebuilder:validation:Required
	// +required
	TimeColumn *string `json:"timeColumn,omitempty" protobuf:"bytes,1,opt,name=timeColumn"`
	// The name of the column holding the value.
	// By default this is the target column from the dataset.
	// +kubebuilder:validation:Required
	// +required
	TargetColumn *string `json:"targetColumn,omitempty" protobuf:"bytes,2,opt,name=targetColumn"`
	// The format of the datetime column. Used default
	// +kubebuilder:validation:Optional
	DateTimeFormat *string `json:"datetimeFormat,omitempty" protobuf:"bytes,3,opt,name=datetimeFormat"`
	// The Hierarchy spec
	// +kubebuilder:validation:Optional
	Hierarchy HierarchySpec `json:"hierarchy,omitempty" protobuf:"bytes,4,opt,name=hierarchy"`
	// The spec for the holiday
	// +kubebuilder:validation:Optional
	Holiday HolidaySpec `json:"holiday,omitempty" protobuf:"bytes,5,opt,name=holiday"`
	// The historical periods
	// +kubebuilder:validation:Optional
	History PeriodSpec `json:"history,omitempty" protobuf:"bytes,6,opt,name=history"`
	// The forecast periods
	// +kubebuilder:validation:Optional
	Forecast PeriodSpec `json:"forecast,omitempty" protobuf:"bytes,7,opt,name=forecast"`
	// +kubebuilder:validation:Optional
	YearlySeasonality PeriodSeasonalitySpec `json:"yearlySeasonality,omitempty" protobuf:"bytes,8,opt,name=yearlySeasonality"`
	// +kubebuilder:validation:Optional
	WeeklySeasonality PeriodSeasonalitySpec `json:"weeklySeasonality,omitempty" protobuf:"bytes,9,opt,name=weeklySeasonality"`
	// +kubebuilder:validation:Optional
	DailySeasonality PeriodSeasonalitySpec `json:"dailySeasonality,omitempty" protobuf:"bytes,10,opt,name=dailySeasonality"`
	// +kubebuilder:default = "linear"
	// +kubebuilder:validation:Optional
	Growth *GrowthMode `json:"growth,omitempty" protobuf:"bytes,13,opt,name=growth"`
	// The list of additional regressors. The regresors are part of the time series data
	// +kubebuilder:validation:Optional
	Regressors []RegressorSpec `json:"regressors,omitempty" protobuf:"bytes,14,rep,name=regressors"`
	// The list of additional regressors. The regresors are part of the time series data
	// +kubebuilder:validation:Optional
	CustomSeasonalities []CustomSeasonalitySpec `json:"customSeasonalities,omitempty" protobuf:"bytes,15,rep,name=customSeasonalities"`
	// Set an holiday schedule for a country.
	// Change point specification
	// +kubebuilder:validation:Optional
	ChangePoints ChangePointSpec `json:"changepoints,omitempty" protobuf:"bytes,16,opt,name=changepoints"`
	// +kubebuilder:default = 0.8
	// +kubebuilder:validation:Optional
	IntervalWidth *float64 `json:"intevalWidth,omitempty" protobuf:"bytes,17,opt,name=intevalWidth"`
	// +kubebuilder:default = 1000
	// +kubebuilder:validation:Optional
	UncertaintySamples *int32 `json:"uncertaintySamples,omitempty" protobuf:"varint,18,opt,name=uncertaintySamples"`
	// The generate seasonality mode
	// +kubebuilder:default = "additive"
	// +kubebuilder:validation:Optional
	SeasonalityMode *catalog.SeasonalityMode `json:"seasonality,omitempty" protobuf:"bytes,19,opt,name=seasonality"`
}

func (*TimeSeriesDataSpec) DeepCopy 

func (in *TimeSeriesDataSpec) DeepCopy() *TimeSeriesDataSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TimeSeriesDataSpec.

func (*TimeSeriesDataSpec) DeepCopyInto 

func (in *TimeSeriesDataSpec) DeepCopyInto(out *TimeSeriesDataSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*TimeSeriesDataSpec) Descriptor 

func (*TimeSeriesDataSpec) Descriptor() ([]byte, []int)

func (*TimeSeriesDataSpec) Marshal 

func (m *TimeSeriesDataSpec) Marshal() (dAtA []byte, err error)

func (*TimeSeriesDataSpec) MarshalTo 

func (m *TimeSeriesDataSpec) MarshalTo(dAtA []byte) (int, error)

func (*TimeSeriesDataSpec) MarshalToSizedBuffer 

func (m *TimeSeriesDataSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*TimeSeriesDataSpec) ProtoMessage 

func (*TimeSeriesDataSpec) ProtoMessage()

func (*TimeSeriesDataSpec) Reset 

func (m *TimeSeriesDataSpec) Reset()

func (*TimeSeriesDataSpec) Size 

func (m *TimeSeriesDataSpec) Size() (n int)

func (*TimeSeriesDataSpec) String 

func (this *TimeSeriesDataSpec) String() string

func (*TimeSeriesDataSpec) Unmarshal 

func (m *TimeSeriesDataSpec) Unmarshal(dAtA []byte) error

func (*TimeSeriesDataSpec) XXX_DiscardUnknown 

func (m *TimeSeriesDataSpec) XXX_DiscardUnknown()

func (*TimeSeriesDataSpec) XXX_Marshal 

func (m *TimeSeriesDataSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*TimeSeriesDataSpec) XXX_Merge 

func (m *TimeSeriesDataSpec) XXX_Merge(src proto.Message)

func (*TimeSeriesDataSpec) XXX_Size 

func (m *TimeSeriesDataSpec) XXX_Size() int

func (*TimeSeriesDataSpec) XXX_Unmarshal 

func (m *TimeSeriesDataSpec) XXX_Unmarshal(b []byte) error

type TrainingSpec 

type TrainingSpec struct {
	// The reference to the Lab under which the model training Job will be created
	LabRef v1.ObjectReference `json:"labRef,omitempty" protobuf:"bytes,1,opt,name=labRef"`
	// The priority of the Kubernetes Job created by the Model (medium, by default)
	// +kubebuilder:validation:Optional
	// +kubebuilder:default:="medium"
	Priority *catalog.PriorityLevel `json:"priority,omitempty" protobuf:"bytes,2,opt,name=priority"`
	// The type of cross-validation to use, in the case that a validation dataset is not enabled
	// +kubebuilder:default:=kfold
	// +kubebuilder:validation:Optional
	CvType *catalog.CvType `json:"cvtype,omitempty" protobuf:"bytes,3,opt,name=cvtype"`
	// Indicates if cross-validation should be used to score models
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	CV *bool `json:"cv,omitempty" protobuf:"varint,4,opt,name=cV"`
	// The number of folds to use during cross-validation
	// +kubebuilder:default:=5
	// +kubebuilder:validation:Optional
	Folds *int32 `json:"folds,omitempty" protobuf:"varint,5,opt,name=folds"`
	// Split specifies the configuration to generate training, testing, and validation datasets
	// +kubebuilder:validation:Optional
	Split DataSplitSpec `json:"split,omitempty" protobuf:"bytes,6,opt,name=split"`
	// EvalMetrics specifies the collection of metrics that will be evaluated after model training is complete
	// +kubebuilder:validation:Optional
	EvalMetrics []catalog.Metric `json:"evalMetrics,omitempty" protobuf:"bytes,7,rep,name=evalMetrics"`
	// SuccessiveHalving specifies the configuration for a Study to execute a model search using successive halving
	// +kubebuilder:validation:Optional
	SH *SuccessiveHalvingSpec `json:"sh,omitempty" protobuf:"bytes,10,opt,name=sh"`
	// The random state used for the model's estimator, if applicable (for example, in RandomForestClassifier)
	// +kubebuilder:default:=42
	// +kubebuilder:validation:Optional
	Seed *float64 `json:"seed,omitempty" protobuf:"bytes,11,opt,name=seed"`
	// Resources specifies the resource requirements allocated to the model training workload
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,12,opt,name=resources"`
	// Indicates if a GPU will be allocated for model training
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Gpu *bool `json:"gpu,omitempty" protobuf:"varint,13,opt,name=gpu"`
	// Indicates if model training will be distributed across multiple nodes (currently unimplemented)
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Distributed *bool `json:"distributed,omitempty" protobuf:"varint,14,opt,name=distributed"`
	// Indicates if feature importance for the model will be computed as part of training. Some algorithms
	// (e.g. Random Forest) have built in support for feature importance
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	FeatureImportance *bool `json:"featureImportance,omitempty" protobuf:"varint,15,opt,name=featureImportance"`
	// The number of nodes to use, in the case of distributed training
	// +kubebuilder:default:=1
	// +kubebuilder:validation:Optional
	NodeCount *int32 `json:"nodeCount,omitempty" protobuf:"varint,16,opt,name=nodeCount"`
	// The number percentage (0 through 100) of rows to be used during training
	// +kubebuilder:default:=100
	// +kubebuilder:validation:Optional
	SamplePct *int32 `json:"samplePct,omitempty" protobuf:"bytes,17,opt,name=samplePct"`
	// Checkpoint specifies the location to store model checkpoints
	// +kubebuilder:validation:Optional
	Checkpoint CheckpointSpec `json:"checkpoint,omitempty" protobuf:"bytes,18,opt,name=checkpoint"`
	// The maximum log level for logs produced by Jobs associated with the Model
	// +kubebuilder:default:=info
	// +kubebuilder:validation:Optional
	LogLevel *catalog.LogLevel `json:"logLevel,omitempty" protobuf:"bytes,19,opt,name=logLevel"`
	// The maximum time, in seconds, that Jobs associated with the Model can run for before being forcefully cancelled.
	// +kubebuilder:default:=600
	// +kubebuilder:validation:Optional
	TimeoutInSecs *int32 `json:"timeoutInSecs,omitempty" protobuf:"bytes,20,opt,name=timeoutInSecs"`
}

TrainingSpec specifies the configuration of a model training workload

func (*TrainingSpec) DeepCopy 

func (in *TrainingSpec) DeepCopy() *TrainingSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TrainingSpec.

func (*TrainingSpec) DeepCopyInto 

func (in *TrainingSpec) DeepCopyInto(out *TrainingSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*TrainingSpec) Descriptor 

func (*TrainingSpec) Descriptor() ([]byte, []int)

func (*TrainingSpec) Marshal 

func (m *TrainingSpec) Marshal() (dAtA []byte, err error)

func (*TrainingSpec) MarshalTo 

func (m *TrainingSpec) MarshalTo(dAtA []byte) (int, error)

func (*TrainingSpec) MarshalToSizedBuffer 

func (m *TrainingSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*TrainingSpec) ProtoMessage 

func (*TrainingSpec) ProtoMessage()

func (*TrainingSpec) Reset 

func (m *TrainingSpec) Reset()

func (*TrainingSpec) Size 

func (m *TrainingSpec) Size() (n int)

func (*TrainingSpec) String 

func (this *TrainingSpec) String() string

func (*TrainingSpec) Unmarshal 

func (m *TrainingSpec) Unmarshal(dAtA []byte) error

func (*TrainingSpec) XXX_DiscardUnknown 

func (m *TrainingSpec) XXX_DiscardUnknown()

func (*TrainingSpec) XXX_Marshal 

func (m *TrainingSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*TrainingSpec) XXX_Merge 

func (m *TrainingSpec) XXX_Merge(src proto.Message)

func (*TrainingSpec) XXX_Size 

func (m *TrainingSpec) XXX_Size() int

func (*TrainingSpec) XXX_Unmarshal 

func (m *TrainingSpec) XXX_Unmarshal(b []byte) error

type TrainingStageSpec 

type TrainingStageSpec struct {
	// Enabled indicates that the stage is enabled
	// +kubebuilder:default:=true
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// NotebookName specify the notebook to run before training.
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	NotebookName *string `json:"notebookName,omitempty" protobuf:"bytes,2,opt,name=notebookName"`
	// LabName is the name of the lab used for training. If empty, the system will use the default lab assigned to the data product
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	LabName *string `json:"labName,omitempty" protobuf:"bytes,3,opt,name=labName"`
	// StudyName is the name of a study template. The actual study will clone the study template and will
	// use the dataset created in the data stage.
	// +kubebuilder:default =""
	// +kubebuilder:validation:Required
	// +required
	StudyTemplateName *string `json:"studyTemplateName,omitempty" protobuf:"bytes,4,opt,name=studyTemplateName"`
	// Validations defines the machine learning test cases to run against the new trained model.
	// +kubebuilder:validation:Optional
	Validations []ModelValidation `json:"validations,omitempty" protobuf:"bytes,5,rep,name=validations"`
}

TrainingStageSpec is the desired state of the training step of the pipeline

func (*TrainingStageSpec) DeepCopy 

func (in *TrainingStageSpec) DeepCopy() *TrainingStageSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new TrainingStageSpec.

func (*TrainingStageSpec) DeepCopyInto 

func (in *TrainingStageSpec) DeepCopyInto(out *TrainingStageSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*TrainingStageSpec) Descriptor 

func (*TrainingStageSpec) Descriptor() ([]byte, []int)

func (*TrainingStageSpec) Marshal 

func (m *TrainingStageSpec) Marshal() (dAtA []byte, err error)

func (*TrainingStageSpec) MarshalTo 

func (m *TrainingStageSpec) MarshalTo(dAtA []byte) (int, error)

func (*TrainingStageSpec) MarshalToSizedBuffer 

func (m *TrainingStageSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*TrainingStageSpec) ProtoMessage 

func (*TrainingStageSpec) ProtoMessage()

func (*TrainingStageSpec) Reset 

func (m *TrainingStageSpec) Reset()

func (*TrainingStageSpec) Size 

func (m *TrainingStageSpec) Size() (n int)

func (*TrainingStageSpec) String 

func (this *TrainingStageSpec) String() string

func (*TrainingStageSpec) Unmarshal 

func (m *TrainingStageSpec) Unmarshal(dAtA []byte) error

func (*TrainingStageSpec) XXX_DiscardUnknown 

func (m *TrainingStageSpec) XXX_DiscardUnknown()

func (*TrainingStageSpec) XXX_Marshal 

func (m *TrainingStageSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*TrainingStageSpec) XXX_Merge 

func (m *TrainingStageSpec) XXX_Merge(src proto.Message)

func (*TrainingStageSpec) XXX_Size 

func (m *TrainingStageSpec) XXX_Size() int

func (*TrainingStageSpec) XXX_Unmarshal 

func (m *TrainingStageSpec) XXX_Unmarshal(b []byte) error

type UATStageSpec 

type UATStageSpec struct {
	// Enabled indicates that the stage is enabled
	// +kubebuilder:default:=false
	// +kubebuilder:validation:Optional
	Enabled *bool `json:"enabled,omitempty" protobuf:"varint,1,opt,name=enabled"`
	// The serving site (name space) used for running the uat tests. If the serving site is empty, the system
	// will skip the uat stage
	// +kubebuilder:default =""
	// +kubebuilder:validation:Optional
	ServingSiteName *string `json:"servingSiteName,omitempty" protobuf:"bytes,2,opt,name=servingSiteName"`
	// Validations defines the machine learning test cases to run against the new trained model.
	// +kubebuilder:validation:Optional
	Validations []ModelValidation `json:"validations,omitempty" protobuf:"bytes,3,rep,name=validations"`
	// Resource define the hardware resources req.
	// +kubebuilder:validation:Optional
	Resources catalog.ResourceSpec `json:"resources,omitempty" protobuf:"bytes,4,opt,name=resources"`
}

UATStageSpec is the specification of the user acceptance test.

func (*UATStageSpec) DeepCopy 

func (in *UATStageSpec) DeepCopy() *UATStageSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new UATStageSpec.

func (*UATStageSpec) DeepCopyInto 

func (in *UATStageSpec) DeepCopyInto(out *UATStageSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*UATStageSpec) Descriptor 

func (*UATStageSpec) Descriptor() ([]byte, []int)

func (*UATStageSpec) Marshal 

func (m *UATStageSpec) Marshal() (dAtA []byte, err error)

func (*UATStageSpec) MarshalTo 

func (m *UATStageSpec) MarshalTo(dAtA []byte) (int, error)

func (*UATStageSpec) MarshalToSizedBuffer 

func (m *UATStageSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*UATStageSpec) ProtoMessage 

func (*UATStageSpec) ProtoMessage()

func (*UATStageSpec) Reset 

func (m *UATStageSpec) Reset()

func (*UATStageSpec) Size 

func (m *UATStageSpec) Size() (n int)

func (*UATStageSpec) String 

func (this *UATStageSpec) String() string

func (*UATStageSpec) Unmarshal 

func (m *UATStageSpec) Unmarshal(dAtA []byte) error

func (*UATStageSpec) XXX_DiscardUnknown 

func (m *UATStageSpec) XXX_DiscardUnknown()

func (*UATStageSpec) XXX_Marshal 

func (m *UATStageSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*UATStageSpec) XXX_Merge 

func (m *UATStageSpec) XXX_Merge(src proto.Message)

func (*UATStageSpec) XXX_Size 

func (m *UATStageSpec) XXX_Size() int

func (*UATStageSpec) XXX_Unmarshal 

func (m *UATStageSpec) XXX_Unmarshal(b []byte) error

type VideoPipelineSpec 

type VideoPipelineSpec struct {
	// The date time imputer.
	// +kubebuilder:default:="auto"
	// +kubebuilder:validation:Optional
	Featurizer *catalog.VideoFeaturizer `json:"featurizer,omitempty" protobuf:"bytes,1,opt,name=featurizer"`
}

VideoPipelineSpec represents a single pipeline for preprocessing video data

func (*VideoPipelineSpec) DeepCopy 

func (in *VideoPipelineSpec) DeepCopy() *VideoPipelineSpec

DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new VideoPipelineSpec.

func (*VideoPipelineSpec) DeepCopyInto 

func (in *VideoPipelineSpec) DeepCopyInto(out *VideoPipelineSpec)

DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.

func (*VideoPipelineSpec) Descriptor 

func (*VideoPipelineSpec) Descriptor() ([]byte, []int)

func (*VideoPipelineSpec) Marshal 

func (m *VideoPipelineSpec) Marshal() (dAtA []byte, err error)

func (*VideoPipelineSpec) MarshalTo 

func (m *VideoPipelineSpec) MarshalTo(dAtA []byte) (int, error)

func (*VideoPipelineSpec) MarshalToSizedBuffer 

func (m *VideoPipelineSpec) MarshalToSizedBuffer(dAtA []byte) (int, error)

func (*VideoPipelineSpec) ProtoMessage 

func (*VideoPipelineSpec) ProtoMessage()

func (*VideoPipelineSpec) Reset 

func (m *VideoPipelineSpec) Reset()

func (*VideoPipelineSpec) Size 

func (m *VideoPipelineSpec) Size() (n int)

func (*VideoPipelineSpec) String 

func (this *VideoPipelineSpec) String() string

func (*VideoPipelineSpec) Unmarshal 

func (m *VideoPipelineSpec) Unmarshal(dAtA []byte) error

func (*VideoPipelineSpec) XXX_DiscardUnknown 

func (m *VideoPipelineSpec) XXX_DiscardUnknown()

func (*VideoPipelineSpec) XXX_Marshal 

func (m *VideoPipelineSpec) XXX_Marshal(b []byte, deterministic bool) ([]byte, error)

func (*VideoPipelineSpec) XXX_Merge 

func (m *VideoPipelineSpec) XXX_Merge(src proto.Message)

func (*VideoPipelineSpec) XXX_Size 

func (m *VideoPipelineSpec) XXX_Size() int

func (*VideoPipelineSpec) XXX_Unmarshal 

func (m *VideoPipelineSpec) XXX_Unmarshal(b []byte) error

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