v1

package
v0.5.175 Latest Latest
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This package is not in the latest version of its module.

 Go to latest Published: Sep 22, 2022 License: Apache-2.0 Imports: 13 Imported by: 0

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Index

Constants

This section is empty.

Variables

View Source 
var File_github_com_metaprov_modelaapi_services_trainerd_v1_trainerd_proto protoreflect.FileDescriptor
View Source 
var TrainerdService_ServiceDesc = grpc.ServiceDesc{
	ServiceName: "github.com.metaprov.modelaapi.services.trainerd.v1.TrainerdService",
	HandlerType: (*TrainerdServiceServer)(nil),
	Methods: []grpc.MethodDesc{
		{
			MethodName: "Train",
			Handler:    _TrainerdService_Train_Handler,
		},
		{
			MethodName: "Explain",
			Handler:    _TrainerdService_Explain_Handler,
		},
		{
			MethodName: "Forecast",
			Handler:    _TrainerdService_Forecast_Handler,
		},
		{
			MethodName: "Test",
			Handler:    _TrainerdService_Test_Handler,
		},
		{
			MethodName: "TrainEnsemble",
			Handler:    _TrainerdService_TrainEnsemble_Handler,
		},
		{
			MethodName: "TrainDriftDetector",
			Handler:    _TrainerdService_TrainDriftDetector_Handler,
		},
		{
			MethodName: "TestEnsemble",
			Handler:    _TrainerdService_TestEnsemble_Handler,
		},
		{
			MethodName: "Shutdown",
			Handler:    _TrainerdService_Shutdown_Handler,
		},
	},
	Streams:  []grpc.StreamDesc{},
	Metadata: "github.com/metaprov/modelaapi/services/trainerd/v1/trainerd.proto",
}

TrainerdService_ServiceDesc is the grpc.ServiceDesc for TrainerdService service. It's only intended for direct use with grpc.RegisterService, and not to be introspected or modified (even as a copy)

Functions

func RegisterTrainerdServiceServer 

func RegisterTrainerdServiceServer(s grpc.ServiceRegistrar, srv TrainerdServiceServer)

Types

type CompileRequest 

type CompileRequest struct {
	Product    *v1alpha1.DataProduct        `protobuf:"bytes,1,opt,name=product,proto3" json:"product,omitempty"`
	Version    *v1alpha1.DataProductVersion `protobuf:"bytes,2,opt,name=version,proto3" json:"version,omitempty"`
	Bucket     *v1alpha11.VirtualBucket     `protobuf:"bytes,3,opt,name=bucket,proto3" json:"bucket,omitempty"`
	Model      *v1alpha12.Model             `protobuf:"bytes,5,opt,name=model,proto3" json:"model,omitempty"`
	Study      *v1alpha12.Study             `protobuf:"bytes,6,opt,name=study,proto3" json:"study,omitempty"`
	Datasource *v1alpha1.DataSource         `protobuf:"bytes,7,opt,name=datasource,proto3" json:"datasource,omitempty"`
	Dataset    *v1alpha1.Dataset            `protobuf:"bytes,8,opt,name=dataset,proto3" json:"dataset,omitempty"`
	Connection *v1alpha11.Connection        `protobuf:"bytes,9,opt,name=connection,proto3" json:"connection,omitempty"`
	Secret     map[string][]byte            `` /* 154-byte string literal not displayed */
	// contains filtered or unexported fields
}

func (*CompileRequest) Descriptor deprecated 

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

Deprecated: Use CompileRequest.ProtoReflect.Descriptor instead.

func (*CompileRequest) GetBucket 

func (x *CompileRequest) GetBucket() *v1alpha11.VirtualBucket

func (*CompileRequest) GetConnection 

func (x *CompileRequest) GetConnection() *v1alpha11.Connection

func (*CompileRequest) GetDataset 

func (x *CompileRequest) GetDataset() *v1alpha1.Dataset

func (*CompileRequest) GetDatasource 

func (x *CompileRequest) GetDatasource() *v1alpha1.DataSource

func (*CompileRequest) GetModel 

func (x *CompileRequest) GetModel() *v1alpha12.Model

func (*CompileRequest) GetProduct 

func (x *CompileRequest) GetProduct() *v1alpha1.DataProduct

func (*CompileRequest) GetSecret 

func (x *CompileRequest) GetSecret() map[string][]byte

func (*CompileRequest) GetStudy 

func (x *CompileRequest) GetStudy() *v1alpha12.Study

func (*CompileRequest) GetVersion 

func (x *CompileRequest) GetVersion() *v1alpha1.DataProductVersion

func (*CompileRequest) ProtoMessage 

func (*CompileRequest) ProtoMessage()

func (*CompileRequest) ProtoReflect 

func (x *CompileRequest) ProtoReflect() protoreflect.Message

func (*CompileRequest) Reset 

func (x *CompileRequest) Reset()

func (*CompileRequest) String 

func (x *CompileRequest) String() string

type CompileResponse 

type CompileResponse struct {

	// The location in the bucket of the trained bin model
	CompiledModelUri string `protobuf:"bytes,1,opt,name=compiledModelUri,proto3" json:"compiledModelUri,omitempty"`
	// contains filtered or unexported fields
}

func (*CompileResponse) Descriptor deprecated 

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

Deprecated: Use CompileResponse.ProtoReflect.Descriptor instead.

func (*CompileResponse) GetCompiledModelUri 

func (x *CompileResponse) GetCompiledModelUri() string

func (*CompileResponse) ProtoMessage 

func (*CompileResponse) ProtoMessage()

func (*CompileResponse) ProtoReflect 

func (x *CompileResponse) ProtoReflect() protoreflect.Message

func (*CompileResponse) Reset 

func (x *CompileResponse) Reset()

func (*CompileResponse) String 

func (x *CompileResponse) String() string

type ExplainRequest 

type ExplainRequest struct {
	Product    *v1alpha1.DataProduct        `protobuf:"bytes,1,opt,name=product,proto3" json:"product,omitempty"`
	Version    *v1alpha1.DataProductVersion `protobuf:"bytes,2,opt,name=version,proto3" json:"version,omitempty"`
	Bucket     *v1alpha11.VirtualBucket     `protobuf:"bytes,3,opt,name=bucket,proto3" json:"bucket,omitempty"`
	Model      *v1alpha12.Model             `protobuf:"bytes,5,opt,name=model,proto3" json:"model,omitempty"`
	Study      *v1alpha12.Study             `protobuf:"bytes,6,opt,name=study,proto3" json:"study,omitempty"`
	Datasource *v1alpha1.DataSource         `protobuf:"bytes,7,opt,name=datasource,proto3" json:"datasource,omitempty"`
	Dataset    *v1alpha1.Dataset            `protobuf:"bytes,8,opt,name=dataset,proto3" json:"dataset,omitempty"`
	Connection *v1alpha11.Connection        `protobuf:"bytes,9,opt,name=connection,proto3" json:"connection,omitempty"`
	Secret     map[string][]byte            `` /* 154-byte string literal not displayed */
	// contains filtered or unexported fields
}

func (*ExplainRequest) Descriptor deprecated 

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

Deprecated: Use ExplainRequest.ProtoReflect.Descriptor instead.

func (*ExplainRequest) GetBucket 

func (x *ExplainRequest) GetBucket() *v1alpha11.VirtualBucket

func (*ExplainRequest) GetConnection 

func (x *ExplainRequest) GetConnection() *v1alpha11.Connection

func (*ExplainRequest) GetDataset 

func (x *ExplainRequest) GetDataset() *v1alpha1.Dataset

func (*ExplainRequest) GetDatasource 

func (x *ExplainRequest) GetDatasource() *v1alpha1.DataSource

func (*ExplainRequest) GetModel 

func (x *ExplainRequest) GetModel() *v1alpha12.Model

func (*ExplainRequest) GetProduct 

func (x *ExplainRequest) GetProduct() *v1alpha1.DataProduct

func (*ExplainRequest) GetSecret 

func (x *ExplainRequest) GetSecret() map[string][]byte

func (*ExplainRequest) GetStudy 

func (x *ExplainRequest) GetStudy() *v1alpha12.Study

func (*ExplainRequest) GetVersion 

func (x *ExplainRequest) GetVersion() *v1alpha1.DataProductVersion

func (*ExplainRequest) ProtoMessage 

func (*ExplainRequest) ProtoMessage()

func (*ExplainRequest) ProtoReflect 

func (x *ExplainRequest) ProtoReflect() protoreflect.Message

func (*ExplainRequest) Reset 

func (x *ExplainRequest) Reset()

func (*ExplainRequest) String 

func (x *ExplainRequest) String() string

type ExplainResponse 

type ExplainResponse struct {

	// The location in the bucket of the trained bin model
	ExplainerUri string `protobuf:"bytes,1,opt,name=explainerUri,proto3" json:"explainerUri,omitempty"`
	// The location in the bucket of the cloud manifest.
	TrainShapValuesUri string `protobuf:"bytes,2,opt,name=trainShapValuesUri,proto3" json:"trainShapValuesUri,omitempty"`
	// The location in the bucket of the logs.
	TestShapValuesUri string `protobuf:"bytes,3,opt,name=testShapValuesUri,proto3" json:"testShapValuesUri,omitempty"`
	// feature importance
	ShapFeaturesImportance map[string]float32 `` /* 187-byte string literal not displayed */
	// contains filtered or unexported fields
}

func (*ExplainResponse) Descriptor deprecated 

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

Deprecated: Use ExplainResponse.ProtoReflect.Descriptor instead.

func (*ExplainResponse) GetExplainerUri added in v0.4.397 

func (x *ExplainResponse) GetExplainerUri() string

func (*ExplainResponse) GetShapFeaturesImportance added in v0.4.397 

func (x *ExplainResponse) GetShapFeaturesImportance() map[string]float32

func (*ExplainResponse) GetTestShapValuesUri added in v0.4.397 

func (x *ExplainResponse) GetTestShapValuesUri() string

func (*ExplainResponse) GetTrainShapValuesUri added in v0.4.397 

func (x *ExplainResponse) GetTrainShapValuesUri() string

func (*ExplainResponse) ProtoMessage 

func (*ExplainResponse) ProtoMessage()

func (*ExplainResponse) ProtoReflect 

func (x *ExplainResponse) ProtoReflect() protoreflect.Message

func (*ExplainResponse) Reset 

func (x *ExplainResponse) Reset()

func (*ExplainResponse) String 

func (x *ExplainResponse) String() string

type ForecastRequest 

type ForecastRequest struct {
	Product    *v1alpha1.DataProduct        `protobuf:"bytes,1,opt,name=product,proto3" json:"product,omitempty"`
	Version    *v1alpha1.DataProductVersion `protobuf:"bytes,2,opt,name=version,proto3" json:"version,omitempty"`
	Bucket     *v1alpha11.VirtualBucket     `protobuf:"bytes,3,opt,name=bucket,proto3" json:"bucket,omitempty"`
	Model      *v1alpha12.Model             `protobuf:"bytes,5,opt,name=model,proto3" json:"model,omitempty"`
	Study      *v1alpha12.Study             `protobuf:"bytes,6,opt,name=study,proto3" json:"study,omitempty"`
	Datasource *v1alpha1.DataSource         `protobuf:"bytes,7,opt,name=datasource,proto3" json:"datasource,omitempty"`
	Dataset    *v1alpha1.Dataset            `protobuf:"bytes,8,opt,name=dataset,proto3" json:"dataset,omitempty"`
	Connection *v1alpha11.Connection        `protobuf:"bytes,9,opt,name=connection,proto3" json:"connection,omitempty"`
	Secret     map[string][]byte            `` /* 154-byte string literal not displayed */
	Group      bool                         `protobuf:"varint,11,opt,name=group,proto3" json:"group,omitempty"`
	// contains filtered or unexported fields
}

func (*ForecastRequest) Descriptor deprecated 

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

Deprecated: Use ForecastRequest.ProtoReflect.Descriptor instead.

func (*ForecastRequest) GetBucket 

func (x *ForecastRequest) GetBucket() *v1alpha11.VirtualBucket

func (*ForecastRequest) GetConnection 

func (x *ForecastRequest) GetConnection() *v1alpha11.Connection

func (*ForecastRequest) GetDataset 

func (x *ForecastRequest) GetDataset() *v1alpha1.Dataset

func (*ForecastRequest) GetDatasource 

func (x *ForecastRequest) GetDatasource() *v1alpha1.DataSource

func (*ForecastRequest) GetGroup added in v0.5.168 

func (x *ForecastRequest) GetGroup() bool

func (*ForecastRequest) GetModel 

func (x *ForecastRequest) GetModel() *v1alpha12.Model

func (*ForecastRequest) GetProduct 

func (x *ForecastRequest) GetProduct() *v1alpha1.DataProduct

func (*ForecastRequest) GetSecret 

func (x *ForecastRequest) GetSecret() map[string][]byte

func (*ForecastRequest) GetStudy 

func (x *ForecastRequest) GetStudy() *v1alpha12.Study

func (*ForecastRequest) GetVersion 

func (x *ForecastRequest) GetVersion() *v1alpha1.DataProductVersion

func (*ForecastRequest) ProtoMessage 

func (*ForecastRequest) ProtoMessage()

func (*ForecastRequest) ProtoReflect 

func (x *ForecastRequest) ProtoReflect() protoreflect.Message

func (*ForecastRequest) Reset 

func (x *ForecastRequest) Reset()

func (*ForecastRequest) String 

func (x *ForecastRequest) String() string

type ForecastResponse 

type ForecastResponse struct {

	// The location in the bucket of the forecast
	ForecastCloudUri string `protobuf:"bytes,2,opt,name=forecastCloudUri,proto3" json:"forecastCloudUri,omitempty"`
	// contains filtered or unexported fields
}

func (*ForecastResponse) Descriptor deprecated 

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

Deprecated: Use ForecastResponse.ProtoReflect.Descriptor instead.

func (*ForecastResponse) GetForecastCloudUri 

func (x *ForecastResponse) GetForecastCloudUri() string

func (*ForecastResponse) ProtoMessage 

func (*ForecastResponse) ProtoMessage()

func (*ForecastResponse) ProtoReflect 

func (x *ForecastResponse) ProtoReflect() protoreflect.Message

func (*ForecastResponse) Reset 

func (x *ForecastResponse) Reset()

func (*ForecastResponse) String 

func (x *ForecastResponse) String() string

type ShutdownRequest 

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

func (*ShutdownRequest) Descriptor deprecated 

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

Deprecated: Use ShutdownRequest.ProtoReflect.Descriptor instead.

func (*ShutdownRequest) ProtoMessage 

func (*ShutdownRequest) ProtoMessage()

func (*ShutdownRequest) ProtoReflect 

func (x *ShutdownRequest) ProtoReflect() protoreflect.Message

func (*ShutdownRequest) Reset 

func (x *ShutdownRequest) Reset()

func (*ShutdownRequest) String 

func (x *ShutdownRequest) String() string

type ShutdownResponse 

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

func (*ShutdownResponse) Descriptor deprecated 

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

Deprecated: Use ShutdownResponse.ProtoReflect.Descriptor instead.

func (*ShutdownResponse) ProtoMessage 

func (*ShutdownResponse) ProtoMessage()

func (*ShutdownResponse) ProtoReflect 

func (x *ShutdownResponse) ProtoReflect() protoreflect.Message

func (*ShutdownResponse) Reset 

func (x *ShutdownResponse) Reset()

func (*ShutdownResponse) String 

func (x *ShutdownResponse) String() string

type TestEnsembleRequest 

type TestEnsembleRequest struct {
	Product *v1alpha1.DataProduct        `protobuf:"bytes,1,opt,name=product,proto3" json:"product,omitempty"`
	Version *v1alpha1.DataProductVersion `protobuf:"bytes,2,opt,name=version,proto3" json:"version,omitempty"`
	Bucket  *v1alpha11.VirtualBucket     `protobuf:"bytes,3,opt,name=bucket,proto3" json:"bucket,omitempty"`
	// the spec for the base models
	Base       []*v1alpha12.Model    `protobuf:"bytes,5,rep,name=base,proto3" json:"base,omitempty"`
	Model      *v1alpha12.Model      `protobuf:"bytes,6,opt,name=model,proto3" json:"model,omitempty"`
	Study      *v1alpha12.Study      `protobuf:"bytes,7,opt,name=study,proto3" json:"study,omitempty"`
	Datasource *v1alpha1.DataSource  `protobuf:"bytes,8,opt,name=datasource,proto3" json:"datasource,omitempty"`
	Dataset    *v1alpha1.Dataset     `protobuf:"bytes,9,opt,name=dataset,proto3" json:"dataset,omitempty"`
	Connection *v1alpha11.Connection `protobuf:"bytes,10,opt,name=connection,proto3" json:"connection,omitempty"`
	Secret     map[string][]byte     `` /* 154-byte string literal not displayed */
	// contains filtered or unexported fields
}

func (*TestEnsembleRequest) Descriptor deprecated 

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

Deprecated: Use TestEnsembleRequest.ProtoReflect.Descriptor instead.

func (*TestEnsembleRequest) GetBase 

func (x *TestEnsembleRequest) GetBase() []*v1alpha12.Model

func (*TestEnsembleRequest) GetBucket 

func (x *TestEnsembleRequest) GetBucket() *v1alpha11.VirtualBucket

func (*TestEnsembleRequest) GetConnection 

func (x *TestEnsembleRequest) GetConnection() *v1alpha11.Connection

func (*TestEnsembleRequest) GetDataset 

func (x *TestEnsembleRequest) GetDataset() *v1alpha1.Dataset

func (*TestEnsembleRequest) GetDatasource 

func (x *TestEnsembleRequest) GetDatasource() *v1alpha1.DataSource

func (*TestEnsembleRequest) GetModel 

func (x *TestEnsembleRequest) GetModel() *v1alpha12.Model

func (*TestEnsembleRequest) GetProduct 

func (x *TestEnsembleRequest) GetProduct() *v1alpha1.DataProduct

func (*TestEnsembleRequest) GetSecret 

func (x *TestEnsembleRequest) GetSecret() map[string][]byte

func (*TestEnsembleRequest) GetStudy 

func (x *TestEnsembleRequest) GetStudy() *v1alpha12.Study

func (*TestEnsembleRequest) GetVersion 

func (x *TestEnsembleRequest) GetVersion() *v1alpha1.DataProductVersion

func (*TestEnsembleRequest) ProtoMessage 

func (*TestEnsembleRequest) ProtoMessage()

func (*TestEnsembleRequest) ProtoReflect 

func (x *TestEnsembleRequest) ProtoReflect() protoreflect.Message

func (*TestEnsembleRequest) Reset 

func (x *TestEnsembleRequest) Reset()

func (*TestEnsembleRequest) String 

func (x *TestEnsembleRequest) String() string

type TestRequest 

type TestRequest struct {
	Product    *v1alpha1.DataProduct        `protobuf:"bytes,1,opt,name=product,proto3" json:"product,omitempty"`
	Version    *v1alpha1.DataProductVersion `protobuf:"bytes,2,opt,name=version,proto3" json:"version,omitempty"`
	Bucket     *v1alpha11.VirtualBucket     `protobuf:"bytes,3,opt,name=bucket,proto3" json:"bucket,omitempty"`
	Model      *v1alpha12.Model             `protobuf:"bytes,5,opt,name=model,proto3" json:"model,omitempty"`
	Study      *v1alpha12.Study             `protobuf:"bytes,6,opt,name=study,proto3" json:"study,omitempty"`
	Datasource *v1alpha1.DataSource         `protobuf:"bytes,7,opt,name=datasource,proto3" json:"datasource,omitempty"`
	Dataset    *v1alpha1.Dataset            `protobuf:"bytes,8,opt,name=dataset,proto3" json:"dataset,omitempty"`
	Connection *v1alpha11.Connection        `protobuf:"bytes,9,opt,name=connection,proto3" json:"connection,omitempty"`
	Secret     map[string][]byte            `` /* 154-byte string literal not displayed */
	// contains filtered or unexported fields
}

func (*TestRequest) Descriptor deprecated 

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

Deprecated: Use TestRequest.ProtoReflect.Descriptor instead.

func (*TestRequest) GetBucket 

func (x *TestRequest) GetBucket() *v1alpha11.VirtualBucket

func (*TestRequest) GetConnection 

func (x *TestRequest) GetConnection() *v1alpha11.Connection

func (*TestRequest) GetDataset 

func (x *TestRequest) GetDataset() *v1alpha1.Dataset

func (*TestRequest) GetDatasource 

func (x *TestRequest) GetDatasource() *v1alpha1.DataSource

func (*TestRequest) GetModel 

func (x *TestRequest) GetModel() *v1alpha12.Model

func (*TestRequest) GetProduct 

func (x *TestRequest) GetProduct() *v1alpha1.DataProduct

func (*TestRequest) GetSecret 

func (x *TestRequest) GetSecret() map[string][]byte

func (*TestRequest) GetStudy 

func (x *TestRequest) GetStudy() *v1alpha12.Study

func (*TestRequest) GetVersion 

func (x *TestRequest) GetVersion() *v1alpha1.DataProductVersion

func (*TestRequest) ProtoMessage 

func (*TestRequest) ProtoMessage()

func (*TestRequest) ProtoReflect 

func (x *TestRequest) ProtoReflect() protoreflect.Message

func (*TestRequest) Reset 

func (x *TestRequest) Reset()

func (*TestRequest) String 

func (x *TestRequest) String() string

type TestResponse 

type TestResponse struct {

	// measurements on the training set
	TrainResult []*v1alpha13.Measurement `protobuf:"bytes,1,rep,name=train_result,json=trainResult,proto3" json:"train_result,omitempty"`
	// measurements on the testing set
	TestResult []*v1alpha13.Measurement `protobuf:"bytes,2,rep,name=test_result,json=testResult,proto3" json:"test_result,omitempty"`
	// The benchmark measurments
	BenchmarkResult []*v1alpha13.Measurement `protobuf:"bytes,3,rep,name=benchmark_result,json=benchmarkResult,proto3" json:"benchmark_result,omitempty"`
	// The location in the bucket of the trained bin model
	ModelWeightsCloudUri string `protobuf:"bytes,4,opt,name=modelWeightsCloudUri,proto3" json:"modelWeightsCloudUri,omitempty"`
	// The location in the bucket of the cloud manifest.
	ModelManifestCloudUri string `protobuf:"bytes,5,opt,name=modelManifestCloudUri,proto3" json:"modelManifestCloudUri,omitempty"`
	// The location in the bucket of the logs.
	ModelLogsCloudUri string `protobuf:"bytes,6,opt,name=modelLogsCloudUri,proto3" json:"modelLogsCloudUri,omitempty"`
	// The location in the bucket of the trained bin model
	PreWeightsCloudUri string `protobuf:"bytes,7,opt,name=preWeightsCloudUri,proto3" json:"preWeightsCloudUri,omitempty"`
	// The location in the bucket of the cloud manifest.
	PreManifestCloudUri string `protobuf:"bytes,8,opt,name=preManifestCloudUri,proto3" json:"preManifestCloudUri,omitempty"`
	// The location in the bucket of the logs.
	PreLogsCloudUri string `protobuf:"bytes,9,opt,name=preLogsCloudUri,proto3" json:"preLogsCloudUri,omitempty"`
	// The label encoder uri.
	LabelEncoder string `protobuf:"bytes,10,opt,name=labelEncoder,proto3" json:"labelEncoder,omitempty"`
	// python command line
	PythonCMD string `protobuf:"bytes,11,opt,name=pythonCMD,proto3" json:"pythonCMD,omitempty"`
	// The operating system
	OS string `protobuf:"bytes,12,opt,name=OS,proto3" json:"OS,omitempty"`
	// python version info
	PythonVersionInfo string `protobuf:"bytes,13,opt,name=pythonVersionInfo,proto3" json:"pythonVersionInfo,omitempty"`
	// pip freeze string
	PipFreeze map[string]string `` /* 160-byte string literal not displayed */
	// Misclassfied uri
	MisclassUri string `protobuf:"bytes,15,opt,name=misclassUri,proto3" json:"misclassUri,omitempty"`
	// feature importance
	ImpurityFeatureImportance map[string]float32 `` /* 194-byte string literal not displayed */
	// permutation feature importance
	PermutationFeatureImportance map[string]float32 `` /* 200-byte string literal not displayed */
	// train confusion matrix
	TrainCM *v1alpha13.ConfusionMatrix `protobuf:"bytes,18,opt,name=trainCM,proto3" json:"trainCM,omitempty"`
	// test confusion matrix
	TestCM *v1alpha13.ConfusionMatrix `protobuf:"bytes,19,opt,name=testCM,proto3" json:"testCM,omitempty"`
	// contains filtered or unexported fields
}

func (*TestResponse) Descriptor deprecated 

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

Deprecated: Use TestResponse.ProtoReflect.Descriptor instead.

func (*TestResponse) GetBenchmarkResult 

func (x *TestResponse) GetBenchmarkResult() []*v1alpha13.Measurement

func (*TestResponse) GetImpurityFeatureImportance added in v0.4.814 

func (x *TestResponse) GetImpurityFeatureImportance() map[string]float32

func (*TestResponse) GetLabelEncoder 

func (x *TestResponse) GetLabelEncoder() string

func (*TestResponse) GetMisclassUri 

func (x *TestResponse) GetMisclassUri() string

func (*TestResponse) GetModelLogsCloudUri 

func (x *TestResponse) GetModelLogsCloudUri() string

func (*TestResponse) GetModelManifestCloudUri 

func (x *TestResponse) GetModelManifestCloudUri() string

func (*TestResponse) GetModelWeightsCloudUri 

func (x *TestResponse) GetModelWeightsCloudUri() string

func (*TestResponse) GetOS added in v0.4.811 

func (x *TestResponse) GetOS() string

func (*TestResponse) GetPermutationFeatureImportance added in v0.4.814 

func (x *TestResponse) GetPermutationFeatureImportance() map[string]float32

func (*TestResponse) GetPipFreeze 

func (x *TestResponse) GetPipFreeze() map[string]string

func (*TestResponse) GetPreLogsCloudUri 

func (x *TestResponse) GetPreLogsCloudUri() string

func (*TestResponse) GetPreManifestCloudUri 

func (x *TestResponse) GetPreManifestCloudUri() string

func (*TestResponse) GetPreWeightsCloudUri 

func (x *TestResponse) GetPreWeightsCloudUri() string

func (*TestResponse) GetPythonCMD added in v0.4.811 

func (x *TestResponse) GetPythonCMD() string

func (*TestResponse) GetPythonVersionInfo 

func (x *TestResponse) GetPythonVersionInfo() string

func (*TestResponse) GetTestCM added in v0.4.813 

func (x *TestResponse) GetTestCM() *v1alpha13.ConfusionMatrix

func (*TestResponse) GetTestResult 

func (x *TestResponse) GetTestResult() []*v1alpha13.Measurement

func (*TestResponse) GetTrainCM added in v0.4.813 

func (x *TestResponse) GetTrainCM() *v1alpha13.ConfusionMatrix

func (*TestResponse) GetTrainResult 

func (x *TestResponse) GetTrainResult() []*v1alpha13.Measurement

func (*TestResponse) ProtoMessage 

func (*TestResponse) ProtoMessage()

func (*TestResponse) ProtoReflect 

func (x *TestResponse) ProtoReflect() protoreflect.Message

func (*TestResponse) Reset 

func (x *TestResponse) Reset()

func (*TestResponse) String 

func (x *TestResponse) String() string

type TrainDriftDetectorRequest added in v0.4.730 

type TrainDriftDetectorRequest struct {
	Product *v1alpha1.DataProduct        `protobuf:"bytes,1,opt,name=product,proto3" json:"product,omitempty"`
	Version *v1alpha1.DataProductVersion `protobuf:"bytes,2,opt,name=version,proto3" json:"version,omitempty"`
	Bucket  *v1alpha11.VirtualBucket     `protobuf:"bytes,3,opt,name=bucket,proto3" json:"bucket,omitempty"`
	// the spec for the base models
	Base       []*v1alpha12.Model    `protobuf:"bytes,5,rep,name=base,proto3" json:"base,omitempty"`
	Model      *v1alpha12.Model      `protobuf:"bytes,6,opt,name=model,proto3" json:"model,omitempty"`
	Study      *v1alpha12.Study      `protobuf:"bytes,7,opt,name=study,proto3" json:"study,omitempty"`
	Datasource *v1alpha1.DataSource  `protobuf:"bytes,8,opt,name=datasource,proto3" json:"datasource,omitempty"`
	Dataset    *v1alpha1.Dataset     `protobuf:"bytes,9,opt,name=dataset,proto3" json:"dataset,omitempty"`
	Connection *v1alpha11.Connection `protobuf:"bytes,10,opt,name=connection,proto3" json:"connection,omitempty"`
	Secret     map[string][]byte     `` /* 154-byte string literal not displayed */
	// contains filtered or unexported fields
}

func (*TrainDriftDetectorRequest) Descriptor deprecated added in v0.4.730 

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

Deprecated: Use TrainDriftDetectorRequest.ProtoReflect.Descriptor instead.

func (*TrainDriftDetectorRequest) GetBase added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetBase() []*v1alpha12.Model

func (*TrainDriftDetectorRequest) GetBucket added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetBucket() *v1alpha11.VirtualBucket

func (*TrainDriftDetectorRequest) GetConnection added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetConnection() *v1alpha11.Connection

func (*TrainDriftDetectorRequest) GetDataset added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetDataset() *v1alpha1.Dataset

func (*TrainDriftDetectorRequest) GetDatasource added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetDatasource() *v1alpha1.DataSource

func (*TrainDriftDetectorRequest) GetModel added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetModel() *v1alpha12.Model

func (*TrainDriftDetectorRequest) GetProduct added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetProduct() *v1alpha1.DataProduct

func (*TrainDriftDetectorRequest) GetSecret added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetSecret() map[string][]byte

func (*TrainDriftDetectorRequest) GetStudy added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetStudy() *v1alpha12.Study

func (*TrainDriftDetectorRequest) GetVersion added in v0.4.730 

func (x *TrainDriftDetectorRequest) GetVersion() *v1alpha1.DataProductVersion

func (*TrainDriftDetectorRequest) ProtoMessage added in v0.4.730 

func (*TrainDriftDetectorRequest) ProtoMessage()

func (*TrainDriftDetectorRequest) ProtoReflect added in v0.4.730 

func (x *TrainDriftDetectorRequest) ProtoReflect() protoreflect.Message

func (*TrainDriftDetectorRequest) Reset added in v0.4.730 

func (x *TrainDriftDetectorRequest) Reset()

func (*TrainDriftDetectorRequest) String added in v0.4.730 

func (x *TrainDriftDetectorRequest) String() string

type TrainEnsembleRequest 

type TrainEnsembleRequest struct {
	Product *v1alpha1.DataProduct        `protobuf:"bytes,1,opt,name=product,proto3" json:"product,omitempty"`
	Version *v1alpha1.DataProductVersion `protobuf:"bytes,2,opt,name=version,proto3" json:"version,omitempty"`
	Bucket  *v1alpha11.VirtualBucket     `protobuf:"bytes,3,opt,name=bucket,proto3" json:"bucket,omitempty"`
	// the spec for the base models
	Base       []*v1alpha12.Model    `protobuf:"bytes,5,rep,name=base,proto3" json:"base,omitempty"`
	Model      *v1alpha12.Model      `protobuf:"bytes,6,opt,name=model,proto3" json:"model,omitempty"`
	Study      *v1alpha12.Study      `protobuf:"bytes,7,opt,name=study,proto3" json:"study,omitempty"`
	Datasource *v1alpha1.DataSource  `protobuf:"bytes,8,opt,name=datasource,proto3" json:"datasource,omitempty"`
	Dataset    *v1alpha1.Dataset     `protobuf:"bytes,9,opt,name=dataset,proto3" json:"dataset,omitempty"`
	Connection *v1alpha11.Connection `protobuf:"bytes,10,opt,name=connection,proto3" json:"connection,omitempty"`
	Secret     map[string][]byte     `` /* 154-byte string literal not displayed */
	// contains filtered or unexported fields
}

used for ensable training

func (*TrainEnsembleRequest) Descriptor deprecated 

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

Deprecated: Use TrainEnsembleRequest.ProtoReflect.Descriptor instead.

func (*TrainEnsembleRequest) GetBase 

func (x *TrainEnsembleRequest) GetBase() []*v1alpha12.Model

func (*TrainEnsembleRequest) GetBucket 

func (x *TrainEnsembleRequest) GetBucket() *v1alpha11.VirtualBucket

func (*TrainEnsembleRequest) GetConnection 

func (x *TrainEnsembleRequest) GetConnection() *v1alpha11.Connection

func (*TrainEnsembleRequest) GetDataset 

func (x *TrainEnsembleRequest) GetDataset() *v1alpha1.Dataset

func (*TrainEnsembleRequest) GetDatasource 

func (x *TrainEnsembleRequest) GetDatasource() *v1alpha1.DataSource

func (*TrainEnsembleRequest) GetModel 

func (x *TrainEnsembleRequest) GetModel() *v1alpha12.Model

func (*TrainEnsembleRequest) GetProduct 

func (x *TrainEnsembleRequest) GetProduct() *v1alpha1.DataProduct

func (*TrainEnsembleRequest) GetSecret 

func (x *TrainEnsembleRequest) GetSecret() map[string][]byte

func (*TrainEnsembleRequest) GetStudy 

func (x *TrainEnsembleRequest) GetStudy() *v1alpha12.Study

func (*TrainEnsembleRequest) GetVersion 

func (x *TrainEnsembleRequest) GetVersion() *v1alpha1.DataProductVersion

func (*TrainEnsembleRequest) ProtoMessage 

func (*TrainEnsembleRequest) ProtoMessage()

func (*TrainEnsembleRequest) ProtoReflect 

func (x *TrainEnsembleRequest) ProtoReflect() protoreflect.Message

func (*TrainEnsembleRequest) Reset 

func (x *TrainEnsembleRequest) Reset()

func (*TrainEnsembleRequest) String 

func (x *TrainEnsembleRequest) String() string

type TrainRequest 

type TrainRequest struct {
	Product      *v1alpha1.DataProduct        `protobuf:"bytes,1,opt,name=product,proto3" json:"product,omitempty"`
	Version      *v1alpha1.DataProductVersion `protobuf:"bytes,2,opt,name=version,proto3" json:"version,omitempty"`
	Bucket       *v1alpha11.VirtualBucket     `protobuf:"bytes,3,opt,name=bucket,proto3" json:"bucket,omitempty"`
	Model        *v1alpha12.Model             `protobuf:"bytes,5,opt,name=model,proto3" json:"model,omitempty"`
	Study        *v1alpha12.Study             `protobuf:"bytes,6,opt,name=study,proto3" json:"study,omitempty"`
	Datasource   *v1alpha1.DataSource         `protobuf:"bytes,7,opt,name=datasource,proto3" json:"datasource,omitempty"`
	Dataset      *v1alpha1.Dataset            `protobuf:"bytes,8,opt,name=dataset,proto3" json:"dataset,omitempty"`
	Connection   *v1alpha11.Connection        `protobuf:"bytes,9,opt,name=connection,proto3" json:"connection,omitempty"`
	Secret       map[string][]byte            `` /* 154-byte string literal not displayed */
	TestDataset  *v1alpha1.Dataset            `protobuf:"bytes,11,opt,name=testDataset,proto3" json:"testDataset,omitempty"`
	TrainDataset *v1alpha1.Dataset            `protobuf:"bytes,12,opt,name=trainDataset,proto3" json:"trainDataset,omitempty"`
	Group        bool                         `protobuf:"varint,13,opt,name=group,proto3" json:"group,omitempty"`
	// contains filtered or unexported fields
}

func (*TrainRequest) Descriptor deprecated 

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

Deprecated: Use TrainRequest.ProtoReflect.Descriptor instead.

func (*TrainRequest) GetBucket 

func (x *TrainRequest) GetBucket() *v1alpha11.VirtualBucket

func (*TrainRequest) GetConnection 

func (x *TrainRequest) GetConnection() *v1alpha11.Connection

func (*TrainRequest) GetDataset 

func (x *TrainRequest) GetDataset() *v1alpha1.Dataset

func (*TrainRequest) GetDatasource 

func (x *TrainRequest) GetDatasource() *v1alpha1.DataSource

func (*TrainRequest) GetGroup added in v0.5.168 

func (x *TrainRequest) GetGroup() bool

func (*TrainRequest) GetModel 

func (x *TrainRequest) GetModel() *v1alpha12.Model

func (*TrainRequest) GetProduct 

func (x *TrainRequest) GetProduct() *v1alpha1.DataProduct

func (*TrainRequest) GetSecret 

func (x *TrainRequest) GetSecret() map[string][]byte

func (*TrainRequest) GetStudy 

func (x *TrainRequest) GetStudy() *v1alpha12.Study

func (*TrainRequest) GetTestDataset added in v0.4.586 

func (x *TrainRequest) GetTestDataset() *v1alpha1.Dataset

func (*TrainRequest) GetTrainDataset added in v0.4.586 

func (x *TrainRequest) GetTrainDataset() *v1alpha1.Dataset

func (*TrainRequest) GetVersion 

func (x *TrainRequest) GetVersion() *v1alpha1.DataProductVersion

func (*TrainRequest) ProtoMessage 

func (*TrainRequest) ProtoMessage()

func (*TrainRequest) ProtoReflect 

func (x *TrainRequest) ProtoReflect() protoreflect.Message

func (*TrainRequest) Reset 

func (x *TrainRequest) Reset()

func (*TrainRequest) String 

func (x *TrainRequest) String() string

type TrainResponse 

type TrainResponse struct {
	Result []*v1alpha13.Measurement `protobuf:"bytes,1,rep,name=result,proto3" json:"result,omitempty"`
	// The location in the bucket of the trained bin model
	WeightsCloudUri string `protobuf:"bytes,2,opt,name=weightsCloudUri,proto3" json:"weightsCloudUri,omitempty"`
	// The location in the bucket of the cloud manifest.
	ManifestCloudUri string `protobuf:"bytes,3,opt,name=manifestCloudUri,proto3" json:"manifestCloudUri,omitempty"`
	// The location in the bucket of the logs.
	LogsCloudUri string `protobuf:"bytes,4,opt,name=logsCloudUri,proto3" json:"logsCloudUri,omitempty"`
	// The uri for the label encoder, in case of a categorical class.
	LabelEncoder string `protobuf:"bytes,5,opt,name=labelEncoder,proto3" json:"labelEncoder,omitempty"`
	// python version info
	PythonVersionInfo string `protobuf:"bytes,6,opt,name=pythonVersionInfo,proto3" json:"pythonVersionInfo,omitempty"`
	// python command line
	PythonCMD string `protobuf:"bytes,7,opt,name=pythonCMD,proto3" json:"pythonCMD,omitempty"`
	// The operating system
	OS string `protobuf:"bytes,8,opt,name=OS,proto3" json:"OS,omitempty"`
	// pip freeze string
	PipFreeze map[string]string `` /* 159-byte string literal not displayed */
	// feature importance
	ImpurityFeatureImportance map[string]float32 `` /* 194-byte string literal not displayed */
	// permutation feature importance
	PermutationFeatureImportance map[string]float32 `` /* 200-byte string literal not displayed */
	// confusion matrix
	Cm *v1alpha13.ConfusionMatrix `protobuf:"bytes,12,opt,name=cm,proto3" json:"cm,omitempty"`
	//
	ModelIndexURI string `protobuf:"bytes,13,opt,name=modelIndexURI,proto3" json:"modelIndexURI,omitempty"`
	// contains filtered or unexported fields
}

func (*TrainResponse) Descriptor deprecated 

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

Deprecated: Use TrainResponse.ProtoReflect.Descriptor instead.

func (*TrainResponse) GetCm added in v0.4.808 

func (x *TrainResponse) GetCm() *v1alpha13.ConfusionMatrix

func (*TrainResponse) GetImpurityFeatureImportance added in v0.4.816 

func (x *TrainResponse) GetImpurityFeatureImportance() map[string]float32

func (*TrainResponse) GetLabelEncoder 

func (x *TrainResponse) GetLabelEncoder() string

func (*TrainResponse) GetLogsCloudUri 

func (x *TrainResponse) GetLogsCloudUri() string

func (*TrainResponse) GetManifestCloudUri 

func (x *TrainResponse) GetManifestCloudUri() string

func (*TrainResponse) GetModelIndexURI added in v0.5.168 

func (x *TrainResponse) GetModelIndexURI() string

func (*TrainResponse) GetOS added in v0.4.807 

func (x *TrainResponse) GetOS() string

func (*TrainResponse) GetPermutationFeatureImportance added in v0.4.816 

func (x *TrainResponse) GetPermutationFeatureImportance() map[string]float32

func (*TrainResponse) GetPipFreeze 

func (x *TrainResponse) GetPipFreeze() map[string]string

func (*TrainResponse) GetPythonCMD added in v0.4.807 

func (x *TrainResponse) GetPythonCMD() string

func (*TrainResponse) GetPythonVersionInfo 

func (x *TrainResponse) GetPythonVersionInfo() string

func (*TrainResponse) GetResult 

func (x *TrainResponse) GetResult() []*v1alpha13.Measurement

func (*TrainResponse) GetWeightsCloudUri 

func (x *TrainResponse) GetWeightsCloudUri() string

func (*TrainResponse) ProtoMessage 

func (*TrainResponse) ProtoMessage()

func (*TrainResponse) ProtoReflect 

func (x *TrainResponse) ProtoReflect() protoreflect.Message

func (*TrainResponse) Reset 

func (x *TrainResponse) Reset()

func (*TrainResponse) String 

func (x *TrainResponse) String() string

type TrainerdServiceClient 

type TrainerdServiceClient interface {
	Train(ctx context.Context, in *TrainRequest, opts ...grpc.CallOption) (*TrainResponse, error)
	Explain(ctx context.Context, in *ExplainRequest, opts ...grpc.CallOption) (*ExplainResponse, error)
	Forecast(ctx context.Context, in *ForecastRequest, opts ...grpc.CallOption) (*ForecastResponse, error)
	Test(ctx context.Context, in *TestRequest, opts ...grpc.CallOption) (*TestResponse, error)
	TrainEnsemble(ctx context.Context, in *TrainEnsembleRequest, opts ...grpc.CallOption) (*TrainResponse, error)
	TrainDriftDetector(ctx context.Context, in *TrainDriftDetectorRequest, opts ...grpc.CallOption) (*TrainResponse, error)
	TestEnsemble(ctx context.Context, in *TestEnsembleRequest, opts ...grpc.CallOption) (*TestResponse, error)
	Shutdown(ctx context.Context, in *ShutdownRequest, opts ...grpc.CallOption) (*ShutdownResponse, error)
}

TrainerdServiceClient is the client API for TrainerdService service.

For semantics around ctx use and closing/ending streaming RPCs, please refer to https://pkg.go.dev/google.golang.org/grpc/?tab=doc#ClientConn.NewStream.

func NewTrainerdServiceClient 

func NewTrainerdServiceClient(cc grpc.ClientConnInterface) TrainerdServiceClient

type TrainerdServiceServer 

type TrainerdServiceServer interface {
	Train(context.Context, *TrainRequest) (*TrainResponse, error)
	Explain(context.Context, *ExplainRequest) (*ExplainResponse, error)
	Forecast(context.Context, *ForecastRequest) (*ForecastResponse, error)
	Test(context.Context, *TestRequest) (*TestResponse, error)
	TrainEnsemble(context.Context, *TrainEnsembleRequest) (*TrainResponse, error)
	TrainDriftDetector(context.Context, *TrainDriftDetectorRequest) (*TrainResponse, error)
	TestEnsemble(context.Context, *TestEnsembleRequest) (*TestResponse, error)
	Shutdown(context.Context, *ShutdownRequest) (*ShutdownResponse, error)
	// contains filtered or unexported methods
}

TrainerdServiceServer is the server API for TrainerdService service. All implementations must embed UnimplementedTrainerdServiceServer for forward compatibility

type UnimplementedTrainerdServiceServer 

type UnimplementedTrainerdServiceServer struct {
}

UnimplementedTrainerdServiceServer must be embedded to have forward compatible implementations.

func (UnimplementedTrainerdServiceServer) Explain 

func (UnimplementedTrainerdServiceServer) Explain(context.Context, *ExplainRequest) (*ExplainResponse, error)

func (UnimplementedTrainerdServiceServer) Forecast 

func (UnimplementedTrainerdServiceServer) Forecast(context.Context, *ForecastRequest) (*ForecastResponse, error)

func (UnimplementedTrainerdServiceServer) Shutdown 

func (UnimplementedTrainerdServiceServer) Shutdown(context.Context, *ShutdownRequest) (*ShutdownResponse, error)

func (UnimplementedTrainerdServiceServer) Test 

func (UnimplementedTrainerdServiceServer) Test(context.Context, *TestRequest) (*TestResponse, error)

func (UnimplementedTrainerdServiceServer) TestEnsemble 

func (UnimplementedTrainerdServiceServer) TestEnsemble(context.Context, *TestEnsembleRequest) (*TestResponse, error)

func (UnimplementedTrainerdServiceServer) Train 

func (UnimplementedTrainerdServiceServer) Train(context.Context, *TrainRequest) (*TrainResponse, error)

func (UnimplementedTrainerdServiceServer) TrainDriftDetector added in v0.4.730 

func (UnimplementedTrainerdServiceServer) TrainDriftDetector(context.Context, *TrainDriftDetectorRequest) (*TrainResponse, error)

func (UnimplementedTrainerdServiceServer) TrainEnsemble 

func (UnimplementedTrainerdServiceServer) TrainEnsemble(context.Context, *TrainEnsembleRequest) (*TrainResponse, error)

type UnsafeTrainerdServiceServer added in v0.4.687 

type UnsafeTrainerdServiceServer interface {
	// contains filtered or unexported methods
}

UnsafeTrainerdServiceServer may be embedded to opt out of forward compatibility for this service. Use of this interface is not recommended, as added methods to TrainerdServiceServer will result in compilation errors.

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