ml

package
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Published: Nov 21, 2016 License: BSD-3-Clause Imports: 13 Imported by: 0

Documentation

Overview

Package ml provides access to the Google Cloud Machine Learning.

See https://cloud.google.com/ml/

Usage example:

import "google.golang.org/api/ml/v1beta1"
...
mlService, err := ml.New(oauthHttpClient)

Index

Constants

View Source
const (
	// View and manage your data across Google Cloud Platform services
	CloudPlatformScope = "https://www.googleapis.com/auth/cloud-platform"
)

OAuth2 scopes used by this API.

Variables

This section is empty.

Functions

This section is empty.

Types

type GoogleApi__HttpBody

type GoogleApi__HttpBody struct {
	// ContentType: The HTTP Content-Type string representing the content
	// type of the body.
	ContentType string `json:"contentType,omitempty"`

	// Data: HTTP body binary data.
	Data string `json:"data,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "ContentType") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ContentType") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleApi__HttpBody: Message that represents an arbitrary HTTP body. It should only be used for payload formats that can't be represented as JSON, such as raw binary or an HTML page.

This message can be used both in streaming and non-streaming API methods in the request as well as the response.

It can be used as a top-level request field, which is convenient if one wants to extract parameters from either the URL or HTTP template into the request fields and also want access to the raw HTTP body.

Example:

message GetResourceRequest {
  // A unique request id.
  string request_id = 1;

  // The raw HTTP body is bound to this field.
  google.api.HttpBody http_body = 2;
}

service ResourceService {
  rpc GetResource(GetResourceRequest) returns

(google.api.HttpBody);

rpc UpdateResource(google.api.HttpBody) returns

(google.protobuf.Empty);

}

Example with streaming methods:

service CaldavService {
  rpc GetCalendar(stream google.api.HttpBody)
    returns (stream google.api.HttpBody);
  rpc UpdateCalendar(stream google.api.HttpBody)
    returns (stream google.api.HttpBody);
}

Use of this type only changes how the request and response bodies are handled, all other features will continue to work unchanged.

func (*GoogleApi__HttpBody) MarshalJSON

func (s *GoogleApi__HttpBody) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1HyperparameterOutputHyperparameterMetric

type GoogleCloudMlV1beta1HyperparameterOutputHyperparameterMetric struct {
	// ObjectiveValue: The objective value at this training step.
	ObjectiveValue float64 `json:"objectiveValue,omitempty"`

	// TrainingStep: The global training step for this metric.
	TrainingStep int64 `json:"trainingStep,omitempty,string"`

	// ForceSendFields is a list of field names (e.g. "ObjectiveValue") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ObjectiveValue") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1HyperparameterOutputHyperparameterMetric: An observed value of a metric.

func (*GoogleCloudMlV1beta1HyperparameterOutputHyperparameterMetric) MarshalJSON

type GoogleCloudMlV1beta1__CancelJobRequest

type GoogleCloudMlV1beta1__CancelJobRequest struct {
}

GoogleCloudMlV1beta1__CancelJobRequest: Request message for the CancelJob method.

type GoogleCloudMlV1beta1__GetConfigResponse

type GoogleCloudMlV1beta1__GetConfigResponse struct {
	// ServiceAccount: The service account Cloud ML uses to access resources
	// in the project.
	ServiceAccount string `json:"serviceAccount,omitempty"`

	// ServiceAccountProject: The project number for `service_account`.
	ServiceAccountProject int64 `json:"serviceAccountProject,omitempty,string"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "ServiceAccount") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ServiceAccount") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__GetConfigResponse: Returns service account information associated with a project.

func (*GoogleCloudMlV1beta1__GetConfigResponse) MarshalJSON

func (s *GoogleCloudMlV1beta1__GetConfigResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__HyperparameterOutput

type GoogleCloudMlV1beta1__HyperparameterOutput struct {
	// AllMetrics: All recorded object metrics for this trial.
	AllMetrics []*GoogleCloudMlV1beta1HyperparameterOutputHyperparameterMetric `json:"allMetrics,omitempty"`

	// FinalMetric: The final objective metric seen for this trial.
	FinalMetric *GoogleCloudMlV1beta1HyperparameterOutputHyperparameterMetric `json:"finalMetric,omitempty"`

	// Hyperparameters: The hyperparameters given to this trial.
	Hyperparameters map[string]string `json:"hyperparameters,omitempty"`

	// TrialId: The trial id for these results.
	TrialId string `json:"trialId,omitempty"`

	// ForceSendFields is a list of field names (e.g. "AllMetrics") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "AllMetrics") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__HyperparameterOutput: Represents the result of a single hyperparameter tuning trial from a training job. The TrainingOutput object that is returned on successful completion of a training job with hyperparameter tuning includes a list of HyperparameterOutput objects, one for each successful trial.

func (*GoogleCloudMlV1beta1__HyperparameterOutput) MarshalJSON

type GoogleCloudMlV1beta1__HyperparameterSpec

type GoogleCloudMlV1beta1__HyperparameterSpec struct {
	// Goal: Required. The type of goal to use for tuning. Available types
	// are
	// `MAXIMIZE` and `MINIMIZE`.
	//
	// Defaults to `MAXIMIZE`.
	//
	// Possible values:
	//   "GOAL_TYPE_UNSPECIFIED" - Goal Type will default to maximize.
	//   "MAXIMIZE" - Maximize the goal metric.
	//   "MINIMIZE" - Minimize the goal metric.
	Goal string `json:"goal,omitempty"`

	// MaxParallelTrials: Optional. The number of training trials to run
	// concurrently.
	// You can reduce the time it takes to perform hyperparameter tuning by
	// adding
	// trials in parallel. However, each trail only benefits from the
	// information
	// gained in completed trials. That means that a trial does not get
	// access to
	// the results of trials running at the same time, which could reduce
	// the
	// quality of the overall optimization.
	//
	// Each trial will use the same scale tier and machine types.
	//
	// Defaults to one.
	MaxParallelTrials int64 `json:"maxParallelTrials,omitempty"`

	// MaxTrials: Optional. How many training trials should be attempted to
	// optimize
	// the specified hyperparameters.
	//
	// Defaults to one.
	MaxTrials int64 `json:"maxTrials,omitempty"`

	// Params: Required. The set of parameters to tune.
	Params []*GoogleCloudMlV1beta1__ParameterSpec `json:"params,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Goal") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Goal") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__HyperparameterSpec: Represents a set of hyperparameters to optimize.

func (*GoogleCloudMlV1beta1__HyperparameterSpec) MarshalJSON

func (s *GoogleCloudMlV1beta1__HyperparameterSpec) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__Job

type GoogleCloudMlV1beta1__Job struct {
	// CreateTime: Output only. When the job was created.
	CreateTime string `json:"createTime,omitempty"`

	// EndTime: Output only. When the job processing was completed.
	EndTime string `json:"endTime,omitempty"`

	// ErrorMessage: Output only. The details of a failure or a
	// cancellation.
	ErrorMessage string `json:"errorMessage,omitempty"`

	// JobId: Required. The user-specified id of the job.
	JobId string `json:"jobId,omitempty"`

	// PredictionInput: Input parameters to create a prediction job.
	PredictionInput *GoogleCloudMlV1beta1__PredictionInput `json:"predictionInput,omitempty"`

	// PredictionOutput: The current prediction job result.
	PredictionOutput *GoogleCloudMlV1beta1__PredictionOutput `json:"predictionOutput,omitempty"`

	// StartTime: Output only. When the job processing was started.
	StartTime string `json:"startTime,omitempty"`

	// State: Output only. The detailed state of a job.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The job state is unspecified.
	//   "QUEUED" - The job has been just created and processing has not yet
	// begun.
	//   "PREPARING" - The service is preparing to run the job.
	//   "RUNNING" - The job is in progress.
	//   "SUCCEEDED" - The job completed successfully.
	//   "FAILED" - The job failed.
	// `error_message` should contain the details of the failure.
	//   "CANCELLING" - The job is being cancelled.
	// `error_message` should describe the reason for the cancellation.
	//   "CANCELLED" - The job has been cancelled.
	// `error_message` should describe the reason for the cancellation.
	State string `json:"state,omitempty"`

	// TrainingInput: Input parameters to create a training job.
	TrainingInput *GoogleCloudMlV1beta1__TrainingInput `json:"trainingInput,omitempty"`

	// TrainingOutput: The current training job result.
	TrainingOutput *GoogleCloudMlV1beta1__TrainingOutput `json:"trainingOutput,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "CreateTime") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CreateTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__Job: Represents a training or prediction job.

func (*GoogleCloudMlV1beta1__Job) MarshalJSON

func (s *GoogleCloudMlV1beta1__Job) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__ListJobsResponse

type GoogleCloudMlV1beta1__ListJobsResponse struct {
	// Jobs: The list of jobs.
	Jobs []*GoogleCloudMlV1beta1__Job `json:"jobs,omitempty"`

	// NextPageToken: Optional. Pass this token as the `page_token` field of
	// the request for a
	// subsequent call.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Jobs") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Jobs") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__ListJobsResponse: Response message for the ListJobs method.

func (*GoogleCloudMlV1beta1__ListJobsResponse) MarshalJSON

func (s *GoogleCloudMlV1beta1__ListJobsResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__ListModelsResponse

type GoogleCloudMlV1beta1__ListModelsResponse struct {
	// Models: The list of models.
	Models []*GoogleCloudMlV1beta1__Model `json:"models,omitempty"`

	// NextPageToken: Optional. Pass this token as the `page_token` field of
	// the request for a
	// subsequent call.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Models") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Models") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__ListModelsResponse: Response message for the ListModels method.

func (*GoogleCloudMlV1beta1__ListModelsResponse) MarshalJSON

func (s *GoogleCloudMlV1beta1__ListModelsResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__ListVersionsResponse

type GoogleCloudMlV1beta1__ListVersionsResponse struct {
	// NextPageToken: Optional. Pass this token as the `page_token` field of
	// the request for a
	// subsequent call.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// Versions: The list of versions.
	Versions []*GoogleCloudMlV1beta1__Version `json:"versions,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "NextPageToken") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "NextPageToken") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__ListVersionsResponse: Response message for the ListVersions method.

func (*GoogleCloudMlV1beta1__ListVersionsResponse) MarshalJSON

type GoogleCloudMlV1beta1__Model

type GoogleCloudMlV1beta1__Model struct {
	// DefaultVersion: Output only. The default version of the model. This
	// version will be used to
	// handle prediction requests that do not specify a version.
	//
	// You can change the default version by
	// calling
	// [projects.methods.versions.setDefault](/ml/reference/rest/v1be
	// ta1/projects.models.versions/setDefault).
	DefaultVersion *GoogleCloudMlV1beta1__Version `json:"defaultVersion,omitempty"`

	// Description: Optional. The description specified for the model when
	// it was created.
	Description string `json:"description,omitempty"`

	// Name: Required. The name specified for the model when it was
	// created.
	//
	// The model name must be unique within the project it is created in.
	Name string `json:"name,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "DefaultVersion") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "DefaultVersion") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__Model: Represents a machine learning solution.

A model can have multiple versions, each of which is a deployed, trained model ready to receive prediction requests. The model itself is just a container.

func (*GoogleCloudMlV1beta1__Model) MarshalJSON

func (s *GoogleCloudMlV1beta1__Model) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__OperationMetadata

type GoogleCloudMlV1beta1__OperationMetadata struct {
	// CreateTime: The time the operation was submitted.
	CreateTime string `json:"createTime,omitempty"`

	// EndTime: The time operation processing completed.
	EndTime string `json:"endTime,omitempty"`

	// IsCancellationRequested: Indicates whether a request to cancel this
	// operation has been made.
	IsCancellationRequested bool `json:"isCancellationRequested,omitempty"`

	// ModelName: Contains the name of the model associated with the
	// operation.
	ModelName string `json:"modelName,omitempty"`

	// OperationType: The operation type.
	//
	// Possible values:
	//   "OPERATION_TYPE_UNSPECIFIED" - Unspecified operation type.
	//   "CREATE_VERSION" - An operation to create a new version.
	//   "DELETE_VERSION" - An operation to delete an existing version.
	//   "DELETE_MODEL" - An operation to delete an existing model.
	OperationType string `json:"operationType,omitempty"`

	// StartTime: The time operation processing started.
	StartTime string `json:"startTime,omitempty"`

	// Version: Contains the version associated with the operation.
	Version *GoogleCloudMlV1beta1__Version `json:"version,omitempty"`

	// ForceSendFields is a list of field names (e.g. "CreateTime") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CreateTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__OperationMetadata: Represents the metadata of the long-running operation.

func (*GoogleCloudMlV1beta1__OperationMetadata) MarshalJSON

func (s *GoogleCloudMlV1beta1__OperationMetadata) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__ParameterSpec

type GoogleCloudMlV1beta1__ParameterSpec struct {
	// CategoricalValues: Required if type is `CATEGORICAL`. The list of
	// possible categories.
	CategoricalValues []string `json:"categoricalValues,omitempty"`

	// DiscreteValues: Required if type is `DISCRETE`.
	// A list of feasible points.
	// The list should be in strictly increasing order. For instance,
	// this
	// parameter might have possible settings of 1.5, 2.5, and 4.0. This
	// list
	// should not contain more than 1,000 values.
	DiscreteValues []float64 `json:"discreteValues,omitempty"`

	// MaxValue: Required if typeis `DOUBLE` or `INTEGER`. This field
	// should be unset if type is `CATEGORICAL`. This value should be
	// integers if
	// type is `INTEGER`.
	MaxValue float64 `json:"maxValue,omitempty"`

	// MinValue: Required if type is `DOUBLE` or `INTEGER`. This
	// field
	// should be unset if type is `CATEGORICAL`. This value should be
	// integers if
	// type is INTEGER.
	MinValue float64 `json:"minValue,omitempty"`

	// ParameterName: Required. The parameter name must be unique amongst
	// all ParameterConfigs in
	// a HyperparameterSpec message. E.g., "learning_rate".
	ParameterName string `json:"parameterName,omitempty"`

	// ScaleType: Optional. How the parameter should be scaled to the
	// hypercube.
	// Leave unset for categorical parameters.
	// Some kind of scaling is strongly recommended for real or
	// integral
	// parameters (e.g., `UNIT_LINEAR_SCALE`).
	//
	// Possible values:
	//   "NONE" - By default, no scaling is applied.
	//   "UNIT_LINEAR_SCALE" - Scales the feasible space to (0, 1) linearly.
	//   "UNIT_LOG_SCALE" - Scales the feasible space logarithmically to (0,
	// 1). The entire feasible
	// space must be strictly positive.
	//   "UNIT_REVERSE_LOG_SCALE" - Scales the feasible space "reverse"
	// logarithmically to (0, 1). The result
	// is that values close to the top of the feasible space are spread out
	// more
	// than points near the bottom. The entire feasible space must be
	// strictly
	// positive.
	ScaleType string `json:"scaleType,omitempty"`

	// Type: Required. The type of the parameter.
	//
	// Possible values:
	//   "PARAMETER_TYPE_UNSPECIFIED" - You must specify a valid type. Using
	// this unspecified type will result in
	// an error.
	//   "DOUBLE" - Type for real-valued parameters.
	//   "INTEGER" - Type for integral parameters.
	//   "CATEGORICAL" - The parameter is categorical, with a value chosen
	// from the categories
	// field.
	//   "DISCRETE" - The parameter is real valued, with a fixed set of
	// feasible points. If
	// `type==DISCRETE`, feasible_points must be provided, and
	// {`min_value`, `max_value`} will be ignored.
	Type string `json:"type,omitempty"`

	// ForceSendFields is a list of field names (e.g. "CategoricalValues")
	// to unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CategoricalValues") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__ParameterSpec: Represents a single hyperparameter to optimize.

func (*GoogleCloudMlV1beta1__ParameterSpec) MarshalJSON

func (s *GoogleCloudMlV1beta1__ParameterSpec) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__PredictRequest

type GoogleCloudMlV1beta1__PredictRequest struct {
	// HttpBody:
	// Required. The prediction request body.
	HttpBody *GoogleApi__HttpBody `json:"httpBody,omitempty"`

	// ForceSendFields is a list of field names (e.g. "HttpBody") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "HttpBody") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__PredictRequest: Request for predictions to be issued against a trained model.

The body of the request is a single JSON object with a single top-level field:

<dl>

<dt>instances</dt>
<dd>A JSON array containing values representing the instances to

use for

prediction.</dd>

</dl>

The structure of each element of the instances list is determined by your model's input definition. Instances can include named inputs or can contain only unlabeled values.

Most data does not include named inputs. Some instances will be simple JSON values (boolean, number, or string). However, instances are often lists of simple values, or complex nested lists. Here are some examples of request bodies:

CSV data with each row encoded as a string value: <pre> {"instances": ["1.0,true,\\"x\\"", "-2.0,false,\\"y\\""]} </pre> Plain text: <pre> {"instances": ["the quick brown fox", "la bruja le dio"]} </pre> Sentences encoded as lists of words (vectors of strings): <pre> {"instances": [["the","quick","brown"], ["la","bruja","le"]]} </pre> Floating point scalar values: <pre> {"instances": [0.0, 1.1, 2.2]} </pre> Vectors of integers: <pre> {"instances": [[0, 1, 2], [3, 4, 5],...]} </pre> Tensors (in this case, two-dimensional tensors): <pre> {"instances": [[[0, 1, 2], [3, 4, 5]], ...]} </pre> Images represented as a three-dimensional list. In this encoding scheme the first two dimensions represent the rows and columns of the image, and the third contains the R, G, and B values for each pixel. <pre> {"instances": [[[[138, 30, 66], [130, 20, 56], ...]]]]} </pre> Data must be encoded as UTF-8. If your data uses another character encoding, you must base64 encode the data and mark it as binary. To mark a JSON string as binary, replace it with an object with a single attribute named `b`: <pre>{"b": "..."} </pre> For example:

Two Serialized tf.Examples (fake data, for illustrative purposes only): <pre> {"instances": [{"b64": "X5ad6u"}, {"b64": "IA9j4nx"}]} </pre> Two JPEG image byte strings (fake data, for illustrative purposes only): <pre> {"instances": [{"b64": "ASa8asdf"}, {"b64": "JLK7ljk3"}]} </pre> If your data includes named references, format each instance as a JSON object with the named references as the keys:

JSON input data to be preprocessed: <pre> {"instances": [{"a": 1.0, "b": true, "c": "x"},

{"a": -2.0, "b": false, "c": "y"}]}

</pre> Some models have an underlying TensorFlow graph that accepts multiple input tensors. In this case, you should use the names of JSON name/value pairs to identify the input tensors, as shown in the following exmaples:

For a graph with input tensor aliases "tag" (string) and "image" (base64-encoded string): <pre> {"instances": [{"tag": "beach", "image": {"b64": "ASa8asdf"}},

{"tag": "car", "image": {"b64":

"JLK7ljk3"}}]} </pre> For a graph with input tensor aliases "tag" (string) and "image" (3-dimensional array of 8-bit ints): <pre> {"instances": [{"tag": "beach", "image": [[[263, 1, 10], [262, 2, 11], ...]]},

{"tag": "car", "image": [[[10, 11, 24], [23, 10, 15],

...]]}]} </pre> If the call is successful, the response body will contain one prediction entry per instance in the request body. If prediction fails for any instance, the response body will contain no predictions and will contian a single error entry instead.

func (*GoogleCloudMlV1beta1__PredictRequest) MarshalJSON

func (s *GoogleCloudMlV1beta1__PredictRequest) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__PredictionInput

type GoogleCloudMlV1beta1__PredictionInput struct {
	// DataFormat: Required. The format of the input data files.
	//
	// Possible values:
	//   "DATA_FORMAT_UNSPECIFIED" - Unspecified format.
	//   "TEXT" - The source file is a text file with instances separated by
	// the
	// new-line character.
	//   "TF_RECORD" - The source file is a TFRecord file.
	//   "TF_RECORD_GZIP" - The source file is a GZIP-compressed TFRecord
	// file.
	DataFormat string `json:"dataFormat,omitempty"`

	// InputPaths: Required. The Google Cloud Storage location of the input
	// data files.
	// May contain wildcards.
	InputPaths []string `json:"inputPaths,omitempty"`

	// MaxWorkerCount: Optional. The maximum number of workers to be used
	// for parallel processing.
	// Defaults to 10 if not specified.
	MaxWorkerCount int64 `json:"maxWorkerCount,omitempty,string"`

	// ModelName: Use this field if you want to use the default version for
	// the specified
	// model. The string must use the following
	// format:
	//
	// "projects/<var>[YOUR_PROJECT]</var>/models/<var>[YOUR_MODEL]
	// </var>"
	ModelName string `json:"modelName,omitempty"`

	// OutputPath: Required. The output Google Cloud Storage location.
	OutputPath string `json:"outputPath,omitempty"`

	// Region: Required. The Google Compute Engine region to run the
	// prediction job in.
	Region string `json:"region,omitempty"`

	// VersionName: Use this field if you want to specify a version of the
	// model to use. The
	// string is formatted the same way as `model_version`, with the
	// addition
	// of the version
	// information:
	//
	// "projects/<var>[YOUR_PROJECT]</var>/models/<var>YOUR_MO
	// DEL/versions/<var>[YOUR_VERSION]</var>"
	VersionName string `json:"versionName,omitempty"`

	// ForceSendFields is a list of field names (e.g. "DataFormat") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "DataFormat") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__PredictionInput: Represents input parameters for a prediction job.

func (*GoogleCloudMlV1beta1__PredictionInput) MarshalJSON

func (s *GoogleCloudMlV1beta1__PredictionInput) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__PredictionOutput

type GoogleCloudMlV1beta1__PredictionOutput struct {
	// ErrorCount: The number of data instances which resulted in errors.
	ErrorCount int64 `json:"errorCount,omitempty,string"`

	// OutputPath: The output Google Cloud Storage location provided at the
	// job creation time.
	OutputPath string `json:"outputPath,omitempty"`

	// PredictionCount: The number of generated predictions.
	PredictionCount int64 `json:"predictionCount,omitempty,string"`

	// ForceSendFields is a list of field names (e.g. "ErrorCount") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "ErrorCount") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__PredictionOutput: Represents results of a prediction job.

func (*GoogleCloudMlV1beta1__PredictionOutput) MarshalJSON

func (s *GoogleCloudMlV1beta1__PredictionOutput) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__SetDefaultVersionRequest

type GoogleCloudMlV1beta1__SetDefaultVersionRequest struct {
}

GoogleCloudMlV1beta1__SetDefaultVersionRequest: Request message for the SetDefaultVersion request.

type GoogleCloudMlV1beta1__TrainingInput

type GoogleCloudMlV1beta1__TrainingInput struct {
	// Args: Optional. Command line arguments to pass to the program.
	Args []string `json:"args,omitempty"`

	// Hyperparameters: Optional. The set of Hyperparameters to tune.
	Hyperparameters *GoogleCloudMlV1beta1__HyperparameterSpec `json:"hyperparameters,omitempty"`

	// MasterType: Optional. Specifies the type of virtual machine to use
	// for your training
	// job's master worker.
	//
	// The following types are supported:
	//
	// <dl>
	//   <dt>standard</dt>
	//   <dd>
	//   A basic machine configuration suitable for training simple models
	// with
	//   small to moderate datasets.
	//   </dd>
	//   <dt>large_model</dt>
	//   <dd>
	//   A machine with a lot of memory, specially suited for parameter
	// servers
	//   when your model is large (having many hidden layers or layers with
	// very
	//   large numbers of nodes).
	//   </dd>
	//   <dt>complex_model_s</dt>
	//   <dd>
	//   A machine suitable for the master and workers of the cluster when
	// your
	//   model requires more computation than the standard machine can
	// handle
	//   satisfactorily.
	//   </dd>
	//   <dt>complex_model_m</dt>
	//   <dd>
	//   A machine with roughly twice the number of cores and roughly double
	// the
	//   memory of <code suppresswarning="true">complex_model_s</code>.
	//   </dd>
	//   <dt>complex_model_l</dt>
	//   <dd>
	//   A machine with roughly twice the number of cores and roughly double
	// the
	//   memory of <code suppresswarning="true">complex_model_m</code>.
	//   </dd>
	// </dl>
	//
	// You must set this value when `scaleTier` is set to `CUSTOM`.
	MasterType string `json:"masterType,omitempty"`

	// PackageUris: Required. The Google Cloud Storage location of the
	// packages with
	// the training program and any additional dependencies.
	PackageUris []string `json:"packageUris,omitempty"`

	// ParameterServerCount: Optional. The number of parameter server
	// replicas to use for the training
	// job. Each replica in the cluster will be of the type specified
	// in
	// `parameter_server_type`.
	//
	// This value can only be used when `scale_tier` is set to `CUSTOM`.If
	// you
	// set this value, you must also set `parameter_server_type`.
	ParameterServerCount int64 `json:"parameterServerCount,omitempty,string"`

	// ParameterServerType: Optional. Specifies the type of virtual machine
	// to use for your training
	// job's parameter server.
	//
	// The supported values are the same as those described in the entry
	// for
	// `master_type`.
	//
	// This value must be present when `scaleTier` is set to `CUSTOM`
	// and
	// `parameter_server_count` is greater than zero.
	ParameterServerType string `json:"parameterServerType,omitempty"`

	// PythonModule: Required. The Python module name to run after
	// installing the packages.
	PythonModule string `json:"pythonModule,omitempty"`

	// Region: Required. The Google Compute Engine region to run the
	// training job in.
	Region string `json:"region,omitempty"`

	// ScaleTier: Required. Specifies the machine types, the number of
	// replicas for workers
	// and parameter servers.
	//
	// Possible values:
	//   "BASIC" - A single worker instance. This tier is suitable for
	// learning how to use
	// Cloud ML, and for experimenting with new models using small datasets.
	//   "STANDARD_1" - Many workers and a few parameter servers.
	//   "PREMIUM_1" - A large number of workers with many parameter
	// servers.
	//   "CUSTOM" - The CUSTOM tier is not a set tier, but rather enables
	// you to use your
	// own cluster specification. When you use this tier, set values
	// to
	// configure your processing cluster according to these guidelines:
	//
	// *   You _must_ set `TrainingInput.masterType` to specify the type
	//     of machine to use for your master node. This is the only
	// required
	//     setting.
	//
	// *   You _may_ set `TrainingInput.workerCount` to specify the number
	// of
	//     workers to use. If you specify one or more workers, you _must_
	// also
	//     set `TrainingInput.workerType` to specify the type of machine to
	// use
	//     for your worker nodes.
	//
	// *   You _may_ set `TrainingInput.parameterServerCount` to specify
	// the
	//     number of parameter servers to use. If you specify one or more
	//     parameter servers, you _must_ also set
	//     `TrainingInput.parameterServerType` to specify the type of
	// machine to
	//     use for your parameter servers.
	//
	// Note that all of your workers must use the same machine type, which
	// can
	// be different from your parameter server type and master type.
	// Your
	// parameter servers must likewise use the same machine type, which can
	// be
	// different from your worker type and master type.
	ScaleTier string `json:"scaleTier,omitempty"`

	// WorkerCount: Optional. The number of worker replicas to use for the
	// training job. Each
	// replica in the cluster will be of the type specified in
	// `worker_type`.
	//
	// This value can only be used when `scale_tier` is set to `CUSTOM`. If
	// you
	// set this value, you must also set `worker_type`.
	WorkerCount int64 `json:"workerCount,omitempty,string"`

	// WorkerType: Optional. Specifies the type of virtual machine to use
	// for your training
	// job's worker nodes.
	//
	// The supported values are the same as those described in the entry
	// for
	// `masterType`.
	//
	// This value must be present when `scaleTier` is set to `CUSTOM`
	// and
	// `workerCount` is greater than zero.
	WorkerType string `json:"workerType,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Args") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Args") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__TrainingInput: Represents input parameters for a training job.

func (*GoogleCloudMlV1beta1__TrainingInput) MarshalJSON

func (s *GoogleCloudMlV1beta1__TrainingInput) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__TrainingOutput

type GoogleCloudMlV1beta1__TrainingOutput struct {
	// CompletedTrialCount: The number of hyperparameter tuning trials that
	// completed successfully.
	CompletedTrialCount int64 `json:"completedTrialCount,omitempty,string"`

	// ConsumedMlUnits: The amount of ML units consumed by the job.
	ConsumedMlUnits float64 `json:"consumedMlUnits,omitempty"`

	// Trials: Results for individual Hyperparameter trials.
	Trials []*GoogleCloudMlV1beta1__HyperparameterOutput `json:"trials,omitempty"`

	// ForceSendFields is a list of field names (e.g. "CompletedTrialCount")
	// to unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CompletedTrialCount") to
	// include in API requests with the JSON null value. By default, fields
	// with empty values are omitted from API requests. However, any field
	// with an empty value appearing in NullFields will be sent to the
	// server as null. It is an error if a field in this list has a
	// non-empty value. This may be used to include null fields in Patch
	// requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__TrainingOutput: Represents results of a training job.

func (*GoogleCloudMlV1beta1__TrainingOutput) MarshalJSON

func (s *GoogleCloudMlV1beta1__TrainingOutput) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1beta1__Version

type GoogleCloudMlV1beta1__Version struct {
	// CreateTime: Output only. The time the version was created.
	CreateTime string `json:"createTime,omitempty"`

	// DeploymentUri: Required. The Google Cloud Storage location of the
	// trained model used to
	// create the version. See the
	// [overview of model deployment](/ml/docs/concepts/deployment-overview)
	// for
	// more informaiton.
	//
	// When passing Version
	// to
	// [projects.models.versions.create](/ml/reference/rest/v1beta1/projec
	// ts.models.versions/create)
	// the model service uses the specified location as the source of the
	// model.
	// Once deployed, the model version is hosted by the prediction service,
	// so
	// this location is useful only as a historical record.
	DeploymentUri string `json:"deploymentUri,omitempty"`

	// Description: Optional. The description specified for the version when
	// it was created.
	Description string `json:"description,omitempty"`

	// IsDefault: Output only. If true, this version will be used to handle
	// prediction
	// requests that do not specify a version.
	//
	// You can change the default version by
	// calling
	// [projects.methods.versions.setDefault](/ml/reference/rest/v1be
	// ta1/projects.models.versions/setDefault).
	IsDefault bool `json:"isDefault,omitempty"`

	// LastUseTime: Output only. The time the version was last used for
	// prediction.
	LastUseTime string `json:"lastUseTime,omitempty"`

	// Name: Required.The name specified for the version when it was
	// created.
	//
	// The version name must be unique within the model it is created in.
	Name string `json:"name,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "CreateTime") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "CreateTime") to include in
	// API requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1beta1__Version: Represents a version of the model.

Each version is a trained model deployed in the cloud, ready to handle prediction requests. A model can have multiple versions. You can get information about all of the versions of a given model by calling [projects.models.versions.list](/ml/reference/rest/v1beta1/pro jects.models.versions/list).

func (*GoogleCloudMlV1beta1__Version) MarshalJSON

func (s *GoogleCloudMlV1beta1__Version) MarshalJSON() ([]byte, error)

type GoogleLongrunning__ListOperationsResponse

type GoogleLongrunning__ListOperationsResponse struct {
	// NextPageToken: The standard List next-page token.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// Operations: A list of operations that matches the specified filter in
	// the request.
	Operations []*GoogleLongrunning__Operation `json:"operations,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "NextPageToken") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "NextPageToken") to include
	// in API requests with the JSON null value. By default, fields with
	// empty values are omitted from API requests. However, any field with
	// an empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleLongrunning__ListOperationsResponse: The response message for Operations.ListOperations.

func (*GoogleLongrunning__ListOperationsResponse) MarshalJSON

type GoogleLongrunning__Operation

type GoogleLongrunning__Operation struct {
	// Done: If the value is `false`, it means the operation is still in
	// progress.
	// If true, the operation is completed, and either `error` or `response`
	// is
	// available.
	Done bool `json:"done,omitempty"`

	// Error: The error result of the operation in case of failure or
	// cancellation.
	Error *GoogleRpc__Status `json:"error,omitempty"`

	// Metadata: Service-specific metadata associated with the operation.
	// It typically
	// contains progress information and common metadata such as create
	// time.
	// Some services might not provide such metadata.  Any method that
	// returns a
	// long-running operation should document the metadata type, if any.
	Metadata GoogleLongrunning__OperationMetadata `json:"metadata,omitempty"`

	// Name: The server-assigned name, which is only unique within the same
	// service that
	// originally returns it. If you use the default HTTP mapping,
	// the
	// `name` should have the format of `operations/some/unique/name`.
	Name string `json:"name,omitempty"`

	// Response: The normal response of the operation in case of success.
	// If the original
	// method returns no data on success, such as `Delete`, the response
	// is
	// `google.protobuf.Empty`.  If the original method is
	// standard
	// `Get`/`Create`/`Update`, the response should be the resource.  For
	// other
	// methods, the response should have the type `XxxResponse`, where
	// `Xxx`
	// is the original method name.  For example, if the original method
	// name
	// is `TakeSnapshot()`, the inferred response type
	// is
	// `TakeSnapshotResponse`.
	Response GoogleLongrunning__OperationResponse `json:"response,omitempty"`

	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`

	// ForceSendFields is a list of field names (e.g. "Done") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Done") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleLongrunning__Operation: This resource represents a long-running operation that is the result of a network API call.

func (*GoogleLongrunning__Operation) MarshalJSON

func (s *GoogleLongrunning__Operation) MarshalJSON() ([]byte, error)

type GoogleLongrunning__OperationMetadata

type GoogleLongrunning__OperationMetadata interface{}

type GoogleLongrunning__OperationResponse

type GoogleLongrunning__OperationResponse interface{}

type GoogleProtobuf__Empty

type GoogleProtobuf__Empty struct {
	// ServerResponse contains the HTTP response code and headers from the
	// server.
	googleapi.ServerResponse `json:"-"`
}

GoogleProtobuf__Empty: A generic empty message that you can re-use to avoid defining duplicated empty messages in your APIs. A typical example is to use it as the request or the response type of an API method. For instance:

service Foo {
  rpc Bar(google.protobuf.Empty) returns

(google.protobuf.Empty);

}

The JSON representation for `Empty` is empty JSON object `{}`.

type GoogleRpc__Status

type GoogleRpc__Status struct {
	// Code: The status code, which should be an enum value of
	// google.rpc.Code.
	Code int64 `json:"code,omitempty"`

	// Details: A list of messages that carry the error details.  There will
	// be a
	// common set of message types for APIs to use.
	Details []GoogleRpc__StatusDetails `json:"details,omitempty"`

	// Message: A developer-facing error message, which should be in
	// English. Any
	// user-facing error message should be localized and sent in
	// the
	// google.rpc.Status.details field, or localized by the client.
	Message string `json:"message,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Code") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

	// NullFields is a list of field names (e.g. "Code") to include in API
	// requests with the JSON null value. By default, fields with empty
	// values are omitted from API requests. However, any field with an
	// empty value appearing in NullFields will be sent to the server as
	// null. It is an error if a field in this list has a non-empty value.
	// This may be used to include null fields in Patch requests.
	NullFields []string `json:"-"`
}

GoogleRpc__Status: The `Status` type defines a logical error model that is suitable for different programming environments, including REST APIs and RPC APIs. It is used by [gRPC](https://github.com/grpc). The error model is designed to be:

- Simple to use and understand for most users - Flexible enough to meet unexpected needs

Overview

The `Status` message contains three pieces of data: error code, error message, and error details. The error code should be an enum value of google.rpc.Code, but it may accept additional error codes if needed. The error message should be a developer-facing English message that helps developers *understand* and *resolve* the error. If a localized user-facing error message is needed, put the localized message in the error details or localize it in the client. The optional error details may contain arbitrary information about the error. There is a predefined set of error detail types in the package `google.rpc` which can be used for common error conditions.

Language mapping

The `Status` message is the logical representation of the error model, but it is not necessarily the actual wire format. When the `Status` message is exposed in different client libraries and different wire protocols, it can be mapped differently. For example, it will likely be mapped to some exceptions in Java, but more likely mapped to some error codes in C.

Other uses

The error model and the `Status` message can be used in a variety of environments, either with or without APIs, to provide a consistent developer experience across different environments.

Example uses of this error model include:

- Partial errors. If a service needs to return partial errors to the client,

it may embed the `Status` in the normal response to indicate the

partial

errors.

- Workflow errors. A typical workflow has multiple steps. Each step may

have a `Status` message for error reporting purpose.

- Batch operations. If a client uses batch request and batch response, the

`Status` message should be used directly inside batch response,

one for

each error sub-response.

- Asynchronous operations. If an API call embeds asynchronous operation

results in its response, the status of those operations should

be

represented directly using the `Status` message.

- Logging. If some API errors are stored in logs, the message `Status` could

be used directly after any stripping needed for security/privacy

reasons.

func (*GoogleRpc__Status) MarshalJSON

func (s *GoogleRpc__Status) MarshalJSON() ([]byte, error)

type GoogleRpc__StatusDetails

type GoogleRpc__StatusDetails interface{}

type ProjectsGetConfigCall

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

func (*ProjectsGetConfigCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsGetConfigCall) Do

Do executes the "ml.projects.getConfig" call. Exactly one of *GoogleCloudMlV1beta1__GetConfigResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__GetConfigResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsGetConfigCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsGetConfigCall) Header

func (c *ProjectsGetConfigCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsGetConfigCall) IfNoneMatch

func (c *ProjectsGetConfigCall) IfNoneMatch(entityTag string) *ProjectsGetConfigCall

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

type ProjectsJobsCancelCall

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

func (*ProjectsJobsCancelCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsJobsCancelCall) Do

Do executes the "ml.projects.jobs.cancel" call. Exactly one of *GoogleProtobuf__Empty or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleProtobuf__Empty.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsCancelCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsJobsCancelCall) Header

func (c *ProjectsJobsCancelCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsJobsCreateCall

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

func (*ProjectsJobsCreateCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsJobsCreateCall) Do

Do executes the "ml.projects.jobs.create" call. Exactly one of *GoogleCloudMlV1beta1__Job or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__Job.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsCreateCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsJobsCreateCall) Header

func (c *ProjectsJobsCreateCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsJobsGetCall

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

func (*ProjectsJobsGetCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsJobsGetCall) Do

Do executes the "ml.projects.jobs.get" call. Exactly one of *GoogleCloudMlV1beta1__Job or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__Job.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsGetCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsJobsGetCall) Header

func (c *ProjectsJobsGetCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsJobsGetCall) IfNoneMatch

func (c *ProjectsJobsGetCall) IfNoneMatch(entityTag string) *ProjectsJobsGetCall

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

type ProjectsJobsListCall

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

func (*ProjectsJobsListCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsJobsListCall) Do

Do executes the "ml.projects.jobs.list" call. Exactly one of *GoogleCloudMlV1beta1__ListJobsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__ListJobsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsListCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsJobsListCall) Filter

Filter sets the optional parameter "filter": Specifies the subset of jobs to retrieve.

func (*ProjectsJobsListCall) Header

func (c *ProjectsJobsListCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsJobsListCall) IfNoneMatch

func (c *ProjectsJobsListCall) IfNoneMatch(entityTag string) *ProjectsJobsListCall

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

func (*ProjectsJobsListCall) PageSize

func (c *ProjectsJobsListCall) PageSize(pageSize int64) *ProjectsJobsListCall

PageSize sets the optional parameter "pageSize": The number of jobs to retrieve per "page" of results. If there are more remaining results than this number, the response message will contain a valid value in the `next_page_token` field.

The default value is 20, and the maximum page size is 100.

func (*ProjectsJobsListCall) PageToken

func (c *ProjectsJobsListCall) PageToken(pageToken string) *ProjectsJobsListCall

PageToken sets the optional parameter "pageToken": A page token to request the next page of results.

You get the token from the `next_page_token` field of the response from the previous call.

func (*ProjectsJobsListCall) Pages

Pages invokes f for each page of results. A non-nil error returned from f will halt the iteration. The provided context supersedes any context provided to the Context method.

type ProjectsJobsService

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

func NewProjectsJobsService

func NewProjectsJobsService(s *Service) *ProjectsJobsService

func (*ProjectsJobsService) Cancel

func (r *ProjectsJobsService) Cancel(name string, googlecloudmlv1beta1__canceljobrequest *GoogleCloudMlV1beta1__CancelJobRequest) *ProjectsJobsCancelCall

Cancel: Cancels a running job.

func (*ProjectsJobsService) Create

func (r *ProjectsJobsService) Create(parent string, googlecloudmlv1beta1__job *GoogleCloudMlV1beta1__Job) *ProjectsJobsCreateCall

Create: Creates a training or a batch prediction job.

func (*ProjectsJobsService) Get

Get: Describes a job.

func (*ProjectsJobsService) List

List: Lists the jobs in the project.

type ProjectsModelsCreateCall

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

func (*ProjectsModelsCreateCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsCreateCall) Do

Do executes the "ml.projects.models.create" call. Exactly one of *GoogleCloudMlV1beta1__Model or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__Model.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsCreateCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsCreateCall) Header

func (c *ProjectsModelsCreateCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsModelsDeleteCall

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

func (*ProjectsModelsDeleteCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsDeleteCall) Do

Do executes the "ml.projects.models.delete" call. Exactly one of *GoogleLongrunning__Operation or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleLongrunning__Operation.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsDeleteCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsDeleteCall) Header

func (c *ProjectsModelsDeleteCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsModelsGetCall

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

func (*ProjectsModelsGetCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsGetCall) Do

Do executes the "ml.projects.models.get" call. Exactly one of *GoogleCloudMlV1beta1__Model or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__Model.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsGetCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsGetCall) Header

func (c *ProjectsModelsGetCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsModelsGetCall) IfNoneMatch

func (c *ProjectsModelsGetCall) IfNoneMatch(entityTag string) *ProjectsModelsGetCall

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

type ProjectsModelsListCall

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

func (*ProjectsModelsListCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsListCall) Do

Do executes the "ml.projects.models.list" call. Exactly one of *GoogleCloudMlV1beta1__ListModelsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__ListModelsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsListCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsListCall) Header

func (c *ProjectsModelsListCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsModelsListCall) IfNoneMatch

func (c *ProjectsModelsListCall) IfNoneMatch(entityTag string) *ProjectsModelsListCall

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

func (*ProjectsModelsListCall) PageSize

func (c *ProjectsModelsListCall) PageSize(pageSize int64) *ProjectsModelsListCall

PageSize sets the optional parameter "pageSize": The number of models to retrieve per "page" of results. If there are more remaining results than this number, the response message will contain a valid value in the `next_page_token` field.

The default value is 20, and the maximum page size is 100.

func (*ProjectsModelsListCall) PageToken

func (c *ProjectsModelsListCall) PageToken(pageToken string) *ProjectsModelsListCall

PageToken sets the optional parameter "pageToken": A page token to request the next page of results.

You get the token from the `next_page_token` field of the response from the previous call.

func (*ProjectsModelsListCall) Pages

Pages invokes f for each page of results. A non-nil error returned from f will halt the iteration. The provided context supersedes any context provided to the Context method.

type ProjectsModelsService

type ProjectsModelsService struct {
	Versions *ProjectsModelsVersionsService
	// contains filtered or unexported fields
}

func NewProjectsModelsService

func NewProjectsModelsService(s *Service) *ProjectsModelsService

func (*ProjectsModelsService) Create

func (r *ProjectsModelsService) Create(parent string, googlecloudmlv1beta1__model *GoogleCloudMlV1beta1__Model) *ProjectsModelsCreateCall

Create: Creates a model which will later contain one or more versions.

You must add at least one version before you can request predictions from the model. Add versions by calling [projects.models.versions.create](/ml/reference/rest/v1beta1/p rojects.models.versions/create).

func (*ProjectsModelsService) Delete

Delete: Deletes a model.

You can only delete a model if there are no versions in it. You can delete versions by calling [projects.models.versions.delete](/ml/reference/rest/v1beta1/p rojects.models.versions/delete).

func (*ProjectsModelsService) Get

Get: Gets information about a model, including its name, the description (if set), and the default version (if at least one version of the model has been deployed).

func (*ProjectsModelsService) List

List: Lists the models in a project.

Each project can contain multiple models, and each model can have multiple versions.

type ProjectsModelsVersionsCreateCall

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

func (*ProjectsModelsVersionsCreateCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsVersionsCreateCall) Do

Do executes the "ml.projects.models.versions.create" call. Exactly one of *GoogleLongrunning__Operation or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleLongrunning__Operation.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsVersionsCreateCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsVersionsCreateCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsModelsVersionsDeleteCall

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

func (*ProjectsModelsVersionsDeleteCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsVersionsDeleteCall) Do

Do executes the "ml.projects.models.versions.delete" call. Exactly one of *GoogleLongrunning__Operation or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleLongrunning__Operation.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsVersionsDeleteCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsVersionsDeleteCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsModelsVersionsGetCall

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

func (*ProjectsModelsVersionsGetCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsVersionsGetCall) Do

Do executes the "ml.projects.models.versions.get" call. Exactly one of *GoogleCloudMlV1beta1__Version or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__Version.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsVersionsGetCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsVersionsGetCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsModelsVersionsGetCall) IfNoneMatch

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

type ProjectsModelsVersionsListCall

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

func (*ProjectsModelsVersionsListCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsVersionsListCall) Do

Do executes the "ml.projects.models.versions.list" call. Exactly one of *GoogleCloudMlV1beta1__ListVersionsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__ListVersionsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsVersionsListCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsVersionsListCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsModelsVersionsListCall) IfNoneMatch

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

func (*ProjectsModelsVersionsListCall) PageSize

PageSize sets the optional parameter "pageSize": The number of versions to retrieve per "page" of results. If there are more remaining results than this number, the response message will contain a valid value in the `next_page_token` field.

The default value is 20, and the maximum page size is 100.

func (*ProjectsModelsVersionsListCall) PageToken

PageToken sets the optional parameter "pageToken": A page token to request the next page of results.

You get the token from the `next_page_token` field of the response from the previous call.

func (*ProjectsModelsVersionsListCall) Pages

Pages invokes f for each page of results. A non-nil error returned from f will halt the iteration. The provided context supersedes any context provided to the Context method.

type ProjectsModelsVersionsService

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

func NewProjectsModelsVersionsService

func NewProjectsModelsVersionsService(s *Service) *ProjectsModelsVersionsService

func (*ProjectsModelsVersionsService) Create

Create: Creates a new version of a model from a trained TensorFlow model.

If the version created in the cloud by this call is the first deployed version of the specified model, it will be made the default version of the model. When you add a version to a model that already has one or more versions, the default version does not automatically change. If you want a new version to be the default, you must call [projects.models.versions.setDefault](/ml/reference/rest/v1beta1/ projects.models.versions/setDefault).

func (*ProjectsModelsVersionsService) Delete

Delete: Deletes a model version.

Each model can have multiple versions deployed and in use at any given time. Use this method to remove a single version.

Note: You cannot delete the version that is set as the default version of the model unless it is the only remaining version.

func (*ProjectsModelsVersionsService) Get

Get: Gets information about a model version.

Models can have multiple versions. You can call [projects.models.versions.list](/ml/reference/rest/v1beta1/projec ts.models.versions/list) to get the same information that this method returns for all of the versions of a model.

func (*ProjectsModelsVersionsService) List

List: Gets basic information about all the versions of a model.

If you expect that a model has a lot of versions, or if you need to handle only a limited number of results at a time, you can request that the list be retrieved in batches (called pages):

func (*ProjectsModelsVersionsService) SetDefault

func (r *ProjectsModelsVersionsService) SetDefault(name string, googlecloudmlv1beta1__setdefaultversionrequest *GoogleCloudMlV1beta1__SetDefaultVersionRequest) *ProjectsModelsVersionsSetDefaultCall

SetDefault: Designates a version to be the default for the model.

The default version is used for prediction requests made against the model that don't specify a version.

The first version to be created for a model is automatically set as the default. You must make any subsequent changes to the default version setting manually using this method.

type ProjectsModelsVersionsSetDefaultCall

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

func (*ProjectsModelsVersionsSetDefaultCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsVersionsSetDefaultCall) Do

Do executes the "ml.projects.models.versions.setDefault" call. Exactly one of *GoogleCloudMlV1beta1__Version or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1beta1__Version.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsVersionsSetDefaultCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsModelsVersionsSetDefaultCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsOperationsCancelCall

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

func (*ProjectsOperationsCancelCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsOperationsCancelCall) Do

Do executes the "ml.projects.operations.cancel" call. Exactly one of *GoogleProtobuf__Empty or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleProtobuf__Empty.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsOperationsCancelCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsOperationsCancelCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsOperationsDeleteCall

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

func (*ProjectsOperationsDeleteCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsOperationsDeleteCall) Do

Do executes the "ml.projects.operations.delete" call. Exactly one of *GoogleProtobuf__Empty or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleProtobuf__Empty.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsOperationsDeleteCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsOperationsDeleteCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsOperationsGetCall

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

func (*ProjectsOperationsGetCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsOperationsGetCall) Do

Do executes the "ml.projects.operations.get" call. Exactly one of *GoogleLongrunning__Operation or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleLongrunning__Operation.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsOperationsGetCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsOperationsGetCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsOperationsGetCall) IfNoneMatch

func (c *ProjectsOperationsGetCall) IfNoneMatch(entityTag string) *ProjectsOperationsGetCall

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

type ProjectsOperationsListCall

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

func (*ProjectsOperationsListCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsOperationsListCall) Do

Do executes the "ml.projects.operations.list" call. Exactly one of *GoogleLongrunning__ListOperationsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleLongrunning__ListOperationsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsOperationsListCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsOperationsListCall) Filter

Filter sets the optional parameter "filter": The standard list filter.

func (*ProjectsOperationsListCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

func (*ProjectsOperationsListCall) IfNoneMatch

IfNoneMatch sets the optional parameter which makes the operation fail if the object's ETag matches the given value. This is useful for getting updates only after the object has changed since the last request. Use googleapi.IsNotModified to check whether the response error from Do is the result of In-None-Match.

func (*ProjectsOperationsListCall) PageSize

PageSize sets the optional parameter "pageSize": The standard list page size.

func (*ProjectsOperationsListCall) PageToken

PageToken sets the optional parameter "pageToken": The standard list page token.

func (*ProjectsOperationsListCall) Pages

Pages invokes f for each page of results. A non-nil error returned from f will halt the iteration. The provided context supersedes any context provided to the Context method.

type ProjectsOperationsService

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

func NewProjectsOperationsService

func NewProjectsOperationsService(s *Service) *ProjectsOperationsService

func (*ProjectsOperationsService) Cancel

Cancel: Starts asynchronous cancellation on a long-running operation.

The server

makes a best effort to cancel the operation, but success is not guaranteed. If the server doesn't support this method, it returns `google.rpc.Code.UNIMPLEMENTED`. Clients can use Operations.GetOperation or other methods to check whether the cancellation succeeded or whether the operation completed despite cancellation. On successful cancellation, the operation is not deleted; instead, it becomes an operation with an Operation.error value with a google.rpc.Status.code of 1, corresponding to `Code.CANCELLED`.

func (*ProjectsOperationsService) Delete

Delete: Deletes a long-running operation. This method indicates that the client is no longer interested in the operation result. It does not cancel the operation. If the server doesn't support this method, it returns `google.rpc.Code.UNIMPLEMENTED`.

func (*ProjectsOperationsService) Get

Get: Gets the latest state of a long-running operation. Clients can use this method to poll the operation result at intervals as recommended by the API service.

func (*ProjectsOperationsService) List

List: Lists operations that match the specified filter in the request. If the server doesn't support this method, it returns `UNIMPLEMENTED`.

NOTE: the `name` binding below allows API services to override the binding to use different resource name schemes, such as `users/*/operations`.

type ProjectsPredictCall

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

func (*ProjectsPredictCall) Context

Context sets the context to be used in this call's Do method. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsPredictCall) Do

Do executes the "ml.projects.predict" call. Exactly one of *GoogleApi__HttpBody or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleApi__HttpBody.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsPredictCall) Fields

Fields allows partial responses to be retrieved. See https://developers.google.com/gdata/docs/2.0/basics#PartialResponse for more information.

func (*ProjectsPredictCall) Header

func (c *ProjectsPredictCall) Header() http.Header

Header returns an http.Header that can be modified by the caller to add HTTP headers to the request.

type ProjectsService

type ProjectsService struct {
	Jobs *ProjectsJobsService

	Models *ProjectsModelsService

	Operations *ProjectsOperationsService
	// contains filtered or unexported fields
}

func NewProjectsService

func NewProjectsService(s *Service) *ProjectsService

func (*ProjectsService) GetConfig

func (r *ProjectsService) GetConfig(name string) *ProjectsGetConfigCall

GetConfig: Get the service account information associated with your project. You need this information in order to grant the service account persmissions for the Google Cloud Storage location where you put your model training code for training the model with Google Cloud Machine Learning.

func (*ProjectsService) Predict

func (r *ProjectsService) Predict(name string, googlecloudmlv1beta1__predictrequest *GoogleCloudMlV1beta1__PredictRequest) *ProjectsPredictCall

Predict: Performs prediction on the data in the request.

Responses are very similar to requests. There are two top-level fields, each of which are JSON lists:

<dl>

<dt>predictions</dt>
<dd>The list of predictions, one per instance in the request.</dd>
<dt>error</dt>
<dd>An error message returned instead of a prediction list if any
    instance produced an error.</dd>

</dl>

If the call is successful, the response body will contain one prediction entry per instance in the request body. If prediction fails for any instance, the response body will contain no predictions and will contian a single error entry instead.

Even though there is one prediction per instance, the format of a prediction is not directly related to the format of an instance. Predictions take whatever format is specified in the outputs collection defined in the model. The collection of predictions is returned in a JSON list. Each member of the list can be a simple value, a list, or a JSON object of any complexity. If your model has more than one output tensor, each prediction will be a JSON object containing a name/value pair for each output. The names identify the output aliases in the graph.

The following examples show some possible responses:

A simple set of predictions for three input instances, where each prediction is an integer value: <pre> {"predictions": [5, 4, 3]} </pre> A more complex set of predictions, each containing two named values that correspond to output tensors, named **label** and **scores** respectively. The value of **label** is the predicted category ("car" or "beach") and **scores** contains a list of probabilities for that instance across the possible categories. <pre> {"predictions": [{"label": "beach", "scores": [0.1, 0.9]},

{"label": "car", "scores": [0.75, 0.25]}]}

</pre> A response when there is an error processing an input instance: <pre> {"error": "Divide by zero"} </pre>

type Service

type Service struct {
	BasePath  string // API endpoint base URL
	UserAgent string // optional additional User-Agent fragment

	Projects *ProjectsService
	// contains filtered or unexported fields
}

func New

func New(client *http.Client) (*Service, error)

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