Documentation

Overview

Package ml provides access to the AI Platform Training & Prediction API.

For product documentation, see: https://cloud.google.com/ml/

Creating a client

Usage example:

import "google.golang.org/api/ml/v1"
...
ctx := context.Background()
mlService, err := ml.NewService(ctx)

In this example, Google Application Default Credentials are used for authentication.

For information on how to create and obtain Application Default Credentials, see https://developers.google.com/identity/protocols/application-default-credentials.

Other authentication options

By default, all available scopes (see "Constants") are used to authenticate. To restrict scopes, use option.WithScopes:

mlService, err := ml.NewService(ctx, option.WithScopes(ml.CloudPlatformReadOnlyScope))

To use an API key for authentication (note: some APIs do not support API keys), use option.WithAPIKey:

mlService, err := ml.NewService(ctx, option.WithAPIKey("AIza..."))

To use an OAuth token (e.g., a user token obtained via a three-legged OAuth flow), use option.WithTokenSource:

config := &oauth2.Config{...}
// ...
token, err := config.Exchange(ctx, ...)
mlService, err := ml.NewService(ctx, option.WithTokenSource(config.TokenSource(ctx, token)))

See https://godoc.org/google.golang.org/api/option/ for details on options.

Index

Constants

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

	// View your data across Google Cloud Platform services
	CloudPlatformReadOnlyScope = "https://www.googleapis.com/auth/cloud-platform.read-only"
)

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 header value specifying the
	// content type of the body.
	ContentType string `json:"contentType,omitempty"`

	// Data: The HTTP request/response body as raw binary.
	Data string `json:"data,omitempty"`

	// Extensions: Application specific response metadata. Must be set in
	// the first response for streaming APIs.
	Extensions []googleapi.RawMessage `json:"extensions,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 GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig

type GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig struct {
	// UseElapsedTime: If true, measurement.elapsed_time is used as the
	// x-axis of each Trials Decay Curve. Otherwise, Measurement.steps will
	// be used as the x-axis.
	UseElapsedTime bool `json:"useElapsedTime,omitempty"`

	// ForceSendFields is a list of field names (e.g. "UseElapsedTime") 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. "UseElapsedTime") 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:"-"`
}

func (*GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig) MarshalJSON

type GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig

type GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig struct {
	// UseElapsedTime: If true, the median automated stopping rule applies
	// to measurement.use_elapsed_time, which means the elapsed_time field
	// of the current trial's latest measurement is used to compute the
	// median objective value for each completed trial.
	UseElapsedTime bool `json:"useElapsedTime,omitempty"`

	// ForceSendFields is a list of field names (e.g. "UseElapsedTime") 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. "UseElapsedTime") 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:"-"`
}

GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig: The median automated stopping rule stops a pending trial if the trial's best objective_value is strictly below the median 'performance' of all completed trials reported up to the trial's last measurement. Currently, 'performance' refers to the running average of the objective values reported by the trial in each measurement.

func (*GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig) MarshalJSON

type GoogleCloudMlV1HyperparameterOutputHyperparameterMetric

type GoogleCloudMlV1HyperparameterOutputHyperparameterMetric 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:"-"`
}

GoogleCloudMlV1HyperparameterOutputHyperparameterMetric: An observed value of a metric.

func (*GoogleCloudMlV1HyperparameterOutputHyperparameterMetric) MarshalJSON

func (*GoogleCloudMlV1HyperparameterOutputHyperparameterMetric) UnmarshalJSON

type GoogleCloudMlV1MeasurementMetric

type GoogleCloudMlV1MeasurementMetric struct {
	// Metric: Required. Metric name.
	Metric string `json:"metric,omitempty"`

	// Value: Required. The value for this metric.
	Value float64 `json:"value,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Metric") 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. "Metric") 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:"-"`
}

GoogleCloudMlV1MeasurementMetric: A message representing a metric in the measurement.

func (*GoogleCloudMlV1MeasurementMetric) MarshalJSON

func (s *GoogleCloudMlV1MeasurementMetric) MarshalJSON() ([]byte, error)

func (*GoogleCloudMlV1MeasurementMetric) UnmarshalJSON

func (s *GoogleCloudMlV1MeasurementMetric) UnmarshalJSON(data []byte) error

type GoogleCloudMlV1StudyConfigMetricSpec

type GoogleCloudMlV1StudyConfigMetricSpec struct {
	// Goal: Required. The optimization goal of the metric.
	//
	// 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"`

	// Metric: Required. The name of the metric.
	Metric string `json:"metric,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:"-"`
}

GoogleCloudMlV1StudyConfigMetricSpec: Represents a metric to optimize.

func (*GoogleCloudMlV1StudyConfigMetricSpec) MarshalJSON

func (s *GoogleCloudMlV1StudyConfigMetricSpec) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1StudyConfigParameterSpec

type GoogleCloudMlV1StudyConfigParameterSpec struct {
	// CategoricalValueSpec: The value spec for a 'CATEGORICAL' parameter.
	CategoricalValueSpec *GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec `json:"categoricalValueSpec,omitempty"`

	// ChildParameterSpecs: A child node is active if the parameter's value
	// matches the child node's matching_parent_values. If two items in
	// child_parameter_specs have the same name, they must have disjoint
	// matching_parent_values.
	ChildParameterSpecs []*GoogleCloudMlV1StudyConfigParameterSpec `json:"childParameterSpecs,omitempty"`

	// DiscreteValueSpec: The value spec for a 'DISCRETE' parameter.
	DiscreteValueSpec *GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec `json:"discreteValueSpec,omitempty"`

	// DoubleValueSpec: The value spec for a 'DOUBLE' parameter.
	DoubleValueSpec *GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec `json:"doubleValueSpec,omitempty"`

	// IntegerValueSpec: The value spec for an 'INTEGER' parameter.
	IntegerValueSpec *GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec `json:"integerValueSpec,omitempty"`

	// Parameter: Required. The parameter name must be unique amongst all
	// ParameterSpecs.
	Parameter string `json:"parameter,omitempty"`

	ParentCategoricalValues *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec `json:"parentCategoricalValues,omitempty"`

	ParentDiscreteValues *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec `json:"parentDiscreteValues,omitempty"`

	ParentIntValues *GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec `json:"parentIntValues,omitempty"`

	// ScaleType: How the parameter should be scaled. Leave unset for
	// categorical parameters.
	//
	// Possible values:
	//   "SCALE_TYPE_UNSPECIFIED" - 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.
	// "CategoricalValueSpec") 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. "CategoricalValueSpec") 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:"-"`
}

GoogleCloudMlV1StudyConfigParameterSpec: Represents a single parameter to optimize.

func (*GoogleCloudMlV1StudyConfigParameterSpec) MarshalJSON

func (s *GoogleCloudMlV1StudyConfigParameterSpec) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec

type GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec struct {
	// Values: Must be specified if type is `CATEGORICAL`. The list of
	// possible categories.
	Values []string `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") 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. "Values") 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:"-"`
}

func (*GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec) MarshalJSON

type GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec

type GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec struct {
	// Values: Must be specified 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.
	Values []float64 `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") 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. "Values") 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:"-"`
}

func (*GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec) MarshalJSON

type GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec

type GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec struct {
	// MaxValue: Must be specified if type is `DOUBLE`. Maximum value of the
	// parameter.
	MaxValue float64 `json:"maxValue,omitempty"`

	// MinValue: Must be specified if type is `DOUBLE`. Minimum value of the
	// parameter.
	MinValue float64 `json:"minValue,omitempty"`

	// ForceSendFields is a list of field names (e.g. "MaxValue") 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. "MaxValue") 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:"-"`
}

func (*GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec) MarshalJSON

func (*GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec) UnmarshalJSON

type GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec

type GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec struct {
	// MaxValue: Must be specified if type is `INTEGER`. Maximum value of
	// the parameter.
	MaxValue int64 `json:"maxValue,omitempty,string"`

	// MinValue: Must be specified if type is `INTEGER`. Minimum value of
	// the parameter.
	MinValue int64 `json:"minValue,omitempty,string"`

	// ForceSendFields is a list of field names (e.g. "MaxValue") 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. "MaxValue") 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:"-"`
}

func (*GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec) MarshalJSON

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec struct {
	// Values: Matches values of the parent parameter with type
	// 'CATEGORICAL'. All values must exist in `categorical_value_spec` of
	// parent parameter.
	Values []string `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") 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. "Values") 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:"-"`
}

GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueS pec: Represents the spec to match categorical values from parent parameter.

func (*GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec) MarshalJSON

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec struct {
	// Values: Matches values of the parent parameter with type 'DISCRETE'.
	// All values must exist in `discrete_value_spec` of parent parameter.
	Values []float64 `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") 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. "Values") 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:"-"`
}

GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec : Represents the spec to match discrete values from parent parameter.

func (*GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec) MarshalJSON

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec struct {
	// Values: Matches values of the parent parameter with type 'INTEGER'.
	// All values must lie in `integer_value_spec` of parent parameter.
	Values googleapi.Int64s `json:"values,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Values") 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. "Values") 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:"-"`
}

GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec: Represents the spec to match integer values from parent parameter.

func (*GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec) MarshalJSON

type GoogleCloudMlV1TrialParameter

type GoogleCloudMlV1TrialParameter struct {
	// FloatValue: Must be set if ParameterType is DOUBLE or DISCRETE.
	FloatValue float64 `json:"floatValue,omitempty"`

	// IntValue: Must be set if ParameterType is INTEGER
	IntValue int64 `json:"intValue,omitempty,string"`

	// Parameter: The name of the parameter.
	Parameter string `json:"parameter,omitempty"`

	// StringValue: Must be set if ParameterTypeis CATEGORICAL
	StringValue string `json:"stringValue,omitempty"`

	// ForceSendFields is a list of field names (e.g. "FloatValue") 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. "FloatValue") 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:"-"`
}

GoogleCloudMlV1TrialParameter: A message representing a parameter to be tuned. Contains the name of the parameter and the suggested value to use for this trial.

func (*GoogleCloudMlV1TrialParameter) MarshalJSON

func (s *GoogleCloudMlV1TrialParameter) MarshalJSON() ([]byte, error)

func (*GoogleCloudMlV1TrialParameter) UnmarshalJSON

func (s *GoogleCloudMlV1TrialParameter) UnmarshalJSON(data []byte) error

type GoogleCloudMlV1__AcceleratorConfig

type GoogleCloudMlV1__AcceleratorConfig struct {
	// Count: The number of accelerators to attach to each machine running
	// the job.
	Count int64 `json:"count,omitempty,string"`

	// Type: The type of accelerator to use.
	//
	// Possible values:
	//   "ACCELERATOR_TYPE_UNSPECIFIED" - Unspecified accelerator type.
	// Default to no GPU.
	//   "NVIDIA_TESLA_K80" - Nvidia Tesla K80 GPU.
	//   "NVIDIA_TESLA_P100" - Nvidia Tesla P100 GPU.
	//   "NVIDIA_TESLA_V100" - Nvidia Tesla V100 GPU.
	//   "NVIDIA_TESLA_P4" - Nvidia Tesla P4 GPU.
	//   "NVIDIA_TESLA_T4" - Nvidia Tesla T4 GPU.
	//   "NVIDIA_TESLA_A100" - Nvidia Tesla A100 GPU.
	//   "TPU_V2" - TPU v2.
	//   "TPU_V3" - TPU v3.
	Type string `json:"type,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Count") 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. "Count") 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:"-"`
}

GoogleCloudMlV1__AcceleratorConfig: Represents a hardware accelerator request config. Note that the AcceleratorConfig can be used in both Jobs and Versions. Learn more about [accelerators for training](/ml-engine/docs/using-gpus) and [accelerators for online prediction](/ml-engine/docs/machine-types-online-prediction#gpus).

func (*GoogleCloudMlV1__AcceleratorConfig) MarshalJSON

func (s *GoogleCloudMlV1__AcceleratorConfig) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__AddTrialMeasurementRequest

type GoogleCloudMlV1__AddTrialMeasurementRequest struct {
	// Measurement: Required. The measurement to be added to a trial.
	Measurement *GoogleCloudMlV1__Measurement `json:"measurement,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Measurement") 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. "Measurement") 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:"-"`
}

GoogleCloudMlV1__AddTrialMeasurementRequest: The request message for the AddTrialMeasurement service method.

func (*GoogleCloudMlV1__AddTrialMeasurementRequest) MarshalJSON

type GoogleCloudMlV1__AutoScaling

type GoogleCloudMlV1__AutoScaling struct {
	// MaxNodes: The maximum number of nodes to scale this model under load.
	// The actual value will depend on resource quota and availability.
	MaxNodes int64 `json:"maxNodes,omitempty"`

	// Metrics: MetricSpec contains the specifications to use to calculate
	// the desired nodes count.
	Metrics []*GoogleCloudMlV1__MetricSpec `json:"metrics,omitempty"`

	// MinNodes: Optional. The minimum number of nodes to allocate for this
	// model. These nodes are always up, starting from the time the model is
	// deployed. Therefore, the cost of operating this model will be at
	// least `rate` * `min_nodes` * number of hours since last billing
	// cycle, where `rate` is the cost per node-hour as documented in the
	// [pricing guide](/ml-engine/docs/pricing), even if no predictions are
	// performed. There is additional cost for each prediction performed.
	// Unlike manual scaling, if the load gets too heavy for the nodes that
	// are up, the service will automatically add nodes to handle the
	// increased load as well as scale back as traffic drops, always
	// maintaining at least `min_nodes`. You will be charged for the time in
	// which additional nodes are used. If `min_nodes` is not specified and
	// AutoScaling is used with a [legacy (MLS1) machine
	// type](/ml-engine/docs/machine-types-online-prediction), `min_nodes`
	// defaults to 0, in which case, when traffic to a model stops (and
	// after a cool-down period), nodes will be shut down and no charges
	// will be incurred until traffic to the model resumes. If `min_nodes`
	// is not specified and AutoScaling is used with a [Compute Engine (N1)
	// machine type](/ml-engine/docs/machine-types-online-prediction),
	// `min_nodes` defaults to 1. `min_nodes` must be at least 1 for use
	// with a Compute Engine machine type. Note that you cannot use
	// AutoScaling if your version uses
	// [GPUs](#Version.FIELDS.accelerator_config). Instead, you must use
	// ManualScaling. You can set `min_nodes` when creating the model
	// version, and you can also update `min_nodes` for an existing version:
	// update_body.json: { 'autoScaling': { 'minNodes': 5 } } HTTP request:
	// PATCH
	// https://ml.googleapis.com/v1/{name=projects/*/models/*/versions/*}?update_mask=autoScaling.minNodes -d @./update_body.json
	MinNodes int64 `json:"minNodes,omitempty"`

	// ForceSendFields is a list of field names (e.g. "MaxNodes") 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. "MaxNodes") 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:"-"`
}

GoogleCloudMlV1__AutoScaling: Options for automatically scaling a model.

func (*GoogleCloudMlV1__AutoScaling) MarshalJSON

func (s *GoogleCloudMlV1__AutoScaling) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__AutomatedStoppingConfig

type GoogleCloudMlV1__AutomatedStoppingConfig struct {
	DecayCurveStoppingConfig *GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig `json:"decayCurveStoppingConfig,omitempty"`

	MedianAutomatedStoppingConfig *GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig `json:"medianAutomatedStoppingConfig,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "DecayCurveStoppingConfig") 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. "DecayCurveStoppingConfig")
	// 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:"-"`
}

GoogleCloudMlV1__AutomatedStoppingConfig: Configuration for Automated Early Stopping of Trials. If no implementation_config is set, automated early stopping will not be run.

func (*GoogleCloudMlV1__AutomatedStoppingConfig) MarshalJSON

func (s *GoogleCloudMlV1__AutomatedStoppingConfig) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__BuiltInAlgorithmOutput

type GoogleCloudMlV1__BuiltInAlgorithmOutput struct {
	// Framework: Framework on which the built-in algorithm was trained.
	Framework string `json:"framework,omitempty"`

	// ModelPath: The Cloud Storage path to the `model/` directory where the
	// training job saves the trained model. Only set for successful jobs
	// that don't use hyperparameter tuning.
	ModelPath string `json:"modelPath,omitempty"`

	// PythonVersion: Python version on which the built-in algorithm was
	// trained.
	PythonVersion string `json:"pythonVersion,omitempty"`

	// RuntimeVersion: AI Platform runtime version on which the built-in
	// algorithm was trained.
	RuntimeVersion string `json:"runtimeVersion,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Framework") 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. "Framework") 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:"-"`
}

GoogleCloudMlV1__BuiltInAlgorithmOutput: Represents output related to a built-in algorithm Job.

func (*GoogleCloudMlV1__BuiltInAlgorithmOutput) MarshalJSON

func (s *GoogleCloudMlV1__BuiltInAlgorithmOutput) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__CancelJobRequest

type GoogleCloudMlV1__CancelJobRequest struct {
}

GoogleCloudMlV1__CancelJobRequest: Request message for the CancelJob method.

type GoogleCloudMlV1__Capability

type GoogleCloudMlV1__Capability struct {
	// AvailableAccelerators: Available accelerators for the capability.
	//
	// Possible values:
	//   "ACCELERATOR_TYPE_UNSPECIFIED" - Unspecified accelerator type.
	// Default to no GPU.
	//   "NVIDIA_TESLA_K80" - Nvidia Tesla K80 GPU.
	//   "NVIDIA_TESLA_P100" - Nvidia Tesla P100 GPU.
	//   "NVIDIA_TESLA_V100" - Nvidia Tesla V100 GPU.
	//   "NVIDIA_TESLA_P4" - Nvidia Tesla P4 GPU.
	//   "NVIDIA_TESLA_T4" - Nvidia Tesla T4 GPU.
	//   "NVIDIA_TESLA_A100" - Nvidia Tesla A100 GPU.
	//   "TPU_V2" - TPU v2.
	//   "TPU_V3" - TPU v3.
	AvailableAccelerators []string `json:"availableAccelerators,omitempty"`

	// Possible values:
	//   "TYPE_UNSPECIFIED"
	//   "TRAINING"
	//   "BATCH_PREDICTION"
	//   "ONLINE_PREDICTION"
	Type string `json:"type,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "AvailableAccelerators") 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. "AvailableAccelerators") 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:"-"`
}

func (*GoogleCloudMlV1__Capability) MarshalJSON

func (s *GoogleCloudMlV1__Capability) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata struct {
	// CreateTime: The time at which the operation was submitted.
	CreateTime string `json:"createTime,omitempty"`

	// Study: The name of the study that the trial belongs to.
	Study string `json:"study,omitempty"`

	// Trial: The trial name.
	Trial string `json:"trial,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:"-"`
}

GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata: This message will be placed in the metadata field of a google.longrunning.Operation associated with a CheckTrialEarlyStoppingState request.

func (*GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata) MarshalJSON

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest struct {
}

GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest: The request message for the CheckTrialEarlyStoppingState service method.

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse struct {
	// EndTime: The time at which operation processing completed.
	EndTime string `json:"endTime,omitempty"`

	// ShouldStop: True if the Trial should stop.
	ShouldStop bool `json:"shouldStop,omitempty"`

	// StartTime: The time at which the operation was started.
	StartTime string `json:"startTime,omitempty"`

	// ForceSendFields is a list of field names (e.g. "EndTime") 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. "EndTime") 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:"-"`
}

GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse: The message will be placed in the response field of a completed google.longrunning.Operation associated with a CheckTrialEarlyStoppingState request.

func (*GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse) MarshalJSON

type GoogleCloudMlV1__CompleteTrialRequest

type GoogleCloudMlV1__CompleteTrialRequest struct {
	// FinalMeasurement: Optional. If provided, it will be used as the
	// completed trial's final_measurement; Otherwise, the service will
	// auto-select a previously reported measurement as the
	// final-measurement
	FinalMeasurement *GoogleCloudMlV1__Measurement `json:"finalMeasurement,omitempty"`

	// InfeasibleReason: Optional. A human readable reason why the trial was
	// infeasible. This should only be provided if `trial_infeasible` is
	// true.
	InfeasibleReason string `json:"infeasibleReason,omitempty"`

	// TrialInfeasible: Optional. True if the trial cannot be run with the
	// given Parameter, and final_measurement will be ignored.
	TrialInfeasible bool `json:"trialInfeasible,omitempty"`

	// ForceSendFields is a list of field names (e.g. "FinalMeasurement") 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. "FinalMeasurement") 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:"-"`
}

GoogleCloudMlV1__CompleteTrialRequest: The request message for the CompleteTrial service method.

func (*GoogleCloudMlV1__CompleteTrialRequest) MarshalJSON

func (s *GoogleCloudMlV1__CompleteTrialRequest) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__Config

type GoogleCloudMlV1__Config struct {
	// TpuServiceAccount: The service account Cloud ML uses to run on TPU
	// node.
	TpuServiceAccount string `json:"tpuServiceAccount,omitempty"`

	// ForceSendFields is a list of field names (e.g. "TpuServiceAccount")
	// 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. "TpuServiceAccount") 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:"-"`
}

func (*GoogleCloudMlV1__Config) MarshalJSON

func (s *GoogleCloudMlV1__Config) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ContainerPort

type GoogleCloudMlV1__ContainerPort struct {
	// ContainerPort: Number of the port to expose on the container. This
	// must be a valid port number: 0 < PORT_NUMBER < 65536.
	ContainerPort int64 `json:"containerPort,omitempty"`

	// ForceSendFields is a list of field names (e.g. "ContainerPort") 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. "ContainerPort") 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:"-"`
}

GoogleCloudMlV1__ContainerPort: Represents a network port in a single container. This message is a subset of the [Kubernetes ContainerPort v1 core specification](https://kubernetes.io/docs/reference/generated/kubernet es-api/v1.18/#containerport-v1-core).

func (*GoogleCloudMlV1__ContainerPort) MarshalJSON

func (s *GoogleCloudMlV1__ContainerPort) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ContainerSpec

type GoogleCloudMlV1__ContainerSpec struct {
	// Args: Immutable. Specifies arguments for the command that runs when
	// the container starts. This overrides the container's
	// [`CMD`](https://docs.docker.com/engine/reference/builder/#cmd).
	// Specify this field as an array of executable and arguments, similar
	// to a Docker `CMD`'s "default parameters" form. If you don't specify
	// this field but do specify the command field, then the command from
	// the `command` field runs without any additional arguments. See the
	// [Kubernetes documentation about how the `command` and `args` fields
	// interact with a container's `ENTRYPOINT` and
	// `CMD`](https://kubernetes.io/docs/tasks/inject-data-application/define
	// -command-argument-container/#notes). If you don't specify this field
	// and don't specify the `commmand` field, then the container's
	// [`ENTRYPOINT`](https://docs.docker.com/engine/reference/builder/#cmd)
	// and `CMD` determine what runs based on their default behavior. See
	// the [Docker documentation about how `CMD` and `ENTRYPOINT`
	// interact](https://docs.docker.com/engine/reference/builder/#understand
	// -how-cmd-and-entrypoint-interact). In this field, you can reference
	// [environment variables set by AI Platform
	// Prediction](/ai-platform/prediction/docs/custom-container-requirements
	// #aip-variables) and environment variables set in the env field. You
	// cannot reference environment variables set in the Docker image. In
	// order for environment variables to be expanded, reference them by
	// using the following syntax: $( VARIABLE_NAME) Note that this differs
	// from Bash variable expansion, which does not use parentheses. If a
	// variable cannot be resolved, the reference in the input string is
	// used unchanged. To avoid variable expansion, you can escape this
	// syntax with `$$`; for example: $$(VARIABLE_NAME) This field
	// corresponds to the `args` field of the [Kubernetes Containers v1 core
	// API](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.
	// 18/#container-v1-core).
	Args []string `json:"args,omitempty"`

	// Command: Immutable. Specifies the command that runs when the
	// container starts. This overrides the container's
	// [`ENTRYPOINT`](https://docs.docker.com/engine/reference/builder/#entry
	// point). Specify this field as an array of executable and arguments,
	// similar to a Docker `ENTRYPOINT`'s "exec" form, not its "shell" form.
	// If you do not specify this field, then the container's `ENTRYPOINT`
	// runs, in conjunction with the args field or the container's
	// [`CMD`](https://docs.docker.com/engine/reference/builder/#cmd), if
	// either exists. If this field is not specified and the container does
	// not have an `ENTRYPOINT`, then refer to the [Docker documentation
	// about how `CMD` and `ENTRYPOINT`
	// interact](https://docs.docker.com/engine/reference/builder/#understand
	// -how-cmd-and-entrypoint-interact). If you specify this field, then
	// you can also specify the `args` field to provide additional arguments
	// for this command. However, if you specify this field, then the
	// container's `CMD` is ignored. See the [Kubernetes documentation about
	// how the `command` and `args` fields interact with a container's
	// `ENTRYPOINT` and
	// `CMD`](https://kubernetes.io/docs/tasks/inject-data-application/define
	// -command-argument-container/#notes). In this field, you can reference
	// [environment variables set by AI Platform
	// Prediction](/ai-platform/prediction/docs/custom-container-requirements
	// #aip-variables) and environment variables set in the env field. You
	// cannot reference environment variables set in the Docker image. In
	// order for environment variables to be expanded, reference them by
	// using the following syntax: $( VARIABLE_NAME) Note that this differs
	// from Bash variable expansion, which does not use parentheses. If a
	// variable cannot be resolved, the reference in the input string is
	// used unchanged. To avoid variable expansion, you can escape this
	// syntax with `$$`; for example: $$(VARIABLE_NAME) This field
	// corresponds to the `command` field of the [Kubernetes Containers v1
	// core
	// API](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.
	// 18/#container-v1-core).
	Command []string `json:"command,omitempty"`

	// Env: Immutable. List of environment variables to set in the
	// container. After the container starts running, code running in the
	// container can read these environment variables. Additionally, the
	// command and args fields can reference these variables. Later entries
	// in this list can also reference earlier entries. For example, the
	// following example sets the variable `VAR_2` to have the value `foo
	// bar`: ```json [ { "name": "VAR_1", "value": "foo" }, { "name":
	// "VAR_2", "value": "$(VAR_1) bar" } ] ``` If you switch the order of
	// the variables in the example, then the expansion does not occur. This
	// field corresponds to the `env` field of the [Kubernetes Containers v1
	// core
	// API](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.
	// 18/#container-v1-core).
	Env []*GoogleCloudMlV1__EnvVar `json:"env,omitempty"`

	// Image: URI of the Docker image to be used as the custom container for
	// serving predictions. This URI must identify [an image in Artifact
	// Registry](/artifact-registry/docs/overview) and begin with the
	// hostname `{REGION}-docker.pkg.dev`, where `{REGION}` is replaced by
	// the region that matches AI Platform Prediction [regional
	// endpoint](/ai-platform/prediction/docs/regional-endpoints) that you
	// are using. For example, if you are using the
	// `us-central1-ml.googleapis.com` endpoint, then this URI must begin
	// with `us-central1-docker.pkg.dev`. To use a custom container, the [AI
	// Platform Google-managed service
	// account](/ai-platform/prediction/docs/custom-service-account#default)
	// must have permission to pull (read) the Docker image at this URI. The
	// AI Platform Google-managed service account has the following format:
	// `service-{PROJECT_NUMBER}@cloud-ml.google.com.iam.gserviceaccount.com`
	//  {PROJECT_NUMBER} is replaced by your Google Cloud project number. By
	// default, this service account has necessary permissions to pull an
	// Artifact Registry image in the same Google Cloud project where you
	// are using AI Platform Prediction. In this case, no configuration is
	// necessary. If you want to use an image from a different Google Cloud
	// project, learn how to [grant the Artifact Registry Reader
	// (roles/artifactregistry.reader) role for a
	// repository](/artifact-registry/docs/access-control#grant-repo) to
	// your projet's AI Platform Google-managed service account. To learn
	// about the requirements for the Docker image itself, read [Custom
	// container
	// requirements](/ai-platform/prediction/docs/custom-container-requiremen
	// ts).
	Image string `json:"image,omitempty"`

	// Ports: Immutable. List of ports to expose from the container. AI
	// Platform Prediction sends any prediction requests that it receives to
	// the first port on this list. AI Platform Prediction also sends
	// [liveness and health
	// checks](/ai-platform/prediction/docs/custom-container-requirements#hea
	// lth) to this port. If you do not specify this field, it defaults to
	// following value: ```json [ { "containerPort": 8080 } ] ``` AI
	// Platform Prediction does not use ports other than the first one
	// listed. This field corresponds to the `ports` field of the
	// [Kubernetes Containers v1 core
	// API](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.
	// 18/#container-v1-core).
	Ports []*GoogleCloudMlV1__ContainerPort `json:"ports,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:"-"`
}

GoogleCloudMlV1__ContainerSpec: Specification of a custom container for serving predictions. This message is a subset of the [Kubernetes Container v1 core specification](https://kubernetes.io/docs/reference/generated/kubernet es-api/v1.18/#container-v1-core).

func (*GoogleCloudMlV1__ContainerSpec) MarshalJSON

func (s *GoogleCloudMlV1__ContainerSpec) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__EncryptionConfig

type GoogleCloudMlV1__EncryptionConfig struct {
	// KmsKeyName: The Cloud KMS resource identifier of the customer-managed
	// encryption key used to protect a resource, such as a training job. It
	// has the following format:
	// `projects/{PROJECT_ID}/locations/{REGION}/keyRings/{KEY_RING_NAME}/cry
	// ptoKeys/{KEY_NAME}`
	KmsKeyName string `json:"kmsKeyName,omitempty"`

	// ForceSendFields is a list of field names (e.g. "KmsKeyName") 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. "KmsKeyName") 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:"-"`
}

GoogleCloudMlV1__EncryptionConfig: Represents a custom encryption key configuration that can be applied to a resource.

func (*GoogleCloudMlV1__EncryptionConfig) MarshalJSON

func (s *GoogleCloudMlV1__EncryptionConfig) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__EnvVar

type GoogleCloudMlV1__EnvVar struct {
	// Name: Name of the environment variable. Must be a [valid C
	// identifier](https://github.com/kubernetes/kubernetes/blob/v1.18.8/stag
	// ing/src/k8s.io/apimachinery/pkg/util/validation/validation.go#L258)
	// and must not begin with the prefix `AIP_`.
	Name string `json:"name,omitempty"`

	// Value: Value of the environment variable. Defaults to an empty
	// string. In this field, you can reference [environment variables set
	// by AI Platform
	// Prediction](/ai-platform/prediction/docs/custom-container-requirements
	// #aip-variables) and environment variables set earlier in the same env
	// field as where this message occurs. You cannot reference environment
	// variables set in the Docker image. In order for environment variables
	// to be expanded, reference them by using the following syntax:
	// $(VARIABLE_NAME) Note that this differs from Bash variable expansion,
	// which does not use parentheses. If a variable cannot be resolved, the
	// reference in the input string is used unchanged. To avoid variable
	// expansion, you can escape this syntax with `$$`; for example:
	// $$(VARIABLE_NAME)
	Value string `json:"value,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Name") 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. "Name") 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:"-"`
}

GoogleCloudMlV1__EnvVar: Represents an environment variable to be made available in a container. This message is a subset of the [Kubernetes EnvVar v1 core specification](https://kubernetes.io/docs/reference/generated/kubernet es-api/v1.18/#envvar-v1-core).

func (*GoogleCloudMlV1__EnvVar) MarshalJSON

func (s *GoogleCloudMlV1__EnvVar) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ExplainRequest

type GoogleCloudMlV1__ExplainRequest struct {
	// HttpBody: Required. The explanation 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:"-"`
}

GoogleCloudMlV1__ExplainRequest: Request for explanations to be issued against a trained model.

func (*GoogleCloudMlV1__ExplainRequest) MarshalJSON

func (s *GoogleCloudMlV1__ExplainRequest) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ExplanationConfig

type GoogleCloudMlV1__ExplanationConfig struct {
	// IntegratedGradientsAttribution: Attributes credit by computing the
	// Aumann-Shapley value taking advantage of the model's fully
	// differentiable structure. Refer to this paper for more details:
	// https://arxiv.org/abs/1703.01365
	IntegratedGradientsAttribution *GoogleCloudMlV1__IntegratedGradientsAttribution `json:"integratedGradientsAttribution,omitempty"`

	// SampledShapleyAttribution: An attribution method that approximates
	// Shapley values for features that contribute to the label being
	// predicted. A sampling strategy is used to approximate the value
	// rather than considering all subsets of features.
	SampledShapleyAttribution *GoogleCloudMlV1__SampledShapleyAttribution `json:"sampledShapleyAttribution,omitempty"`

	// XraiAttribution: Attributes credit by computing the XRAI taking
	// advantage of the model's fully differentiable structure. Refer to
	// this paper for more details: https://arxiv.org/abs/1906.02825
	// Currently only implemented for models with natural image inputs.
	XraiAttribution *GoogleCloudMlV1__XraiAttribution `json:"xraiAttribution,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "IntegratedGradientsAttribution") 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.
	// "IntegratedGradientsAttribution") 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:"-"`
}

GoogleCloudMlV1__ExplanationConfig: Message holding configuration options for explaining model predictions. There are three feature attribution methods supported for TensorFlow models: integrated gradients, sampled Shapley, and XRAI. [Learn more about feature attributions.](/ai-platform/prediction/docs/ai-explanations/overview)

func (*GoogleCloudMlV1__ExplanationConfig) MarshalJSON

func (s *GoogleCloudMlV1__ExplanationConfig) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__GetConfigResponse

type GoogleCloudMlV1__GetConfigResponse struct {
	Config *GoogleCloudMlV1__Config `json:"config,omitempty"`

	// 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. "Config") 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. "Config") 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:"-"`
}

GoogleCloudMlV1__GetConfigResponse: Returns service account information associated with a project.

func (*GoogleCloudMlV1__GetConfigResponse) MarshalJSON

func (s *GoogleCloudMlV1__GetConfigResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__HyperparameterOutput

type GoogleCloudMlV1__HyperparameterOutput struct {
	// AllMetrics: All recorded object metrics for this trial. This field is
	// not currently populated.
	AllMetrics []*GoogleCloudMlV1HyperparameterOutputHyperparameterMetric `json:"allMetrics,omitempty"`

	// BuiltInAlgorithmOutput: Details related to built-in algorithms jobs.
	// Only set for trials of built-in algorithms jobs that have succeeded.
	BuiltInAlgorithmOutput *GoogleCloudMlV1__BuiltInAlgorithmOutput `json:"builtInAlgorithmOutput,omitempty"`

	// EndTime: Output only. End time for the trial.
	EndTime string `json:"endTime,omitempty"`

	// FinalMetric: The final objective metric seen for this trial.
	FinalMetric *GoogleCloudMlV1HyperparameterOutputHyperparameterMetric `json:"finalMetric,omitempty"`

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

	// IsTrialStoppedEarly: True if the trial is stopped early.
	IsTrialStoppedEarly bool `json:"isTrialStoppedEarly,omitempty"`

	// StartTime: Output only. Start time for the trial.
	StartTime string `json:"startTime,omitempty"`

	// State: Output only. The detailed state of the trial.
	//
	// 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"`

	// 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:"-"`
}

GoogleCloudMlV1__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 (*GoogleCloudMlV1__HyperparameterOutput) MarshalJSON

func (s *GoogleCloudMlV1__HyperparameterOutput) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__HyperparameterSpec

type GoogleCloudMlV1__HyperparameterSpec struct {
	// Algorithm: Optional. The search algorithm specified for the
	// hyperparameter tuning job. Uses the default AI Platform
	// hyperparameter tuning algorithm if unspecified.
	//
	// Possible values:
	//   "ALGORITHM_UNSPECIFIED" - The default algorithm used by the
	// hyperparameter tuning service. This is a Bayesian optimization
	// algorithm.
	//   "GRID_SEARCH" - Simple grid search within the feasible space. To
	// use grid search, all parameters must be `INTEGER`, `CATEGORICAL`, or
	// `DISCRETE`.
	//   "RANDOM_SEARCH" - Simple random search within the feasible space.
	Algorithm string `json:"algorithm,omitempty"`

	// EnableTrialEarlyStopping: Optional. Indicates if the hyperparameter
	// tuning job enables auto trial early stopping.
	EnableTrialEarlyStopping bool `json:"enableTrialEarlyStopping,omitempty"`

	// 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"`

	// HyperparameterMetricTag: Optional. The TensorFlow summary tag name to
	// use for optimizing trials. For current versions of TensorFlow, this
	// tag name should exactly match what is shown in TensorBoard, including
	// all scopes. For versions of TensorFlow prior to 0.12, this should be
	// only the tag passed to tf.Summary. By default,
	// "training/hptuning/metric" will be used.
	HyperparameterMetricTag string `json:"hyperparameterMetricTag,omitempty"`

	// MaxFailedTrials: Optional. The number of failed trials that need to
	// be seen before failing the hyperparameter tuning job. You can specify
	// this field to override the default failing criteria for AI Platform
	// hyperparameter tuning jobs. Defaults to zero, which means the service
	// decides when a hyperparameter job should fail.
	MaxFailedTrials int64 `json:"maxFailedTrials,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 []*GoogleCloudMlV1__ParameterSpec `json:"params,omitempty"`

	// ResumePreviousJobId: Optional. The prior hyperparameter tuning job id
	// that users hope to continue with. The job id will be used to find the
	// corresponding vizier study guid and resume the study.
	ResumePreviousJobId string `json:"resumePreviousJobId,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Algorithm") 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. "Algorithm") 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:"-"`
}

GoogleCloudMlV1__HyperparameterSpec: Represents a set of hyperparameters to optimize.

func (*GoogleCloudMlV1__HyperparameterSpec) MarshalJSON

func (s *GoogleCloudMlV1__HyperparameterSpec) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__IntegratedGradientsAttribution

type GoogleCloudMlV1__IntegratedGradientsAttribution struct {
	// NumIntegralSteps: Number of steps for approximating the path
	// integral. A good value to start is 50 and gradually increase until
	// the sum to diff property is met within the desired error range.
	NumIntegralSteps int64 `json:"numIntegralSteps,omitempty"`

	// ForceSendFields is a list of field names (e.g. "NumIntegralSteps") 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. "NumIntegralSteps") 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:"-"`
}

GoogleCloudMlV1__IntegratedGradientsAttribution: Attributes credit by computing the Aumann-Shapley value taking advantage of the model's fully differentiable structure. Refer to this paper for more details: https://arxiv.org/abs/1703.01365

func (*GoogleCloudMlV1__IntegratedGradientsAttribution) MarshalJSON

type GoogleCloudMlV1__Job

type GoogleCloudMlV1__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"`

	// Etag: `etag` is used for optimistic concurrency control as a way to
	// help prevent simultaneous updates of a job from overwriting each
	// other. It is strongly suggested that systems make use of the `etag`
	// in the read-modify-write cycle to perform job updates in order to
	// avoid race conditions: An `etag` is returned in the response to
	// `GetJob`, and systems are expected to put that etag in the request to
	// `UpdateJob` to ensure that their change will be applied to the same
	// version of the job.
	Etag string `json:"etag,omitempty"`

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

	// Labels: Optional. One or more labels that you can add, to organize
	// your jobs. Each label is a key-value pair, where both the key and the
	// value are arbitrary strings that you supply. For more information,
	// see the documentation on using labels.
	Labels map[string]string `json:"labels,omitempty"`

	// PredictionInput: Input parameters to create a prediction job.
	PredictionInput *GoogleCloudMlV1__PredictionInput `json:"predictionInput,omitempty"`

	// PredictionOutput: The current prediction job result.
	PredictionOutput *GoogleCloudMlV1__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 *GoogleCloudMlV1__TrainingInput `json:"trainingInput,omitempty"`

	// TrainingOutput: The current training job result.
	TrainingOutput *GoogleCloudMlV1__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:"-"`
}

GoogleCloudMlV1__Job: Represents a training or prediction job.

func (*GoogleCloudMlV1__Job) MarshalJSON

func (s *GoogleCloudMlV1__Job) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ListJobsResponse

type GoogleCloudMlV1__ListJobsResponse struct {
	// Jobs: The list of jobs.
	Jobs []*GoogleCloudMlV1__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:"-"`
}

GoogleCloudMlV1__ListJobsResponse: Response message for the ListJobs method.

func (*GoogleCloudMlV1__ListJobsResponse) MarshalJSON

func (s *GoogleCloudMlV1__ListJobsResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ListLocationsResponse

type GoogleCloudMlV1__ListLocationsResponse struct {
	// Locations: Locations where at least one type of CMLE capability is
	// available.
	Locations []*GoogleCloudMlV1__Location `json:"locations,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. "Locations") 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. "Locations") 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:"-"`
}

func (*GoogleCloudMlV1__ListLocationsResponse) MarshalJSON

func (s *GoogleCloudMlV1__ListLocationsResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ListModelsResponse

type GoogleCloudMlV1__ListModelsResponse struct {
	// Models: The list of models.
	Models []*GoogleCloudMlV1__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:"-"`
}

GoogleCloudMlV1__ListModelsResponse: Response message for the ListModels method.

func (*GoogleCloudMlV1__ListModelsResponse) MarshalJSON

func (s *GoogleCloudMlV1__ListModelsResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ListOptimalTrialsRequest

type GoogleCloudMlV1__ListOptimalTrialsRequest struct {
}

GoogleCloudMlV1__ListOptimalTrialsRequest: The request message for the ListTrials service method.

type GoogleCloudMlV1__ListOptimalTrialsResponse

type GoogleCloudMlV1__ListOptimalTrialsResponse struct {
	// Trials: The pareto-optimal trials for multiple objective study or the
	// optimal trial for single objective study. The definition of
	// pareto-optimal can be checked in wiki page.
	// https://en.wikipedia.org/wiki/Pareto_efficiency
	Trials []*GoogleCloudMlV1__Trial `json:"trials,omitempty"`

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

	// ForceSendFields is a list of field names (e.g. "Trials") 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. "Trials") 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:"-"`
}

GoogleCloudMlV1__ListOptimalTrialsResponse: The response message for the ListOptimalTrials method.

func (*GoogleCloudMlV1__ListOptimalTrialsResponse) MarshalJSON

type GoogleCloudMlV1__ListStudiesResponse

type GoogleCloudMlV1__ListStudiesResponse struct {
	// Studies: The studies associated with the project.
	Studies []*GoogleCloudMlV1__Study `json:"studies,omitempty"`

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

	// ForceSendFields is a list of field names (e.g. "Studies") 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. "Studies") 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:"-"`
}

func (*GoogleCloudMlV1__ListStudiesResponse) MarshalJSON

func (s *GoogleCloudMlV1__ListStudiesResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ListTrialsResponse

type GoogleCloudMlV1__ListTrialsResponse struct {
	// Trials: The trials associated with the study.
	Trials []*GoogleCloudMlV1__Trial `json:"trials,omitempty"`

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

	// ForceSendFields is a list of field names (e.g. "Trials") 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. "Trials") 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:"-"`
}

GoogleCloudMlV1__ListTrialsResponse: The response message for the ListTrials method.

func (*GoogleCloudMlV1__ListTrialsResponse) MarshalJSON

func (s *GoogleCloudMlV1__ListTrialsResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ListVersionsResponse

type GoogleCloudMlV1__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 []*GoogleCloudMlV1__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:"-"`
}

GoogleCloudMlV1__ListVersionsResponse: Response message for the ListVersions method.

func (*GoogleCloudMlV1__ListVersionsResponse) MarshalJSON

func (s *GoogleCloudMlV1__ListVersionsResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__Location

type GoogleCloudMlV1__Location struct {
	// Capabilities: Capabilities available in the location.
	Capabilities []*GoogleCloudMlV1__Capability `json:"capabilities,omitempty"`

	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. "Capabilities") 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. "Capabilities") 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:"-"`
}

func (*GoogleCloudMlV1__Location) MarshalJSON

func (s *GoogleCloudMlV1__Location) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ManualScaling

type GoogleCloudMlV1__ManualScaling struct {
	// Nodes: The number of nodes to allocate for this model. These nodes
	// are always up, starting from the time the model is deployed, so the
	// cost of operating this model will be proportional to `nodes` * number
	// of hours since last billing cycle plus the cost for each prediction
	// performed.
	Nodes int64 `json:"nodes,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Nodes") 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. "Nodes") 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:"-"`
}

GoogleCloudMlV1__ManualScaling: Options for manually scaling a model.

func (*GoogleCloudMlV1__ManualScaling) MarshalJSON

func (s *GoogleCloudMlV1__ManualScaling) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__Measurement

type GoogleCloudMlV1__Measurement struct {
	// ElapsedTime: Output only. Time that the trial has been running at the
	// point of this measurement.
	ElapsedTime string `json:"elapsedTime,omitempty"`

	// Metrics: Provides a list of metrics that act as inputs into the
	// objective function.
	Metrics []*GoogleCloudMlV1MeasurementMetric `json:"metrics,omitempty"`

	// StepCount: The number of steps a machine learning model has been
	// trained for. Must be non-negative.
	StepCount int64 `json:"stepCount,omitempty,string"`

	// ForceSendFields is a list of field names (e.g. "ElapsedTime") 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. "ElapsedTime") 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:"-"`
}

GoogleCloudMlV1__Measurement: A message representing a measurement.

func (*GoogleCloudMlV1__Measurement) MarshalJSON

func (s *GoogleCloudMlV1__Measurement) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__MetricSpec

type GoogleCloudMlV1__MetricSpec struct {
	// Name: metric name.
	//
	// Possible values:
	//   "METRIC_NAME_UNSPECIFIED" - Unspecified MetricName.
	//   "CPU_USAGE" - CPU usage.
	//   "GPU_DUTY_CYCLE" - GPU duty cycle.
	Name string `json:"name,omitempty"`

	// Target: Target specifies the target value for the given metric; once
	// real metric deviates from the threshold by a certain percentage, the
	// node count changes.
	Target int64 `json:"target,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Name") 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. "Name") 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:"-"`
}

GoogleCloudMlV1__MetricSpec: MetricSpec contains the specifications to use to calculate the desired nodes count when autoscaling is enabled.

func (*GoogleCloudMlV1__MetricSpec) MarshalJSON

func (s *GoogleCloudMlV1__MetricSpec) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__Model

type GoogleCloudMlV1__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.models.versions.setDefault.
	DefaultVersion *GoogleCloudMlV1__Version `json:"defaultVersion,omitempty"`

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

	// Etag: `etag` is used for optimistic concurrency control as a way to
	// help prevent simultaneous updates of a model from overwriting each
	// other. It is strongly suggested that systems make use of the `etag`
	// in the read-modify-write cycle to perform model updates in order to
	// avoid race conditions: An `etag` is returned in the response to
	// `GetModel`, and systems are expected to put that etag in the request
	// to `UpdateModel` to ensure that their change will be applied to the
	// model as intended.
	Etag string `json:"etag,omitempty"`

	// Labels: Optional. One or more labels that you can add, to organize
	// your models. Each label is a key-value pair, where both the key and
	// the value are arbitrary strings that you supply. For more
	// information, see the documentation on using labels.
	Labels map[string]string `json:"labels,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"`

	// OnlinePredictionConsoleLogging: Optional. If true, online prediction
	// nodes send `stderr` and `stdout` streams to Cloud Logging. These can
	// be more verbose than the standard access logs (see
	// `onlinePredictionLogging`) and can incur higher cost. However, they
	// are helpful for debugging. Note that [logs may incur a
	// cost](/stackdriver/pricing), especially if your project receives
	// prediction requests at a high QPS. Estimate your costs before
	// enabling this option. Default is false.
	OnlinePredictionConsoleLogging bool `json:"onlinePredictionConsoleLogging,omitempty"`

	// OnlinePredictionLogging: Optional. If true, online prediction access
	// logs are sent to Cloud Logging. These logs are like standard server
	// access logs, containing information like timestamp and latency for
	// each request. Note that [logs may incur a
	// cost](/stackdriver/pricing), especially if your project receives
	// prediction requests at a high queries per second rate (QPS). Estimate
	// your costs before enabling this option. Default is false.
	OnlinePredictionLogging bool `json:"onlinePredictionLogging,omitempty"`

	// Regions: Optional. The list of regions where the model is going to be
	// deployed. Only one region per model is supported. Defaults to
	// 'us-central1' if nothing is set. See the available regions for AI
	// Platform services. Note: * No matter where a model is deployed, it
	// can always be accessed by users from anywhere, both for online and
	// batch prediction. * The region for a batch prediction job is set by
	// the region field when submitting the batch prediction job and does
	// not take its value from this field.
	Regions []string `json:"regions,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:"-"`
}

GoogleCloudMlV1__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 (*GoogleCloudMlV1__Model) MarshalJSON

func (s *GoogleCloudMlV1__Model) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__OperationMetadata

type GoogleCloudMlV1__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"`

	// Labels: The user labels, inherited from the model or the model
	// version being operated on.
	Labels map[string]string `json:"labels,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.
	//   "UPDATE_MODEL" - An operation to update an existing model.
	//   "UPDATE_VERSION" - An operation to update an existing version.
	//   "UPDATE_CONFIG" - An operation to update project configuration.
	OperationType string `json:"operationType,omitempty"`

	// ProjectNumber: Contains the project number associated with the
	// operation.
	ProjectNumber int64 `json:"projectNumber,omitempty,string"`

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

	// Version: Contains the version associated with the operation.
	Version *GoogleCloudMlV1__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:"-"`
}

GoogleCloudMlV1__OperationMetadata: Represents the metadata of the long-running operation.

func (*GoogleCloudMlV1__OperationMetadata) MarshalJSON

func (s *GoogleCloudMlV1__OperationMetadata) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__ParameterSpec

type GoogleCloudMlV1__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 type is `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:"-"`
}

GoogleCloudMlV1__ParameterSpec: Represents a single hyperparameter to optimize.

func (*GoogleCloudMlV1__ParameterSpec) MarshalJSON

func (s *GoogleCloudMlV1__ParameterSpec) MarshalJSON() ([]byte, error)

func (*GoogleCloudMlV1__ParameterSpec) UnmarshalJSON

func (s *GoogleCloudMlV1__ParameterSpec) UnmarshalJSON(data []byte) error

type GoogleCloudMlV1__PredictRequest

type GoogleCloudMlV1__PredictRequest struct {
	// HttpBody:  Required. The prediction request body. Refer to the
	// [request body details section](#request-body-details) for more
	// information on how to structure your request.
	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:"-"`
}

GoogleCloudMlV1__PredictRequest: Request for predictions to be issued against a trained model.

func (*GoogleCloudMlV1__PredictRequest) MarshalJSON

func (s *GoogleCloudMlV1__PredictRequest) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__PredictionInput

type GoogleCloudMlV1__PredictionInput struct {
	// BatchSize: Optional. Number of records per batch, defaults to 64. The
	// service will buffer batch_size number of records in memory before
	// invoking one Tensorflow prediction call internally. So take the
	// record size and memory available into consideration when setting this
	// parameter.
	BatchSize int64 `json:"batchSize,omitempty,string"`

	// DataFormat: Required. The format of the input data files.
	//
	// Possible values:
	//   "DATA_FORMAT_UNSPECIFIED" - Unspecified format.
	//   "JSON" - Each line of the file is a JSON dictionary representing
	// one record.
	//   "TEXT" - Deprecated. Use JSON instead.
	//   "TF_RECORD" - The source file is a TFRecord file. Currently
	// available only for input data.
	//   "TF_RECORD_GZIP" - The source file is a GZIP-compressed TFRecord
	// file. Currently available only for input data.
	//   "CSV" - Values are comma-separated rows, with keys in a separate
	// file. Currently available only for output data.
	DataFormat string `json:"dataFormat,omitempty"`

	// InputPaths: Required. The 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/YOUR_PROJECT/models/YOUR_MODEL"
	ModelName string `json:"modelName,omitempty"`

	// OutputDataFormat: Optional. Format of the output data files, defaults
	// to JSON.
	//
	// Possible values:
	//   "DATA_FORMAT_UNSPECIFIED" - Unspecified format.
	//   "JSON" - Each line of the file is a JSON dictionary representing
	// one record.
	//   "TEXT" - Deprecated. Use JSON instead.
	//   "TF_RECORD" - The source file is a TFRecord file. Currently
	// available only for input data.
	//   "TF_RECORD_GZIP" - The source file is a GZIP-compressed TFRecord
	// file. Currently available only for input data.
	//   "CSV" - Values are comma-separated rows, with keys in a separate
	// file. Currently available only for output data.
	OutputDataFormat string `json:"outputDataFormat,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. See the available regions for AI Platform
	// services.
	Region string `json:"region,omitempty"`

	// RuntimeVersion: Optional. The AI Platform runtime version to use for
	// this batch prediction. If not set, AI Platform will pick the runtime
	// version used during the CreateVersion request for this model version,
	// or choose the latest stable version when model version information is
	// not available such as when the model is specified by uri.
	RuntimeVersion string `json:"runtimeVersion,omitempty"`

	// SignatureName: Optional. The name of the signature defined in the
	// SavedModel to use for this job. Please refer to
	// [SavedModel](https://tensorflow.github.io/serving/serving_basic.html)
	// for information about how to use signatures. Defaults to
	// [DEFAULT_SERVING_SIGNATURE_DEF_KEY](https://www.tensorflow.org/api_doc
	// s/python/tf/saved_model/signature_constants) , which is
	// "serving_default".
	SignatureName string `json:"signatureName,omitempty"`

	// Uri: Use this field if you want to specify a Google Cloud Storage
	// path for the model to use.
	Uri string `json:"uri,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/YOUR_PROJECT/models/YOUR_MODEL/versions/YOUR_VERSION"
	VersionName string `json:"versionName,omitempty"`

	// ForceSendFields is a list of field names (e.g. "BatchSize") 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. "BatchSize") 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:"-"`
}

GoogleCloudMlV1__PredictionInput: Represents input parameters for a prediction job.

func (*GoogleCloudMlV1__PredictionInput) MarshalJSON

func (s *GoogleCloudMlV1__PredictionInput) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__PredictionOutput

type GoogleCloudMlV1__PredictionOutput struct {
	// ErrorCount: The number of data instances which resulted in errors.
	ErrorCount int64 `json:"errorCount,omitempty,string"`

	// NodeHours: Node hours used by the batch prediction job.
	NodeHours float64 `json:"nodeHours,omitempty"`

	// 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:"-"`
}

GoogleCloudMlV1__PredictionOutput: Represents results of a prediction job.

func (*GoogleCloudMlV1__PredictionOutput) MarshalJSON

func (s *GoogleCloudMlV1__PredictionOutput) MarshalJSON() ([]byte, error)

func (*GoogleCloudMlV1__PredictionOutput) UnmarshalJSON

func (s *GoogleCloudMlV1__PredictionOutput) UnmarshalJSON(data []byte) error

type GoogleCloudMlV1__ReplicaConfig

type GoogleCloudMlV1__ReplicaConfig struct {
	// AcceleratorConfig: Represents the type and number of accelerators
	// used by the replica. [Learn about restrictions on accelerator
	// configurations for
	// training.](/ai-platform/training/docs/using-gpus#compute-engine-machin
	// e-types-with-gpu)
	AcceleratorConfig *GoogleCloudMlV1__AcceleratorConfig `json:"acceleratorConfig,omitempty"`

	// ContainerArgs: Arguments to the entrypoint command. The following
	// rules apply for container_command and container_args: - If you do not
	// supply command or args: The defaults defined in the Docker image are
	// used. - If you supply a command but no args: The default EntryPoint
	// and the default Cmd defined in the Docker image are ignored. Your
	// command is run without any arguments. - If you supply only args: The
	// default Entrypoint defined in the Docker image is run with the args
	// that you supplied. - If you supply a command and args: The default
	// Entrypoint and the default Cmd defined in the Docker image are
	// ignored. Your command is run with your args. It cannot be set if
	// custom container image is not provided. Note that this field and
	// [TrainingInput.args] are mutually exclusive, i.e., both cannot be set
	// at the same time.
	ContainerArgs []string `json:"containerArgs,omitempty"`

	// ContainerCommand: The command with which the replica's custom
	// container is run. If provided, it will override default ENTRYPOINT of
	// the docker image. If not provided, the docker image's ENTRYPOINT is
	// used. It cannot be set if custom container image is not provided.
	// Note that this field and [TrainingInput.args] are mutually exclusive,
	// i.e., both cannot be set at the same time.
	ContainerCommand []string `json:"containerCommand,omitempty"`

	// ImageUri: The Docker image to run on the replica. This image must be
	// in Container Registry. Learn more about [configuring custom
	// containers](/ai-platform/training/docs/distributed-training-containers
	// ).
	ImageUri string `json:"imageUri,omitempty"`

	// TpuTfVersion: The AI Platform runtime version that includes a
	// TensorFlow version matching the one used in the custom container.
	// This field is required if the replica is a TPU worker that uses a
	// custom container. Otherwise, do not specify this field. This must be
	// a [runtime version that currently supports training with
	// TPUs](/ml-engine/docs/tensorflow/runtime-version-list#tpu-support).
	// Note that the version of TensorFlow included in a runtime version may
	// differ from the numbering of the runtime version itself, because it
	// may have a different [patch
	// version](https://www.tensorflow.org/guide/version_compat#semantic_vers
	// ioning_20). In this field, you must specify the runtime version
	// (TensorFlow minor version). For example, if your custom container
	// runs TensorFlow `1.x.y`, specify `1.x`.
	TpuTfVersion string `json:"tpuTfVersion,omitempty"`

	// ForceSendFields is a list of field names (e.g. "AcceleratorConfig")
	// 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. "AcceleratorConfig") 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:"-"`
}

GoogleCloudMlV1__ReplicaConfig: Represents the configuration for a replica in a cluster.

func (*GoogleCloudMlV1__ReplicaConfig) MarshalJSON

func (s *GoogleCloudMlV1__ReplicaConfig) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__RequestLoggingConfig

type GoogleCloudMlV1__RequestLoggingConfig struct {
	// BigqueryTableName: Required. Fully qualified BigQuery table name in
	// the following format: " project_id.dataset_name.table_name" The
	// specified table must already exist, and the "Cloud ML Service Agent"
	// for your project must have permission to write to it. The table must
	// have the following [schema](/bigquery/docs/schemas): Field nameType
	// Mode model STRING REQUIRED model_version STRING REQUIRED time
	// TIMESTAMP REQUIRED raw_data STRING REQUIRED raw_prediction STRING
	// NULLABLE groundtruth STRING NULLABLE
	BigqueryTableName string `json:"bigqueryTableName,omitempty"`

	// SamplingPercentage: Percentage of requests to be logged, expressed as
	// a fraction from 0 to 1. For example, if you want to log 10% of
	// requests, enter `0.1`. The sampling window is the lifetime of the
	// model version. Defaults to 0.
	SamplingPercentage float64 `json:"samplingPercentage,omitempty"`

	// ForceSendFields is a list of field names (e.g. "BigqueryTableName")
	// 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. "BigqueryTableName") 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:"-"`
}

GoogleCloudMlV1__RequestLoggingConfig: Configuration for logging request-response pairs to a BigQuery table. Online prediction requests to a model version and the responses to these requests are converted to raw strings and saved to the specified BigQuery table. Logging is constrained by [BigQuery quotas and limits](/bigquery/quotas). If your project exceeds BigQuery quotas or limits, AI Platform Prediction does not log request-response pairs, but it continues to serve predictions. If you are using [continuous evaluation](/ml-engine/docs/continuous-evaluation/), you do not need to specify this configuration manually. Setting up continuous evaluation automatically enables logging of request-response pairs.

func (*GoogleCloudMlV1__RequestLoggingConfig) MarshalJSON

func (s *GoogleCloudMlV1__RequestLoggingConfig) MarshalJSON() ([]byte, error)

func (*GoogleCloudMlV1__RequestLoggingConfig) UnmarshalJSON

func (s *GoogleCloudMlV1__RequestLoggingConfig) UnmarshalJSON(data []byte) error

type GoogleCloudMlV1__RouteMap

type GoogleCloudMlV1__RouteMap struct {
	// Health: HTTP path on the container to send health checkss to. AI
	// Platform Prediction intermittently sends GET requests to this path on
	// the container's IP address and port to check that the container is
	// healthy. Read more about [health
	// checks](/ai-platform/prediction/docs/custom-container-requirements#che
	// cks). For example, if you set this field to `/bar`, then AI Platform
	// Prediction intermittently sends a GET request to the following URL on
	// the container: localhost:PORT/bar PORT refers to the first value of
	// Version.container.ports. If you don't specify this field, it defaults
	// to the following value: /v1/models/MODEL/versions/VERSION The
	// placeholders in this value are replaced as follows: * MODEL: The name
	// of the parent Model. This does not include the
	// "projects/PROJECT_ID/models/" prefix that the API returns in output;
	// it is the bare model name, as provided to projects.models.create. *
	// VERSION: The name of the model version. This does not include the
	// "projects/PROJECT_ID/models/MODEL/versions/" prefix that the API
	// returns in output; it is the bare version name, as provided to
	// projects.models.versions.create.
	Health string `json:"health,omitempty"`

	// Predict: HTTP path on the container to send prediction requests to.
	// AI Platform Prediction forwards requests sent using projects.predict
	// to this path on the container's IP address and port. AI Platform
	// Prediction then returns the container's response in the API response.
	// For example, if you set this field to `/foo`, then when AI Platform
	// Prediction receives a prediction request, it forwards the request
	// body in a POST request to the following URL on the container:
	// localhost:PORT/foo PORT refers to the first value of
	// Version.container.ports. If you don't specify this field, it defaults
	// to the following value: /v1/models/MODEL/versions/VERSION:predict The
	// placeholders in this value are replaced as follows: * MODEL: The name
	// of the parent Model. This does not include the
	// "projects/PROJECT_ID/models/" prefix that the API returns in output;
	// it is the bare model name, as provided to projects.models.create. *
	// VERSION: The name of the model version. This does not include the
	// "projects/PROJECT_ID/models/MODEL/versions/" prefix that the API
	// returns in output; it is the bare version name, as provided to
	// projects.models.versions.create.
	Predict string `json:"predict,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Health") 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. "Health") 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:"-"`
}

GoogleCloudMlV1__RouteMap: Specifies HTTP paths served by a custom container. AI Platform Prediction sends requests to these paths on the container; the custom container must run an HTTP server that responds to these requests with appropriate responses. Read [Custom container requirements](/ai-platform/prediction/docs/custom-container-requiremen ts) for details on how to create your container image to meet these requirements.

func (*GoogleCloudMlV1__RouteMap) MarshalJSON

func (s *GoogleCloudMlV1__RouteMap) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__SampledShapleyAttribution

type GoogleCloudMlV1__SampledShapleyAttribution struct {
	// NumPaths: The number of feature permutations to consider when
	// approximating the Shapley values.
	NumPaths int64 `json:"numPaths,omitempty"`

	// ForceSendFields is a list of field names (e.g. "NumPaths") 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. "NumPaths") 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:"-"`
}

GoogleCloudMlV1__SampledShapleyAttribution: An attribution method that approximates Shapley values for features that contribute to the label being predicted. A sampling strategy is used to approximate the value rather than considering all subsets of features.

func (*GoogleCloudMlV1__SampledShapleyAttribution) MarshalJSON

type GoogleCloudMlV1__Scheduling

type GoogleCloudMlV1__Scheduling struct {
	// MaxRunningTime: Optional. The maximum job running time, expressed in
	// seconds. The field can contain up to nine fractional digits,
	// terminated by `s`. If not specified, this field defaults to `604800s`
	// (seven days). If the training job is still running after this
	// duration, AI Platform Training cancels it. The duration is measured
	// from when the job enters the `RUNNING` state; therefore it does not
	// overlap with the duration limited by Scheduling.max_wait_time. For
	// example, if you want to ensure your job runs for no more than 2
	// hours, set this field to `7200s` (2 hours * 60 minutes / hour * 60
	// seconds / minute). If you submit your training job using the `gcloud`
	// tool, you can [specify this field in a `config.yaml`
	// file](/ai-platform/training/docs/training-jobs#formatting_your_configu
	// ration_parameters). For example: ```yaml trainingInput: scheduling:
	// maxRunningTime: 7200s ```
	MaxRunningTime string `json:"maxRunningTime,omitempty"`

	// MaxWaitTime: Optional. The maximum job wait time, expressed in
	// seconds. The field can contain up to nine fractional digits,
	// terminated by `s`. If not specified, there is no limit to the wait
	// time. The minimum for this field is `1800s` (30 minutes). If the
	// training job has not entered the `RUNNING` state after this duration,
	// AI Platform Training cancels it. After the job begins running, it can
	// no longer be cancelled due to the maximum wait time. Therefore the
	// duration limited by this field does not overlap with the duration
	// limited by Scheduling.max_running_time. For example, if the job
	// temporarily stops running and retries due to a [VM
	// restart](/ai-platform/training/docs/overview#restarts), this cannot
	// lead to a maximum wait time cancellation. However, independently of
	// this constraint, AI Platform Training might stop a job if there are
	// too many retries due to exhausted resources in a region. The
	// following example describes how you might use this field: To cancel
	// your job if it doesn't start running within 1 hour, set this field to
	// `3600s` (1 hour * 60 minutes / hour * 60 seconds / minute). If the
	// job is still in the `QUEUED` or `PREPARING` state after an hour of
	// waiting, AI Platform Training cancels the job. If you submit your
	// training job using the `gcloud` tool, you can [specify this field in
	// a `config.yaml`
	// file](/ai-platform/training/docs/training-jobs#formatting_your_configu
	// ration_parameters). For example: ```yaml trainingInput: scheduling:
	// maxWaitTime: 3600s ```
	MaxWaitTime string `json:"maxWaitTime,omitempty"`

	// ForceSendFields is a list of field names (e.g. "MaxRunningTime") 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. "MaxRunningTime") 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:"-"`
}

GoogleCloudMlV1__Scheduling: All parameters related to scheduling of training jobs.

func (*GoogleCloudMlV1__Scheduling) MarshalJSON

func (s *GoogleCloudMlV1__Scheduling) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__SetDefaultVersionRequest

type GoogleCloudMlV1__SetDefaultVersionRequest struct {
}

GoogleCloudMlV1__SetDefaultVersionRequest: Request message for the SetDefaultVersion request.

type GoogleCloudMlV1__StopTrialRequest

type GoogleCloudMlV1__StopTrialRequest struct {
}

type GoogleCloudMlV1__Study

type GoogleCloudMlV1__Study struct {
	// CreateTime: Output only. Time at which the study was created.
	CreateTime string `json:"createTime,omitempty"`

	// InactiveReason: Output only. A human readable reason why the Study is
	// inactive. This should be empty if a study is ACTIVE or COMPLETED.
	InactiveReason string `json:"inactiveReason,omitempty"`

	// Name: Output only. The name of a study.
	Name string `json:"name,omitempty"`

	// State: Output only. The detailed state of a study.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The study state is unspecified.
	//   "ACTIVE" - The study is active.
	//   "INACTIVE" - The study is stopped due to an internal error.
	//   "COMPLETED" - The study is done when the service exhausts the
	// parameter search space or max_trial_count is reached.
	State string `json:"state,omitempty"`

	// StudyConfig: Required. Configuration of the study.
	StudyConfig *GoogleCloudMlV1__StudyConfig `json:"studyConfig,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:"-"`
}

GoogleCloudMlV1__Study: A message representing a Study.

func (*GoogleCloudMlV1__Study) MarshalJSON

func (s *GoogleCloudMlV1__Study) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__StudyConfig

type GoogleCloudMlV1__StudyConfig struct {
	// Algorithm: The search algorithm specified for the study.
	//
	// Possible values:
	//   "ALGORITHM_UNSPECIFIED" - The default algorithm used by the Cloud
	// AI Platform Vizier service.
	//   "GAUSSIAN_PROCESS_BANDIT" - Gaussian Process Bandit.
	//   "GRID_SEARCH" - Simple grid search within the feasible space. To
	// use grid search, all parameters must be `INTEGER`, `CATEGORICAL`, or
	// `DISCRETE`.
	//   "RANDOM_SEARCH" - Simple random search within the feasible space.
	Algorithm string `json:"algorithm,omitempty"`

	// AutomatedStoppingConfig: Configuration for automated stopping of
	// unpromising Trials.
	AutomatedStoppingConfig *GoogleCloudMlV1__AutomatedStoppingConfig `json:"automatedStoppingConfig,omitempty"`

	// Metrics: Metric specs for the study.
	Metrics []*GoogleCloudMlV1StudyConfigMetricSpec `json:"metrics,omitempty"`

	// Parameters: Required. The set of parameters to tune.
	Parameters []*GoogleCloudMlV1StudyConfigParameterSpec `json:"parameters,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Algorithm") 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. "Algorithm") 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:"-"`
}

GoogleCloudMlV1__StudyConfig: Represents configuration of a study.

func (*GoogleCloudMlV1__StudyConfig) MarshalJSON

func (s *GoogleCloudMlV1__StudyConfig) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__SuggestTrialsMetadata

type GoogleCloudMlV1__SuggestTrialsMetadata struct {
	// ClientId: The identifier of the client that is requesting the
	// suggestion.
	ClientId string `json:"clientId,omitempty"`

	// CreateTime: The time operation was submitted.
	CreateTime string `json:"createTime,omitempty"`

	// Study: The name of the study that the trial belongs to.
	Study string `json:"study,omitempty"`

	// SuggestionCount: The number of suggestions requested.
	SuggestionCount int64 `json:"suggestionCount,omitempty"`

	// ForceSendFields is a list of field names (e.g. "ClientId") 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. "ClientId") 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:"-"`
}

GoogleCloudMlV1__SuggestTrialsMetadata: Metadata field of a google.longrunning.Operation associated with a SuggestTrialsRequest.

func (*GoogleCloudMlV1__SuggestTrialsMetadata) MarshalJSON

func (s *GoogleCloudMlV1__SuggestTrialsMetadata) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__SuggestTrialsRequest

type GoogleCloudMlV1__SuggestTrialsRequest struct {
	// ClientId: Required. The identifier of the client that is requesting
	// the suggestion. If multiple SuggestTrialsRequests have the same
	// `client_id`, the service will return the identical suggested trial if
	// the trial is pending, and provide a new trial if the last suggested
	// trial was completed.
	ClientId string `json:"clientId,omitempty"`

	// SuggestionCount: Required. The number of suggestions requested.
	SuggestionCount int64 `json:"suggestionCount,omitempty"`

	// ForceSendFields is a list of field names (e.g. "ClientId") 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. "ClientId") 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:"-"`
}

GoogleCloudMlV1__SuggestTrialsRequest: The request message for the SuggestTrial service method.

func (*GoogleCloudMlV1__SuggestTrialsRequest) MarshalJSON

func (s *GoogleCloudMlV1__SuggestTrialsRequest) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__SuggestTrialsResponse

type GoogleCloudMlV1__SuggestTrialsResponse struct {
	// EndTime: The time at which operation processing completed.
	EndTime string `json:"endTime,omitempty"`

	// StartTime: The time at which the operation was started.
	StartTime string `json:"startTime,omitempty"`

	// StudyState: The state of the study.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The study state is unspecified.
	//   "ACTIVE" - The study is active.
	//   "INACTIVE" - The study is stopped due to an internal error.
	//   "COMPLETED" - The study is done when the service exhausts the
	// parameter search space or max_trial_count is reached.
	StudyState string `json:"studyState,omitempty"`

	// Trials: A list of trials.
	Trials []*GoogleCloudMlV1__Trial `json:"trials,omitempty"`

	// ForceSendFields is a list of field names (e.g. "EndTime") 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. "EndTime") 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:"-"`
}

GoogleCloudMlV1__SuggestTrialsResponse: This message will be placed in the response field of a completed google.longrunning.Operation associated with a SuggestTrials request.

func (*GoogleCloudMlV1__SuggestTrialsResponse) MarshalJSON

func (s *GoogleCloudMlV1__SuggestTrialsResponse) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__TrainingInput

type GoogleCloudMlV1__TrainingInput struct {
	// Args: Optional. Command-line arguments passed to the training
	// application when it starts. If your job uses a custom container, then
	// the arguments are passed to the container's `ENTRYPOINT` command.
	Args []string `json:"args,omitempty"`

	// EncryptionConfig: Optional. Options for using customer-managed
	// encryption keys (CMEK) to protect resources created by a training
	// job, instead of using Google's default encryption. If this is set,
	// then all resources created by the training job will be encrypted with
	// the customer-managed encryption key that you specify. [Learn how and
	// when to use CMEK with AI Platform
	// Training](/ai-platform/training/docs/cmek).
	EncryptionConfig *GoogleCloudMlV1__EncryptionConfig `json:"encryptionConfig,omitempty"`

	// EvaluatorConfig: Optional. The configuration for evaluators. You
	// should only set `evaluatorConfig.acceleratorConfig` if
	// `evaluatorType` is set to a Compute Engine machine type. [Learn about
	// restrictions on accelerator configurations for
	// training.](/ai-platform/training/docs/using-gpus#compute-engine-machin
	// e-types-with-gpu) Set `evaluatorConfig.imageUri` only if you build a
	// custom image for your evaluator. If `evaluatorConfig.imageUri` has
	// not been set, AI Platform uses the value of `masterConfig.imageUri`.
	// Learn more about [configuring custom
	// containers](/ai-platform/training/docs/distributed-training-containers
	// ).
	EvaluatorConfig *GoogleCloudMlV1__ReplicaConfig `json:"evaluatorConfig,omitempty"`

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

	// EvaluatorType: Optional. Specifies the type of virtual machine to use
	// for your training job's evaluator nodes. The supported values are the
	// same as those described in the entry for `masterType`. This value
	// must be consistent with the category of machine type that
	// `masterType` uses. In other words, both must be Compute Engine
	// machine types or both must be legacy machine types. This value must
	// be present when `scaleTier` is set to `CUSTOM` and `evaluatorCount`
	// is greater than zero.
	EvaluatorType string `json:"evaluatorType,omitempty"`

	// Hyperparameters: Optional. The set of Hyperparameters to tune.
	Hyperparameters *GoogleCloudMlV1__HyperparameterSpec `json:"hyperparameters,omitempty"`

	// JobDir: Optional. A Google Cloud Storage path in which to store
	// training outputs and other data needed for training. This path is
	// passed to your TensorFlow program as the '--job-dir' command-line
	// argument. The benefit of specifying this field is that Cloud ML
	// validates the path for use in training.
	JobDir string `json:"jobDir,omitempty"`

	// MasterConfig: Optional. The configuration for your master worker. You
	// should only set `masterConfig.acceleratorConfig` if `masterType` is
	// set to a Compute Engine machine type. Learn about [restrictions on
	// accelerator configurations for
	// training.](/ai-platform/training/docs/using-gpus#compute-engine-machin
	// e-types-with-gpu) Set `masterConfig.imageUri` only if you build a
	// custom image. Only one of `masterConfig.imageUri` and
	// `runtimeVersion` should be set. Learn more about [configuring custom
	// containers](/ai-platform/training/docs/distributed-training-containers
	// ).
	MasterConfig *GoogleCloudMlV1__ReplicaConfig `json:"masterConfig,omitempty"`

	// MasterType: Optional. Specifies the type of virtual machine to use
	// for your training job's master worker. You must specify this field
	// when `scaleTier` is set to `CUSTOM`. You can use certain Compute
	// Engine machine types directly in this field. The following types are
	// supported: - `n1-standard-4` - `n1-standard-8` - `n1-standard-16` -
	// `n1-standard-32` - `n1-standard-64` - `n1-standard-96` -
	// `n1-highmem-2` - `n1-highmem-4` - `n1-highmem-8` - `n1-highmem-16` -
	// `n1-highmem-32` - `n1-highmem-64` - `n1-highmem-96` - `n1-highcpu-16`
	// - `n1-highcpu-32` - `n1-highcpu-64` - `n1-highcpu-96` Learn more
	// about [using Compute Engine machine
	// types](/ml-engine/docs/machine-types#compute-engine-machine-types).
	// Alternatively, you can use the following legacy machine types: -
	// `standard` - `large_model` - `complex_model_s` - `complex_model_m` -
	// `complex_model_l` - `standard_gpu` - `complex_model_m_gpu` -
	// `complex_model_l_gpu` - `standard_p100` - `complex_model_m_p100` -
	// `standard_v100` - `large_model_v100` - `complex_model_m_v100` -
	// `complex_model_l_v100` Learn more about [using legacy machine
	// types](/ml-engine/docs/machine-types#legacy-machine-types). Finally,
	// if you want to use a TPU for training, specify `cloud_tpu` in this
	// field. Learn more about the [special configuration options for
	// training with
	// TPUs](/ml-engine/docs/tensorflow/using-tpus#configuring_a_custom_tpu_m
	// achine).
	MasterType string `json:"masterType,omitempty"`

	// Network: Optional. The full name of the [Compute Engine
	// network](/vpc/docs/vpc) to which the Job is peered. For example,
	// `projects/12345/global/networks/myVPC`. The format of this field is
	// `projects/{project}/global/networks/{network}`, where {project} is a
	// project number (like `12345`) and {network} is network name. Private
	// services access must already be configured for the network. If left
	// unspecified, the Job is not peered with any network. [Learn about
	// using VPC Network Peering.](/ai-platform/training/docs/vpc-peering).
	Network string `json:"network,omitempty"`

	// PackageUris: Required. The Google Cloud Storage location of the
	// packages with the training program and any additional dependencies.
	// The maximum number of package URIs is 100.
	PackageUris []string `json:"packageUris,omitempty"`

	// ParameterServerConfig: Optional. The configuration for parameter
	// servers. You should only set
	// `parameterServerConfig.acceleratorConfig` if `parameterServerType` is
	// set to a Compute Engine machine type. [Learn about restrictions on
	// accelerator configurations for
	// training.](/ai-platform/training/docs/using-gpus#compute-engine-machin
	// e-types-with-gpu) Set `parameterServerConfig.imageUri` only if you
	// build a custom image for your parameter server. If
	// `parameterServerConfig.imageUri` has not been set, AI Platform uses
	// the value of `masterConfig.imageUri`. Learn more about [configuring
	// custom
	// containers](/ai-platform/training/docs/distributed-training-containers
	// ).
	ParameterServerConfig *GoogleCloudMlV1__ReplicaConfig `json:"parameterServerConfig,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`. The default
	// value is zero.
	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 consistent with the category of machine type that
	// `masterType` uses. In other words, both must be Compute Engine
	// machine types or both must be legacy machine types. 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"`

	// PythonVersion: Optional. The version of Python used in training. You
	// must either specify this field or specify `masterConfig.imageUri`.
	// The following Python versions are available: * Python '3.7' is
	// available when `runtime_version` is set to '1.15' or later. * Python
	// '3.5' is available when `runtime_version` is set to a version from
	// '1.4' to '1.14'. * Python '2.7' is available when `runtime_version`
	// is set to '1.15' or earlier. Read more about the Python versions
	// available for [each runtime
	// version](/ml-engine/docs/runtime-version-list).
	PythonVersion string `json:"pythonVersion,omitempty"`

	// Region: Required. The region to run the training job in. See the
	// [available regions](/ai-platform/training/docs/regions) for AI
	// Platform Training.
	Region string `json:"region,omitempty"`

	// RuntimeVersion: Optional. The AI Platform runtime version to use for
	// training. You must either specify this field or specify
	// `masterConfig.imageUri`. For more information, see the [runtime
	// version list](/ai-platform/training/docs/runtime-version-list) and
	// learn [how to manage runtime
	// versions](/ai-platform/training/docs/versioning).
	RuntimeVersion string `json:"runtimeVersion,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.
	//   "BASIC_GPU" - A single worker instance [with a
	// GPU](/ai-platform/training/docs/using-gpus).
	//   "BASIC_TPU" - A single worker instance with a [Cloud
	// TPU](/ml-engine/docs/tensorflow/using-tpus).
	//   "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"`

	// Scheduling: Optional. Scheduling options for a training job.
	Scheduling *GoogleCloudMlV1__Scheduling `json:"scheduling,omitempty"`

	// ServiceAccount: Optional. The email address of a service account to
	// use when running the training appplication. You must have the
	// `iam.serviceAccounts.actAs` permission for the specified service
	// account. In addition, the AI Platform Training Google-managed service
	// account must have the `roles/iam.serviceAccountAdmin` role for the
	// specified service account. [Learn more about configuring a service
	// account.](/ai-platform/training/docs/custom-service-account) If not
	// specified, the AI Platform Training Google-managed service account is
	// used by default.
	ServiceAccount string `json:"serviceAccount,omitempty"`

	// UseChiefInTfConfig: Optional. Use `chief` instead of `master` in the
	// `TF_CONFIG` environment variable when training with a custom
	// container. Defaults to `false`. [Learn more about this
	// field.](/ai-platform/training/docs/distributed-training-details#chief-
	// versus-master) This field has no effect for training jobs that don't
	// use a custom container.
	UseChiefInTfConfig bool `json:"useChiefInTfConfig,omitempty"`

	// WorkerConfig: Optional. The configuration for workers. You should
	// only set `workerConfig.acceleratorConfig` if `workerType` is set to a
	// Compute Engine machine type. [Learn about restrictions on accelerator
	// configurations for
	// training.](/ai-platform/training/docs/using-gpus#compute-engine-machin
	// e-types-with-gpu) Set `workerConfig.imageUri` only if you build a
	// custom image for your worker. If `workerConfig.imageUri` has not been
	// set, AI Platform uses the value of `masterConfig.imageUri`. Learn
	// more about [configuring custom
	// containers](/ai-platform/training/docs/distributed-training-containers
	// ).
	WorkerConfig *GoogleCloudMlV1__ReplicaConfig `json:"workerConfig,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`. The default value is zero.
	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 consistent with the category of machine type that
	// `masterType` uses. In other words, both must be Compute Engine
	// machine types or both must be legacy machine types. If you use
	// `cloud_tpu` for this value, see special instructions for [configuring
	// a custom TPU
	// machine](/ml-engine/docs/tensorflow/using-tpus#configuring_a_custom_tp
	// u_machine). 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:"-"`
}

GoogleCloudMlV1__TrainingInput: Represents input parameters for a training job. When using the gcloud command to submit your training job, you can specify the input parameters as command-line arguments and/or in a YAML configuration file referenced from the --config command-line argument. For details, see the guide to [submitting a training job](/ai-platform/training/docs/training-jobs).

func (*GoogleCloudMlV1__TrainingInput) MarshalJSON

func (s *GoogleCloudMlV1__TrainingInput) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__TrainingOutput

type GoogleCloudMlV1__TrainingOutput struct {
	// BuiltInAlgorithmOutput: Details related to built-in algorithms jobs.
	// Only set for built-in algorithms jobs.
	BuiltInAlgorithmOutput *GoogleCloudMlV1__BuiltInAlgorithmOutput `json:"builtInAlgorithmOutput,omitempty"`

	// CompletedTrialCount: The number of hyperparameter tuning trials that
	// completed successfully. Only set for hyperparameter tuning jobs.
	CompletedTrialCount int64 `json:"completedTrialCount,omitempty,string"`

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

	// HyperparameterMetricTag: The TensorFlow summary tag name used for
	// optimizing hyperparameter tuning trials. See
	// [`HyperparameterSpec.hyperparameterMetricTag`](#HyperparameterSpec.FIE
	// LDS.hyperparameter_metric_tag) for more information. Only set for
	// hyperparameter tuning jobs.
	HyperparameterMetricTag string `json:"hyperparameterMetricTag,omitempty"`

	// IsBuiltInAlgorithmJob: Whether this job is a built-in Algorithm job.
	IsBuiltInAlgorithmJob bool `json:"isBuiltInAlgorithmJob,omitempty"`

	// IsHyperparameterTuningJob: Whether this job is a hyperparameter
	// tuning job.
	IsHyperparameterTuningJob bool `json:"isHyperparameterTuningJob,omitempty"`

	// Trials: Results for individual Hyperparameter trials. Only set for
	// hyperparameter tuning jobs.
	Trials []*GoogleCloudMlV1__HyperparameterOutput `json:"trials,omitempty"`

	// ForceSendFields is a list of field names (e.g.
	// "BuiltInAlgorithmOutput") 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. "BuiltInAlgorithmOutput")
	// 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:"-"`
}

GoogleCloudMlV1__TrainingOutput: Represents results of a training job. Output only.

func (*GoogleCloudMlV1__TrainingOutput) MarshalJSON

func (s *GoogleCloudMlV1__TrainingOutput) MarshalJSON() ([]byte, error)

func (*GoogleCloudMlV1__TrainingOutput) UnmarshalJSON

func (s *GoogleCloudMlV1__TrainingOutput) UnmarshalJSON(data []byte) error

type GoogleCloudMlV1__Trial

type GoogleCloudMlV1__Trial struct {
	// ClientId: Output only. The identifier of the client that originally
	// requested this trial.
	ClientId string `json:"clientId,omitempty"`

	// EndTime: Output only. Time at which the trial's status changed to
	// COMPLETED.
	EndTime string `json:"endTime,omitempty"`

	// FinalMeasurement: The final measurement containing the objective
	// value.
	FinalMeasurement *GoogleCloudMlV1__Measurement `json:"finalMeasurement,omitempty"`

	// InfeasibleReason: Output only. A human readable string describing why
	// the trial is infeasible. This should only be set if trial_infeasible
	// is true.
	InfeasibleReason string `json:"infeasibleReason,omitempty"`

	// Measurements: A list of measurements that are strictly
	// lexicographically ordered by their induced tuples (steps,
	// elapsed_time). These are used for early stopping computations.
	Measurements []*GoogleCloudMlV1__Measurement `json:"measurements,omitempty"`

	// Name: Output only. Name of the trial assigned by the service.
	Name string `json:"name,omitempty"`

	// Parameters: The parameters of the trial.
	Parameters []*GoogleCloudMlV1TrialParameter `json:"parameters,omitempty"`

	// StartTime: Output only. Time at which the trial was started.
	StartTime string `json:"startTime,omitempty"`

	// State: The detailed state of a trial.
	//
	// Possible values:
	//   "STATE_UNSPECIFIED" - The trial state is unspecified.
	//   "REQUESTED" - Indicates that a specific trial has been requested,
	// but it has not yet been suggested by the service.
	//   "ACTIVE" - Indicates that the trial has been suggested.
	//   "COMPLETED" - Indicates that the trial is done, and either has a
	// final_measurement set, or is marked as trial_infeasible.
	//   "STOPPING" - Indicates that the trial should stop according to the
	// service.
	State string `json:"state,omitempty"`

	// TrialInfeasible: Output only. If true, the parameters in this trial
	// are not attempted again.
	TrialInfeasible bool `json:"trialInfeasible,omitempty"`

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

	// ForceSendFields is a list of field names (e.g. "ClientId") 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. "ClientId") 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:"-"`
}

GoogleCloudMlV1__Trial: A message representing a trial.

func (*GoogleCloudMlV1__Trial) MarshalJSON

func (s *GoogleCloudMlV1__Trial) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__Version

type GoogleCloudMlV1__Version struct {
	// AcceleratorConfig: Optional. Accelerator config for using GPUs for
	// online prediction (beta). Only specify this field if you have
	// specified a Compute Engine (N1) machine type in the `machineType`
	// field. Learn more about [using GPUs for online
	// prediction](/ml-engine/docs/machine-types-online-prediction#gpus).
	AcceleratorConfig *GoogleCloudMlV1__AcceleratorConfig `json:"acceleratorConfig,omitempty"`

	// AutoScaling: Automatically scale the number of nodes used to serve
	// the model in response to increases and decreases in traffic. Care
	// should be taken to ramp up traffic according to the model's ability
	// to scale or you will start seeing increases in latency and 429
	// response codes. Note that you cannot use AutoScaling if your version
	// uses [GPUs](#Version.FIELDS.accelerator_config). Instead, you must
	// use specify `manual_scaling`.
	AutoScaling *GoogleCloudMlV1__AutoScaling `json:"autoScaling,omitempty"`

	// Container: Optional. Specifies a custom container to use for serving
	// predictions. If you specify this field, then `machineType` is
	// required. If you specify this field, then `deploymentUri` is
	// optional. If you specify this field, then you must not specify
	// `runtimeVersion`, `packageUris`, `framework`, `pythonVersion`, or
	// `predictionClass`.
	Container *GoogleCloudMlV1__ContainerSpec `json:"container,omitempty"`

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

	// DeploymentUri: The Cloud Storage URI of a directory containing
	// trained model artifacts to be used to create the model version. See
	// the [guide to deploying
	// models](/ai-platform/prediction/docs/deploying-models) for more
	// information. The total number of files under this directory must not
	// exceed 1000. During projects.models.versions.create, AI Platform
	// Prediction copies all files from the specified directory to a
	// location managed by the service. From then on, AI Platform Prediction
	// uses these copies of the model artifacts to serve predictions, not
	// the original files in Cloud Storage, so this location is useful only
	// as a historical record. If you specify container, then this field is
	// optional. Otherwise, it is required. Learn [how to use this field
	// with a custom
	// container](/ai-platform/prediction/docs/custom-container-requirements#
	// artifacts).
	DeploymentUri string `json:"deploymentUri,omitempty"`

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

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

	// Etag: `etag` is used for optimistic concurrency control as a way to
	// help prevent simultaneous updates of a model from overwriting each
	// other. It is strongly suggested that systems make use of the `etag`
	// in the read-modify-write cycle to perform model updates in order to
	// avoid race conditions: An `etag` is returned in the response to
	// `GetVersion`, and systems are expected to put that etag in the
	// request to `UpdateVersion` to ensure that their change will be
	// applied to the model as intended.
	Etag string `json:"etag,omitempty"`

	// ExplanationConfig: Optional. Configures explainability features on
	// the model's version. Some explanation features require additional
	// metadata to be loaded as part of the model payload.
	ExplanationConfig *GoogleCloudMlV1__ExplanationConfig `json:"explanationConfig,omitempty"`

	// Framework: Optional. The machine learning framework AI Platform uses
	// to train this version of the model. Valid values are `TENSORFLOW`,
	// `SCIKIT_LEARN`, `XGBOOST`. If you do not specify a framework, AI
	// Platform will analyze files in the deployment_uri to determine a
	// framework. If you choose `SCIKIT_LEARN` or `XGBOOST`, you must also
	// set the runtime version of the model to 1.4 or greater. Do **not**
	// specify a framework if you're deploying a [custom prediction
	// routine](/ai-platform/prediction/docs/custom-prediction-routines) or
	// if you're using a [custom
	// container](/ai-platform/prediction/docs/use-custom-container).
	//
	// Possible values:
	//   "FRAMEWORK_UNSPECIFIED" - Unspecified framework. Assigns a value
	// based on the file suffix.
	//   "TENSORFLOW" - Tensorflow framework.
	//   "SCIKIT_LEARN" - Scikit-learn framework.
	//   "XGBOOST" - XGBoost framework.
	Framework string `json:"framework,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.
	IsDefault bool `json:"isDefault,omitempty"`

	// Labels: Optional. One or more labels that you can add, to organize
	// your model versions. Each label is a key-value pair, where both the
	// key and the value are arbitrary strings that you supply. For more
	// information, see the documentation on using labels.
	Labels map[string]string `json:"labels,omitempty"`

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

	// MachineType: Optional. The type of machine on which to serve the
	// model. Currently only applies to online prediction service. If this
	// field is not specified, it defaults to `mls1-c1-m2`. Online
	// prediction supports the following machine types: * `mls1-c1-m2` *
	// `mls1-c4-m2` * `n1-standard-2` * `n1-standard-4` * `n1-standard-8` *
	// `n1-standard-16` * `n1-standard-32` * `n1-highmem-2` * `n1-highmem-4`
	// * `n1-highmem-8` * `n1-highmem-16` * `n1-highmem-32` * `n1-highcpu-2`
	// * `n1-highcpu-4` * `n1-highcpu-8` * `n1-highcpu-16` * `n1-highcpu-32`
	// `mls1-c4-m2` is in beta. All other machine types are generally
	// available. Learn more about the [differences between machine
	// types](/ml-engine/docs/machine-types-online-prediction).
	MachineType string `json:"machineType,omitempty"`

	// ManualScaling: Manually select the number of nodes to use for serving
	// the model. You should generally use `auto_scaling` with an
	// appropriate `min_nodes` instead, but this option is available if you
	// want more predictable billing. Beware that latency and error rates
	// will increase if the traffic exceeds that capability of the system to
	// serve it based on the selected number of nodes.
	ManualScaling *GoogleCloudMlV1__ManualScaling `json:"manualScaling,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"`

	// PackageUris: Optional. Cloud Storage paths (`gs://…`) of packages
	// for [custom prediction
	// routines](/ml-engine/docs/tensorflow/custom-prediction-routines) or
	// [scikit-learn pipelines with custom
	// code](/ml-engine/docs/scikit/exporting-for-prediction#custom-pipeline-
	// code). For a custom prediction routine, one of these packages must
	// contain your Predictor class (see
	// [`predictionClass`](#Version.FIELDS.prediction_class)). Additionally,
	// include any dependencies used by your Predictor or scikit-learn
	// pipeline uses that are not already included in your selected [runtime
	// version](/ml-engine/docs/tensorflow/runtime-version-list). If you
	// specify this field, you must also set
	// [`runtimeVersion`](#Version.FIELDS.runtime_version) to 1.4 or
	// greater.
	PackageUris []string `json:"packageUris,omitempty"`

	// PredictionClass: Optional. The fully qualified name
	// (module_name.class_name) of a class that implements the Predictor
	// interface described in this reference field. The module containing
	// this class should be included in a package provided to the
	// [`packageUris` field](#Version.FIELDS.package_uris). Specify this
	// field if and only if you are deploying a [custom prediction routine
	// (beta)](/ml-engine/docs/tensorflow/custom-prediction-routines). If
	// you specify this field, you must set
	// [`runtimeVersion`](#Version.FIELDS.runtime_version) to 1.4 or greater
	// and you must set `machineType` to a [legacy (MLS1) machine
	// type](/ml-engine/docs/machine-types-online-prediction). The following
	// code sample provides the Predictor interface: class
	// Predictor(object): """Interface for constructing custom
	// predictors.""" def predict(self, instances, **kwargs): """Performs
	// custom prediction. Instances are the decoded values from the request.
	// They have already been deserialized from JSON. Args: instances: A
	// list of prediction input instances. **kwargs: A dictionary of keyword
	// args provided as additional fields on the predict request body.
	// Returns: A list of outputs containing the prediction results. This
	// list must be JSON serializable. """ raise NotImplementedError()
	// @classmethod def from_path(cls, model_dir): """Creates an instance of
	// Predictor using the given path. Loading of the predictor should be
	// done in this method. Args: model_dir: The local directory that
	// contains the exported model file along with any additional files
	// uploaded when creating the version resource. Returns: An instance
	// implementing this Predictor class. """ raise NotImplementedError()
	// Learn more about [the Predictor interface and custom prediction
	// routines](/ml-engine/docs/tensorflow/custom-prediction-routines).
	PredictionClass string `json:"predictionClass,omitempty"`

	// PythonVersion: Required. The version of Python used in prediction.
	// The following Python versions are available: * Python '3.7' is
	// available when `runtime_version` is set to '1.15' or later. * Python
	// '3.5' is available when `runtime_version` is set to a version from
	// '1.4' to '1.14'. * Python '2.7' is available when `runtime_version`
	// is set to '1.15' or earlier. Read more about the Python versions
	// available for [each runtime
	// version](/ml-engine/docs/runtime-version-list).
	PythonVersion string `json:"pythonVersion,omitempty"`

	// RequestLoggingConfig: Optional. *Only* specify this field in a
	// projects.models.versions.patch request. Specifying it in a
	// projects.models.versions.create request has no effect. Configures the
	// request-response pair logging on predictions from this Version.
	RequestLoggingConfig *GoogleCloudMlV1__RequestLoggingConfig `json:"requestLoggingConfig,omitempty"`

	// Routes: Optional. Specifies paths on a custom container's HTTP server
	// where AI Platform Prediction sends certain requests. If you specify
	// this field, then you must also specify the `container` field. If you
	// specify the `container` field and do not specify this field, it
	// defaults to the following: ```json { "predict":
	// "/v1/models/MODEL/versions/VERSION:predict", "health":
	// "/v1/models/MODEL/versions/VERSION" } ``` See RouteMap for more
	// details about these default values.
	Routes *GoogleCloudMlV1__RouteMap `json:"routes,omitempty"`

	// RuntimeVersion: Required. The AI Platform runtime version to use for
	// this deployment. For more information, see the [runtime version
	// list](/ml-engine/docs/runtime-version-list) and [how to manage
	// runtime versions](/ml-engine/docs/versioning).
	RuntimeVersion string `json:"runtimeVersion,omitempty"`

	// ServiceAccount: Optional. Specifies the service account for resource
	// access control. If you specify this field, then you must also specify
	// either the `containerSpec` or the `predictionClass` field. Learn more
	// about [using a custom service
	// account](/ai-platform/prediction/docs/custom-service-account).
	ServiceAccount string `json:"serviceAccount,omitempty"`

	// State: Output only. The state of a version.
	//
	// Possible values:
	//   "UNKNOWN" - The version state is unspecified.
	//   "READY" - The version is ready for prediction.
	//   "CREATING" - The version is being created. New UpdateVersion and
	// DeleteVersion requests will fail if a version is in the CREATING
	// state.
	//   "FAILED" - The version failed to be created, possibly cancelled.
	// `error_message` should contain the details of the failure.
	//   "DELETING" - The version is being deleted. New UpdateVersion and
	// DeleteVersion requests will fail if a version is in the DELETING
	// state.
	//   "UPDATING" - The version is being updated. New UpdateVersion and
	// DeleteVersion requests will fail if a version is in the UPDATING
	// state.
	State string `json:"state,omitempty"`

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

	// ForceSendFields is a list of field names (e.g. "AcceleratorConfig")
	// 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. "AcceleratorConfig") 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:"-"`
}

GoogleCloudMlV1__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.

func (*GoogleCloudMlV1__Version) MarshalJSON

func (s *GoogleCloudMlV1__Version) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__XraiAttribution

type GoogleCloudMlV1__XraiAttribution struct {
	// NumIntegralSteps: Number of steps for approximating the path
	// integral. A good value to start is 50 and gradually increase until
	// the sum to diff property is met within the desired error range.
	NumIntegralSteps int64 `json:"numIntegralSteps,omitempty"`

	// ForceSendFields is a list of field names (e.g. "NumIntegralSteps") 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. "NumIntegralSteps") 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:"-"`
}

GoogleCloudMlV1__XraiAttribution: Attributes credit by computing the XRAI taking advantage of the model's fully differentiable structure. Refer to this paper for more details: https://arxiv.org/abs/1906.02825 Currently only implemented for models with natural image inputs.

func (*GoogleCloudMlV1__XraiAttribution) MarshalJSON

func (s *GoogleCloudMlV1__XraiAttribution) MarshalJSON() ([]byte, error)

type GoogleIamV1__AuditConfig

type GoogleIamV1__AuditConfig struct {
	// AuditLogConfigs: The configuration for logging of each type of
	// permission.
	AuditLogConfigs []*GoogleIamV1__AuditLogConfig `json:"auditLogConfigs,omitempty"`

	// Service: Specifies a service that will be enabled for audit logging.
	// For example, `storage.googleapis.com`, `cloudsql.googleapis.com`.
	// `allServices` is a special value that covers all services.
	Service string `json:"service,omitempty"`

	// ForceSendFields is a list of field names (e.g. "AuditLogConfigs") 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. "AuditLogConfigs") 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:"-"`
}

GoogleIamV1__AuditConfig: Specifies the audit configuration for a service. The configuration determines which permission types are logged, and what identities, if any, are exempted from logging. An AuditConfig must have one or more AuditLogConfigs. If there are AuditConfigs for both `allServices` and a specific service, the union of the two AuditConfigs is used for that service: the log_types specified in each AuditConfig are enabled, and the exempted_members in each AuditLogConfig are exempted. Example Policy with multiple AuditConfigs: { "audit_configs": [ { "service": "allServices", "audit_log_configs": [ { "log_type": "DATA_READ", "exempted_members": [ "user:jose@example.com" ] }, { "log_type": "DATA_WRITE" }, { "log_type": "ADMIN_READ" } ] }, { "service": "sampleservice.googleapis.com", "audit_log_configs": [ { "log_type": "DATA_READ" }, { "log_type": "DATA_WRITE", "exempted_members": [ "user:aliya@example.com" ] } ] } ] } For sampleservice, this policy enables DATA_READ, DATA_WRITE and ADMIN_READ logging. It also exempts jose@example.com from DATA_READ logging, and aliya@example.com from DATA_WRITE logging.

func (*GoogleIamV1__AuditConfig) MarshalJSON

func (s *GoogleIamV1__AuditConfig) MarshalJSON() ([]byte, error)

type GoogleIamV1__AuditLogConfig

type GoogleIamV1__AuditLogConfig struct {
	// ExemptedMembers: Specifies the identities that do not cause logging
	// for this type of permission. Follows the same format of
	// Binding.members.
	ExemptedMembers []string `json:"exemptedMembers,omitempty"`

	// LogType: The log type that this config enables.
	//
	// Possible values:
	//   "LOG_TYPE_UNSPECIFIED" - Default case. Should never be this.
	//   "ADMIN_READ" - Admin reads. Example: CloudIAM getIamPolicy
	//   "DATA_WRITE" - Data writes. Example: CloudSQL Users create
	//   "DATA_READ" - Data reads. Example: CloudSQL Users list
	LogType string `json:"logType,omitempty"`

	// ForceSendFields is a list of field names (e.g. "ExemptedMembers") 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. "ExemptedMembers") 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:"-"`
}

GoogleIamV1__AuditLogConfig: Provides the configuration for logging a type of permissions. Example: { "audit_log_configs": [ { "log_type": "DATA_READ", "exempted_members": [ "user:jose@example.com" ] }, { "log_type": "DATA_WRITE" } ] } This enables 'DATA_READ' and 'DATA_WRITE' logging, while exempting jose@example.com from DATA_READ logging.

func (*GoogleIamV1__AuditLogConfig) MarshalJSON

func (s *GoogleIamV1__AuditLogConfig) MarshalJSON() ([]byte, error)

type GoogleIamV1__Binding

type GoogleIamV1__Binding struct {
	// Condition: The condition that is associated with this binding. If the
	// condition evaluates to `true`, then this binding applies to the
	// current request. If the condition evaluates to `false`, then this
	// binding does not apply to the current request. However, a different
	// role binding might grant the same role to one or more of the members
	// in this binding. To learn which resources support conditions in their
	// IAM policies, see the [IAM
	// documentation](https://cloud.google.com/iam/help/conditions/resource-p
	// olicies).
	Condition *GoogleType__Expr `json:"condition,omitempty"`

	// Members: Specifies the identities requesting access for a Cloud
	// Platform resource. `members` can have the following values: *
	// `allUsers`: A special identifier that represents anyone who is on the
	// internet; with or without a Google account. *
	// `allAuthenticatedUsers`: A special identifier that represents anyone
	// who is authenticated with a Google account or a service account. *
	// `user:{emailid}`: An email address that represents a specific Google
	// account. For example, `alice@example.com` . *
	// `serviceAccount:{emailid}`: An email address that represents a
	// service account. For example,
	// `my-other-app@appspot.gserviceaccount.com`. * `group:{emailid}`: An
	// email address that represents a Google group. For example,
	// `admins@example.com`. * `deleted:user:{emailid}?uid={uniqueid}`: An
	// email address (plus unique identifier) representing a user that has
	// been recently deleted. For example,
	// `alice@example.com?uid=123456789012345678901`. If the user is
	// recovered, this value reverts to `user:{emailid}` and the recovered
	// user retains the role in the binding. *
	// `deleted:serviceAccount:{emailid}?uid={uniqueid}`: An email address
	// (plus unique identifier) representing a service account that has been
	// recently deleted. For example,
	// `my-other-app@appspot.gserviceaccount.com?uid=123456789012345678901`.
	// If the service account is undeleted, this value reverts to
	// `serviceAccount:{emailid}` and the undeleted service account retains
	// the role in the binding. * `deleted:group:{emailid}?uid={uniqueid}`:
	// An email address (plus unique identifier) representing a Google group
	// that has been recently deleted. For example,
	// `admins@example.com?uid=123456789012345678901`. If the group is
	// recovered, this value reverts to `group:{emailid}` and the recovered
	// group retains the role in the binding. * `domain:{domain}`: The G
	// Suite domain (primary) that represents all the users of that domain.
	// For example, `google.com` or `example.com`.
	Members []string `json:"members,omitempty"`

	// Role: Role that is assigned to `members`. For example,
	// `roles/viewer`, `roles/editor`, or `roles/owner`.
	Role string `json:"role,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Condition") 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. "Condition") 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:"-"`
}

GoogleIamV1__Binding: Associates `members` with a `role`.

func (*GoogleIamV1__Binding) MarshalJSON

func (s *GoogleIamV1__Binding) MarshalJSON() ([]byte, error)

type GoogleIamV1__Policy

type GoogleIamV1__Policy struct {
	// AuditConfigs: Specifies cloud audit logging configuration for this
	// policy.
	AuditConfigs []*GoogleIamV1__AuditConfig `json:"auditConfigs,omitempty"`

	// Bindings: Associates a list of `members` to a `role`. Optionally, may
	// specify a `condition` that determines how and when the `bindings` are
	// applied. Each of the `bindings` must contain at least one member.
	Bindings []*GoogleIamV1__Binding `json:"bindings,omitempty"`

	// Etag: `etag` is used for optimistic concurrency control as a way to
	// help prevent simultaneous updates of a policy from overwriting each
	// other. It is strongly suggested that systems make use of the `etag`
	// in the read-modify-write cycle to perform policy updates in order to
	// avoid race conditions: An `etag` is returned in the response to
	// `getIamPolicy`, and systems are expected to put that etag in the
	// request to `setIamPolicy` to ensure that their change will be applied
	// to the same version of the policy. **Important:** If you use IAM
	// Conditions, you must include the `etag` field whenever you call
	// `setIamPolicy`. If you omit this field, then IAM allows you to
	// overwrite a version `3` policy with a version `1` policy, and all of
	// the conditions in the version `3` policy are lost.
	Etag string `json:"etag,omitempty"`

	// Version: Specifies the format of the policy. Valid values are `0`,
	// `1`, and `3`. Requests that specify an invalid value are rejected.
	// Any operation that affects conditional role bindings must specify
	// version `3`. This requirement applies to the following operations: *
	// Getting a policy that includes a conditional role binding * Adding a
	// conditional role binding to a policy * Changing a conditional role
	// binding in a policy * Removing any role binding, with or without a
	// condition, from a policy that includes conditions **Important:** If
	// you use IAM Conditions, you must include the `etag` field whenever
	// you call `setIamPolicy`. If you omit this field, then IAM allows you
	// to overwrite a version `3` policy with a version `1` policy, and all
	// of the conditions in the version `3` policy are lost. If a policy
	// does not include any conditions, operations on that policy may
	// specify any valid version or leave the field unset. To learn which
	// resources support conditions in their IAM policies, see the [IAM
	// documentation](https://cloud.google.com/iam/help/conditions/resource-p
	// olicies).
	Version int64 `json:"version,omitempty"`

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

	// ForceSendFields is a list of field names (e.g. "AuditConfigs") 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. "AuditConfigs") 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:"-"`
}

GoogleIamV1__Policy: An Identity and Access Management (IAM) policy, which specifies access controls for Google Cloud resources. A `Policy` is a collection of `bindings`. A `binding` binds one or more `members` to a single `role`. Members can be user accounts, service accounts, Google groups, and domains (such as G Suite). A `role` is a named list of permissions; each `role` can be an IAM predefined role or a user-created custom role. For some types of Google Cloud resources, a `binding` can also specify a `condition`, which is a logical expression that allows access to a resource only if the expression evaluates to `true`. A condition can add constraints based on attributes of the request, the resource, or both. To learn which resources support conditions in their IAM policies, see the [IAM documentation](https://cloud.google.com/iam/help/conditions/resource-p olicies). **JSON example:** { "bindings": [ { "role": "roles/resourcemanager.organizationAdmin", "members": [ "user:mike@example.com", "group:admins@example.com", "domain:google.com", "serviceAccount:my-project-id@appspot.gserviceaccount.com" ] }, { "role": "roles/resourcemanager.organizationViewer", "members": [ "user:eve@example.com" ], "condition": { "title": "expirable access", "description": "Does not grant access after Sep 2020", "expression": "request.time < timestamp('2020-10-01T00:00:00.000Z')", } } ], "etag": "BwWWja0YfJA=", "version": 3 } **YAML example:** bindings: - members: - user:mike@example.com - group:admins@example.com - domain:google.com - serviceAccount:my-project-id@appspot.gserviceaccount.com role: roles/resourcemanager.organizationAdmin - members: - user:eve@example.com role: roles/resourcemanager.organizationViewer condition: title: expirable access description: Does not grant access after Sep 2020 expression: request.time < timestamp('2020-10-01T00:00:00.000Z') - etag: BwWWja0YfJA= - version: 3 For a description of IAM and its features, see the [IAM documentation](https://cloud.google.com/iam/docs/).

func (*GoogleIamV1__Policy) MarshalJSON

func (s *GoogleIamV1__Policy) MarshalJSON() ([]byte, error)

type GoogleIamV1__SetIamPolicyRequest

type GoogleIamV1__SetIamPolicyRequest struct {
	// Policy: REQUIRED: The complete policy to be applied to the
	// `resource`. The size of the policy is limited to a few 10s of KB. An
	// empty policy is a valid policy but certain Cloud Platform services
	// (such as Projects) might reject them.
	Policy *GoogleIamV1__Policy `json:"policy,omitempty"`

	// UpdateMask: OPTIONAL: A FieldMask specifying which fields of the
	// policy to modify. Only the fields in the mask will be modified. If no
	// mask is provided, the following default mask is used: `paths:
	// "bindings, etag"
	UpdateMask string `json:"updateMask,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Policy") 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. "Policy") 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:"-"`
}

GoogleIamV1__SetIamPolicyRequest: Request message for `SetIamPolicy` method.

func (*GoogleIamV1__SetIamPolicyRequest) MarshalJSON

func (s *GoogleIamV1__SetIamPolicyRequest) MarshalJSON() ([]byte, error)

type GoogleIamV1__TestIamPermissionsRequest

type GoogleIamV1__TestIamPermissionsRequest struct {
	// Permissions: The set of permissions to check for the `resource`.
	// Permissions with wildcards (such as '*' or 'storage.*') are not
	// allowed. For more information see [IAM
	// Overview](https://cloud.google.com/iam/docs/overview#permissions).
	Permissions []string `json:"permissions,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Permissions") 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. "Permissions") 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:"-"`
}

GoogleIamV1__TestIamPermissionsRequest: Request message for `TestIamPermissions` method.

func (*GoogleIamV1__TestIamPermissionsRequest) MarshalJSON

func (s *GoogleIamV1__TestIamPermissionsRequest) MarshalJSON() ([]byte, error)

type GoogleIamV1__TestIamPermissionsResponse

type GoogleIamV1__TestIamPermissionsResponse struct {
	// Permissions: A subset of `TestPermissionsRequest.permissions` that
	// the caller is allowed.
	Permissions []string `json:"permissions,omitempty"`

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

	// ForceSendFields is a list of field names (e.g. "Permissions") 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. "Permissions") 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:"-"`
}

GoogleIamV1__TestIamPermissionsResponse: Response message for `TestIamPermissions` method.

func (*GoogleIamV1__TestIamPermissionsResponse) MarshalJSON

func (s *GoogleIamV1__TestIamPermissionsResponse) 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 googleapi.RawMessage `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 be a resource name ending with
	// `operations/{unique_id}`.
	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 googleapi.RawMessage `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 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 is a
	// common set of message types for APIs to use.
	Details []googleapi.RawMessage `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). Each `Status` message contains three pieces of data: error code, error message, and error details. You can find out more about this error model and how to work with it in the [API Design Guide](https://cloud.google.com/apis/design/errors).

func (*GoogleRpc__Status) MarshalJSON

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

type GoogleType__Expr

type GoogleType__Expr struct {
	// Description: Optional. Description of the expression. This is a
	// longer text which describes the expression, e.g. when hovered over it
	// in a UI.
	Description string `json:"description,omitempty"`

	// Expression: Textual representation of an expression in Common
	// Expression Language syntax.
	Expression string `json:"expression,omitempty"`

	// Location: Optional. String indicating the location of the expression
	// for error reporting, e.g. a file name and a position in the file.
	Location string `json:"location,omitempty"`

	// Title: Optional. Title for the expression, i.e. a short string
	// describing its purpose. This can be used e.g. in UIs which allow to
	// enter the expression.
	Title string `json:"title,omitempty"`

	// ForceSendFields is a list of field names (e.g. "Description") 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. "Description") 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:"-"`
}

GoogleType__Expr: Represents a textual expression in the Common Expression Language (CEL) syntax. CEL is a C-like expression language. The syntax and semantics of CEL are documented at https://github.com/google/cel-spec. Example (Comparison): title: "Summary size limit" description: "Determines if a summary is less than 100 chars" expression: "document.summary.size() < 100" Example (Equality): title: "Requestor is owner" description: "Determines if requestor is the document owner" expression: "document.owner == request.auth.claims.email" Example (Logic): title: "Public documents" description: "Determine whether the document should be publicly visible" expression: "document.type != 'private' && document.type != 'internal'" Example (Data Manipulation): title: "Notification string" description: "Create a notification string with a timestamp." expression: "'New message received at ' + string(document.create_time)" The exact variables and functions that may be referenced within an expression are determined by the service that evaluates it. See the service documentation for additional information.

func (*GoogleType__Expr) MarshalJSON

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

type ProjectsExplainCall

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

func (*ProjectsExplainCall) 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 (*ProjectsExplainCall) Do

Do executes the "ml.projects.explain" 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 (*ProjectsExplainCall) Fields

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

func (*ProjectsExplainCall) Header

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

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

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 *GoogleCloudMlV1__GetConfigResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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 *GoogleCloudMlV1__Job or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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 *GoogleCloudMlV1__Job or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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 ProjectsJobsGetIamPolicyCall

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

func (*ProjectsJobsGetIamPolicyCall) 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 (*ProjectsJobsGetIamPolicyCall) Do

Do executes the "ml.projects.jobs.getIamPolicy" call. Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__Policy.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 (*ProjectsJobsGetIamPolicyCall) Fields

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

func (*ProjectsJobsGetIamPolicyCall) Header

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

func (*ProjectsJobsGetIamPolicyCall) 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 (*ProjectsJobsGetIamPolicyCall) OptionsRequestedPolicyVersion

func (c *ProjectsJobsGetIamPolicyCall) OptionsRequestedPolicyVersion(optionsRequestedPolicyVersion int64) *ProjectsJobsGetIamPolicyCall

OptionsRequestedPolicyVersion sets the optional parameter "options.requestedPolicyVersion": The policy format version to be returned. Valid values are 0, 1, and 3. Requests specifying an invalid value will be rejected. Requests for policies with any conditional bindings must specify version 3. Policies without any conditional bindings may specify any valid value or leave the field unset. To learn which resources support conditions in their IAM policies, see the [IAM documentation](https://cloud.google.com/iam/help/conditions/resource-p olicies).

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 *GoogleCloudMlV1__ListJobsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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. You can filter on the value of one or more attributes of the job object. For example, retrieve jobs with a job identifier that starts with 'census': gcloud ai-platform jobs list --filter='jobId:census*' List all failed jobs with names that start with 'rnn': gcloud ai-platform jobs list --filter='jobId:rnn* AND state:FAILED' For more examples, see the guide to monitoring jobs.

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 ProjectsJobsPatchCall

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

func (*ProjectsJobsPatchCall) 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 (*ProjectsJobsPatchCall) Do

Do executes the "ml.projects.jobs.patch" call. Exactly one of *GoogleCloudMlV1__Job or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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 (*ProjectsJobsPatchCall) Fields

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

func (*ProjectsJobsPatchCall) Header

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

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

func (*ProjectsJobsPatchCall) UpdateMask

func (c *ProjectsJobsPatchCall) UpdateMask(updateMask string) *ProjectsJobsPatchCall

UpdateMask sets the optional parameter "updateMask": Required. Specifies the path, relative to `Job`, of the field to update. To adopt etag mechanism, include `etag` field in the mask, and include the `etag` value in your job resource. For example, to change the labels of a job, the `update_mask` parameter would be specified as `labels`, `etag`, and the `PATCH` request body would specify the new value, as follows: { "labels": { "owner": "Google", "color": "Blue" } "etag": "33a64df551425fcc55e4d42a148795d9f25f89d4" } If `etag` matches the one on the server, the labels of the job will be replaced with the given ones, and the server end `etag` will be recalculated. Currently the only supported update masks are `labels` and `etag`.

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, googlecloudmlv1__canceljobrequest *GoogleCloudMlV1__CancelJobRequest) *ProjectsJobsCancelCall

Cancel: Cancels a running job.

func (*ProjectsJobsService) Create

func (r *ProjectsJobsService) Create(parent string, googlecloudmlv1__job *GoogleCloudMlV1__Job) *ProjectsJobsCreateCall

Create: Creates a training or a batch prediction job.

func (*ProjectsJobsService) Get

Get: Describes a job.

func (*ProjectsJobsService) GetIamPolicy

func (r *ProjectsJobsService) GetIamPolicy(resource string) *ProjectsJobsGetIamPolicyCall

GetIamPolicy: Gets the access control policy for a resource. Returns an empty policy if the resource exists and does not have a policy set.

func (*ProjectsJobsService) List

List: Lists the jobs in the project. If there are no jobs that match the request parameters, the list request returns an empty response body: {}.

func (*ProjectsJobsService) Patch

func (r *ProjectsJobsService) Patch(name string, googlecloudmlv1__job *GoogleCloudMlV1__Job) *ProjectsJobsPatchCall

Patch: Updates a specific job resource. Currently the only supported fields to update are `labels`.

func (*ProjectsJobsService) SetIamPolicy

func (r *ProjectsJobsService) SetIamPolicy(resource string, googleiamv1__setiampolicyrequest *GoogleIamV1__SetIamPolicyRequest) *ProjectsJobsSetIamPolicyCall

SetIamPolicy: Sets the access control policy on the specified resource. Replaces any existing policy. Can return `NOT_FOUND`, `INVALID_ARGUMENT`, and `PERMISSION_DENIED` errors.

func (*ProjectsJobsService) TestIamPermissions

func (r *ProjectsJobsService) TestIamPermissions(resource string, googleiamv1__testiampermissionsrequest *GoogleIamV1__TestIamPermissionsRequest) *ProjectsJobsTestIamPermissionsCall

TestIamPermissions: Returns permissions that a caller has on the specified resource. If the resource does not exist, this will return an empty set of permissions, not a `NOT_FOUND` error. Note: This operation is designed to be used for building permission-aware UIs and command-line tools, not for authorization checking. This operation may "fail open" without warning.

type ProjectsJobsSetIamPolicyCall

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

func (*ProjectsJobsSetIamPolicyCall) 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 (*ProjectsJobsSetIamPolicyCall) Do

Do executes the "ml.projects.jobs.setIamPolicy" call. Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__Policy.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 (*ProjectsJobsSetIamPolicyCall) Fields

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

func (*ProjectsJobsSetIamPolicyCall) Header

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

type ProjectsJobsTestIamPermissionsCall

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

func (*ProjectsJobsTestIamPermissionsCall) 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 (*ProjectsJobsTestIamPermissionsCall) Do

Do executes the "ml.projects.jobs.testIamPermissions" call. Exactly one of *GoogleIamV1__TestIamPermissionsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__TestIamPermissionsResponse.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 (*ProjectsJobsTestIamPermissionsCall) Fields

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

func (*ProjectsJobsTestIamPermissionsCall) Header

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

type ProjectsLocationsGetCall

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

func (*ProjectsLocationsGetCall) 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 (*ProjectsLocationsGetCall) Do

Do executes the "ml.projects.locations.get" call. Exactly one of *GoogleCloudMlV1__Location or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Location.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 (*ProjectsLocationsGetCall) Fields

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

func (*ProjectsLocationsGetCall) Header

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

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

func (*ProjectsLocationsGetCall) IfNoneMatch

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

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 ProjectsLocationsListCall

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

func (*ProjectsLocationsListCall) 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 (*ProjectsLocationsListCall) Do

Do executes the "ml.projects.locations.list" call. Exactly one of *GoogleCloudMlV1__ListLocationsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__ListLocationsResponse.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 (*ProjectsLocationsListCall) Fields

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

func (*ProjectsLocationsListCall) Header

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

func (*ProjectsLocationsListCall) IfNoneMatch

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

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 (*ProjectsLocationsListCall) PageSize

PageSize sets the optional parameter "pageSize": The number of locations 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 (*ProjectsLocationsListCall) 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 (*ProjectsLocationsListCall) 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 ProjectsLocationsOperationsCancelCall

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

func (*ProjectsLocationsOperationsCancelCall) 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 (*ProjectsLocationsOperationsCancelCall) Do

Do executes the "ml.projects.locations.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 (*ProjectsLocationsOperationsCancelCall) Fields

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

func (*ProjectsLocationsOperationsCancelCall) Header

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

type ProjectsLocationsOperationsGetCall

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

func (*ProjectsLocationsOperationsGetCall) 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 (*ProjectsLocationsOperationsGetCall) Do

Do executes the "ml.projects.locations.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 (*ProjectsLocationsOperationsGetCall) Fields

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

func (*ProjectsLocationsOperationsGetCall) Header

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

func (*ProjectsLocationsOperationsGetCall) 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 ProjectsLocationsOperationsService

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

func NewProjectsLocationsOperationsService

func NewProjectsLocationsOperationsService(s *Service) *ProjectsLocationsOperationsService

func (*ProjectsLocationsOperationsService) 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 (*ProjectsLocationsOperationsService) 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.

type ProjectsLocationsService

type ProjectsLocationsService struct {
	Operations *ProjectsLocationsOperationsService

	Studies *ProjectsLocationsStudiesService
	// contains filtered or unexported fields
}

func NewProjectsLocationsService

func NewProjectsLocationsService(s *Service) *ProjectsLocationsService

func (*ProjectsLocationsService) Get

Get: Get the complete list of CMLE capabilities in a location, along with their location-specific properties.

func (*ProjectsLocationsService) List

List: List all locations that provides at least one type of CMLE capability.

type ProjectsLocationsStudiesCreateCall

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

func (*ProjectsLocationsStudiesCreateCall) 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 (*ProjectsLocationsStudiesCreateCall) Do

Do executes the "ml.projects.locations.studies.create" call. Exactly one of *GoogleCloudMlV1__Study or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Study.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 (*ProjectsLocationsStudiesCreateCall) Fields

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

func (*ProjectsLocationsStudiesCreateCall) Header

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

func (*ProjectsLocationsStudiesCreateCall) StudyId

StudyId sets the optional parameter "studyId": Required. The ID to use for the study, which will become the final component of the study's resource name.

type ProjectsLocationsStudiesDeleteCall

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

func (*ProjectsLocationsStudiesDeleteCall) 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 (*ProjectsLocationsStudiesDeleteCall) Do

Do executes the "ml.projects.locations.studies.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 (*ProjectsLocationsStudiesDeleteCall) Fields

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

func (*ProjectsLocationsStudiesDeleteCall) Header

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

type ProjectsLocationsStudiesGetCall

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

func (*ProjectsLocationsStudiesGetCall) 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 (*ProjectsLocationsStudiesGetCall) Do

Do executes the "ml.projects.locations.studies.get" call. Exactly one of *GoogleCloudMlV1__Study or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Study.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 (*ProjectsLocationsStudiesGetCall) Fields

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

func (*ProjectsLocationsStudiesGetCall) Header

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

func (*ProjectsLocationsStudiesGetCall) 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 ProjectsLocationsStudiesListCall

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

func (*ProjectsLocationsStudiesListCall) 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 (*ProjectsLocationsStudiesListCall) Do

Do executes the "ml.projects.locations.studies.list" call. Exactly one of *GoogleCloudMlV1__ListStudiesResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__ListStudiesResponse.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 (*ProjectsLocationsStudiesListCall) Fields

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

func (*ProjectsLocationsStudiesListCall) Header

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

func (*ProjectsLocationsStudiesListCall) 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 ProjectsLocationsStudiesService

type ProjectsLocationsStudiesService struct {
	Trials *ProjectsLocationsStudiesTrialsService
	// contains filtered or unexported fields
}

func NewProjectsLocationsStudiesService

func NewProjectsLocationsStudiesService(s *Service) *ProjectsLocationsStudiesService

func (*ProjectsLocationsStudiesService) Create

Create: Creates a study.

func (*ProjectsLocationsStudiesService) Delete

Delete: Deletes a study.

func (*ProjectsLocationsStudiesService) Get

Get: Gets a study.

func (*ProjectsLocationsStudiesService) List

List: Lists all the studies in a region for an associated project.

type ProjectsLocationsStudiesTrialsAddMeasurementCall

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

func (*ProjectsLocationsStudiesTrialsAddMeasurementCall) 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 (*ProjectsLocationsStudiesTrialsAddMeasurementCall) Do

Do executes the "ml.projects.locations.studies.trials.addMeasurement" call. Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Trial.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 (*ProjectsLocationsStudiesTrialsAddMeasurementCall) Fields

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

func (*ProjectsLocationsStudiesTrialsAddMeasurementCall) Header

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

type ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall

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

func (*ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) 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 (*ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Do

Do executes the "ml.projects.locations.studies.trials.checkEarlyStoppingState" 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 (*ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Fields

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

func (*ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Header

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

type ProjectsLocationsStudiesTrialsCompleteCall

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

func (*ProjectsLocationsStudiesTrialsCompleteCall) 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 (*ProjectsLocationsStudiesTrialsCompleteCall) Do

Do executes the "ml.projects.locations.studies.trials.complete" call. Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Trial.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 (*ProjectsLocationsStudiesTrialsCompleteCall) Fields

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

func (*ProjectsLocationsStudiesTrialsCompleteCall) Header

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

type ProjectsLocationsStudiesTrialsCreateCall

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

func (*ProjectsLocationsStudiesTrialsCreateCall) 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 (*ProjectsLocationsStudiesTrialsCreateCall) Do

Do executes the "ml.projects.locations.studies.trials.create" call. Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Trial.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 (*ProjectsLocationsStudiesTrialsCreateCall) Fields

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

func (*ProjectsLocationsStudiesTrialsCreateCall) Header

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

type ProjectsLocationsStudiesTrialsDeleteCall

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

func (*ProjectsLocationsStudiesTrialsDeleteCall) 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 (*ProjectsLocationsStudiesTrialsDeleteCall) Do

Do executes the "ml.projects.locations.studies.trials.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 (*ProjectsLocationsStudiesTrialsDeleteCall) Fields

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

func (*ProjectsLocationsStudiesTrialsDeleteCall) Header

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

type ProjectsLocationsStudiesTrialsGetCall

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

func (*ProjectsLocationsStudiesTrialsGetCall) 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 (*ProjectsLocationsStudiesTrialsGetCall) Do

Do executes the "ml.projects.locations.studies.trials.get" call. Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Trial.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 (*ProjectsLocationsStudiesTrialsGetCall) Fields

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

func (*ProjectsLocationsStudiesTrialsGetCall) Header

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

func (*ProjectsLocationsStudiesTrialsGetCall) 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 ProjectsLocationsStudiesTrialsListCall

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

func (*ProjectsLocationsStudiesTrialsListCall) 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 (*ProjectsLocationsStudiesTrialsListCall) Do

Do executes the "ml.projects.locations.studies.trials.list" call. Exactly one of *GoogleCloudMlV1__ListTrialsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__ListTrialsResponse.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 (*ProjectsLocationsStudiesTrialsListCall) Fields

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

func (*ProjectsLocationsStudiesTrialsListCall) Header

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

func (*ProjectsLocationsStudiesTrialsListCall) 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 ProjectsLocationsStudiesTrialsListOptimalTrialsCall

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

func (*ProjectsLocationsStudiesTrialsListOptimalTrialsCall) 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 (*ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Do

Do executes the "ml.projects.locations.studies.trials.listOptimalTrials" call. Exactly one of *GoogleCloudMlV1__ListOptimalTrialsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__ListOptimalTrialsResponse.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 (*ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Fields

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

func (*ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Header

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

type ProjectsLocationsStudiesTrialsService

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

func NewProjectsLocationsStudiesTrialsService

func NewProjectsLocationsStudiesTrialsService(s *Service) *ProjectsLocationsStudiesTrialsService

func (*ProjectsLocationsStudiesTrialsService) AddMeasurement

AddMeasurement: Adds a measurement of the objective metrics to a trial. This measurement is assumed to have been taken before the trial is complete.

func (*ProjectsLocationsStudiesTrialsService) CheckEarlyStoppingState

CheckEarlyStoppingState: Checks whether a trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a CheckTrialEarlyStoppingStateResponse.

func (*ProjectsLocationsStudiesTrialsService) Complete

Complete: Marks a trial as complete.

func (*ProjectsLocationsStudiesTrialsService) Create

Create: Adds a user provided trial to a study.

func (*ProjectsLocationsStudiesTrialsService) Delete

Delete: Deletes a trial.

func (*ProjectsLocationsStudiesTrialsService) Get

Get: Gets a trial.

func (*ProjectsLocationsStudiesTrialsService) List

List: Lists the trials associated with a study.

func (*ProjectsLocationsStudiesTrialsService) ListOptimalTrials

ListOptimalTrials: Lists the pareto-optimal trials for multi-objective study or the optimal trials for single-objective study. The definition of pareto-optimal can be checked in wiki page. https://en.wikipedia.org/wiki/Pareto_efficiency

func (*ProjectsLocationsStudiesTrialsService) Stop

Stop: Stops a trial.

func (*ProjectsLocationsStudiesTrialsService) Suggest

Suggest: Adds one or more trials to a study, with parameter values suggested by AI Platform Vizier. Returns a long-running operation associated with the generation of trial suggestions. When this long-running operation succeeds, it will contain a SuggestTrialsResponse.

type ProjectsLocationsStudiesTrialsStopCall

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

func (*ProjectsLocationsStudiesTrialsStopCall) 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 (*ProjectsLocationsStudiesTrialsStopCall) Do

Do executes the "ml.projects.locations.studies.trials.stop" call. Exactly one of *GoogleCloudMlV1__Trial or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Trial.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 (*ProjectsLocationsStudiesTrialsStopCall) Fields

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

func (*ProjectsLocationsStudiesTrialsStopCall) Header

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

type ProjectsLocationsStudiesTrialsSuggestCall

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

func (*ProjectsLocationsStudiesTrialsSuggestCall) 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 (*ProjectsLocationsStudiesTrialsSuggestCall) Do

Do executes the "ml.projects.locations.studies.trials.suggest" 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 (*ProjectsLocationsStudiesTrialsSuggestCall) Fields

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

func (*ProjectsLocationsStudiesTrialsSuggestCall) Header

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

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 *GoogleCloudMlV1__Model or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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 *GoogleCloudMlV1__Model or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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 ProjectsModelsGetIamPolicyCall

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

func (*ProjectsModelsGetIamPolicyCall) 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 (*ProjectsModelsGetIamPolicyCall) Do

Do executes the "ml.projects.models.getIamPolicy" call. Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__Policy.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 (*ProjectsModelsGetIamPolicyCall) Fields

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

func (*ProjectsModelsGetIamPolicyCall) Header

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

func (*ProjectsModelsGetIamPolicyCall) 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 (*ProjectsModelsGetIamPolicyCall) OptionsRequestedPolicyVersion

func (c *ProjectsModelsGetIamPolicyCall) OptionsRequestedPolicyVersion(optionsRequestedPolicyVersion int64) *ProjectsModelsGetIamPolicyCall

OptionsRequestedPolicyVersion sets the optional parameter "options.requestedPolicyVersion": The policy format version to be returned. Valid values are 0, 1, and 3. Requests specifying an invalid value will be rejected. Requests for policies with any conditional bindings must specify version 3. Policies without any conditional bindings may specify any valid value or leave the field unset. To learn which resources support conditions in their IAM policies, see the [IAM documentation](https://cloud.google.com/iam/help/conditions/resource-p olicies).

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 *GoogleCloudMlV1__ListModelsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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) Filter

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

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 ProjectsModelsPatchCall

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

func (*ProjectsModelsPatchCall) 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 (*ProjectsModelsPatchCall) Do

Do executes the "ml.projects.models.patch" 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 (*ProjectsModelsPatchCall) Fields

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

func (*ProjectsModelsPatchCall) Header

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

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

func (*ProjectsModelsPatchCall) UpdateMask

func (c *ProjectsModelsPatchCall) UpdateMask(updateMask string) *ProjectsModelsPatchCall

UpdateMask sets the optional parameter "updateMask": Required. Specifies the path, relative to `Model`, of the field to update. For example, to change the description of a model to "foo" and set its default version to "version_1", the `update_mask` parameter would be specified as `description`, `default_version.name`, and the `PATCH` request body would specify the new value, as follows: { "description": "foo", "defaultVersion": { "name":"version_1" } } Currently the supported update masks are `description` and `default_version.name`.

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, googlecloudmlv1__model *GoogleCloudMlV1__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.

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.

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) GetIamPolicy

func (r *ProjectsModelsService) GetIamPolicy(resource string) *ProjectsModelsGetIamPolicyCall

GetIamPolicy: Gets the access control policy for a resource. Returns an empty policy if the resource exists and does not have a policy set.

func (*ProjectsModelsService) List

List: Lists the models in a project. Each project can contain multiple models, and each model can have multiple versions. If there are no models that match the request parameters, the list request returns an empty response body: {}.

func (*ProjectsModelsService) Patch

func (r *ProjectsModelsService) Patch(name string, googlecloudmlv1__model *GoogleCloudMlV1__Model) *ProjectsModelsPatchCall

Patch: Updates a specific model resource. Currently the only supported fields to update are `description` and `default_version.name`.

func (*ProjectsModelsService) SetIamPolicy

func (r *ProjectsModelsService) SetIamPolicy(resource string, googleiamv1__setiampolicyrequest *GoogleIamV1__SetIamPolicyRequest) *ProjectsModelsSetIamPolicyCall

SetIamPolicy: Sets the access control policy on the specified resource. Replaces any existing policy. Can return `NOT_FOUND`, `INVALID_ARGUMENT`, and `PERMISSION_DENIED` errors.

func (*ProjectsModelsService) TestIamPermissions

func (r *ProjectsModelsService) TestIamPermissions(resource string, googleiamv1__testiampermissionsrequest *GoogleIamV1__TestIamPermissionsRequest) *ProjectsModelsTestIamPermissionsCall

TestIamPermissions: Returns permissions that a caller has on the specified resource. If the resource does not exist, this will return an empty set of permissions, not a `NOT_FOUND` error. Note: This operation is designed to be used for building permission-aware UIs and command-line tools, not for authorization checking. This operation may "fail open" without warning.

type ProjectsModelsSetIamPolicyCall

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

func (*ProjectsModelsSetIamPolicyCall) 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 (*ProjectsModelsSetIamPolicyCall) Do

Do executes the "ml.projects.models.setIamPolicy" call. Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__Policy.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 (*ProjectsModelsSetIamPolicyCall) Fields

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

func (*ProjectsModelsSetIamPolicyCall) Header

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

type ProjectsModelsTestIamPermissionsCall

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

func (*ProjectsModelsTestIamPermissionsCall) 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 (*ProjectsModelsTestIamPermissionsCall) Do

Do executes the "ml.projects.models.testIamPermissions" call. Exactly one of *GoogleIamV1__TestIamPermissionsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__TestIamPermissionsResponse.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 (*ProjectsModelsTestIamPermissionsCall) Fields

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

func (*ProjectsModelsTestIamPermissionsCall) Header

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

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 *GoogleCloudMlV1__Version or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__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