ml

package
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Published: Dec 17, 2024 License: BSD-3-Clause Imports: 18 Imported by: 4

Documentation

Overview

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

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

Library status

These client libraries are officially supported by Google. However, this library is considered complete and is in maintenance mode. This means that we will address critical bugs and security issues but will not add any new features.

When possible, we recommend using our newer [Cloud Client Libraries for Go](https://pkg.go.dev/cloud.google.com/go) that are still actively being worked and iterated on.

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 google.golang.org/api/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 google.golang.org/api/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 google.golang.org/api/option.WithTokenSource:

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

See google.golang.org/api/option.ClientOption for details on options.

Index

Constants

View Source
const (
	// See, edit, configure, and delete your Google Cloud data and see the email
	// address for your Google Account.
	CloudPlatformScope = "https://www.googleapis.com/auth/cloud-platform"

	// View your data across Google Cloud services and see the email address of
	// your Google Account
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

func (GoogleCloudMlV1AutomatedStoppingConfigDecayCurveAutomatedStoppingConfig) MarshalJSON added in v0.21.0

type GoogleCloudMlV1AutomatedStoppingConfigMedianAutomatedStoppingConfig added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1HyperparameterOutputHyperparameterMetric: An observed value of a metric.

func (GoogleCloudMlV1HyperparameterOutputHyperparameterMetric) MarshalJSON

func (*GoogleCloudMlV1HyperparameterOutputHyperparameterMetric) UnmarshalJSON

type GoogleCloudMlV1MeasurementMetric added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1MeasurementMetric: A message representing a metric in the measurement.

func (GoogleCloudMlV1MeasurementMetric) MarshalJSON added in v0.21.0

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

func (*GoogleCloudMlV1MeasurementMetric) UnmarshalJSON added in v0.21.0

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

type GoogleCloudMlV1StudyConfigMetricSpec added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1StudyConfigMetricSpec: Represents a metric to optimize.

func (GoogleCloudMlV1StudyConfigMetricSpec) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1StudyConfigParameterSpec added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1StudyConfigParameterSpec: Represents a single parameter to optimize.

func (GoogleCloudMlV1StudyConfigParameterSpec) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

func (GoogleCloudMlV1StudyConfigParameterSpecCategoricalValueSpec) MarshalJSON added in v0.21.0

type GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

func (GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec) MarshalJSON added in v0.21.0

func (*GoogleCloudMlV1StudyConfigParameterSpecDiscreteValueSpec) UnmarshalJSON added in v0.122.0

type GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

func (GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec) MarshalJSON added in v0.21.0

func (*GoogleCloudMlV1StudyConfigParameterSpecDoubleValueSpec) UnmarshalJSON added in v0.21.0

type GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

func (GoogleCloudMlV1StudyConfigParameterSpecIntegerValueSpec) MarshalJSON added in v0.21.0

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec: Represents the spec to match categorical values from parent parameter.

func (GoogleCloudMlV1StudyConfigParameterSpecMatchingParentCategoricalValueSpec) MarshalJSON added in v0.21.0

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

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

func (GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec) MarshalJSON added in v0.21.0

func (*GoogleCloudMlV1StudyConfigParameterSpecMatchingParentDiscreteValueSpec) UnmarshalJSON added in v0.122.0

type GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

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

func (GoogleCloudMlV1StudyConfigParameterSpecMatchingParentIntValueSpec) MarshalJSON added in v0.21.0

type GoogleCloudMlV1TrialParameter added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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

func (*GoogleCloudMlV1TrialParameter) UnmarshalJSON added in v0.21.0

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 V100 GPU.
	//   "NVIDIA_TESLA_P4" - Nvidia Tesla P4 GPU.
	//   "NVIDIA_TESLA_T4" - Nvidia T4 GPU.
	//   "NVIDIA_TESLA_A100" - Nvidia A100 GPU.
	//   "TPU_V2" - TPU v2.
	//   "TPU_V3" - TPU v3.
	//   "TPU_V2_POD" - TPU v2 POD.
	//   "TPU_V3_POD" - TPU v3 POD.
	//   "TPU_V4_POD" - TPU v4 POD.
	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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__AddTrialMeasurementRequest: The request message for the AddTrialMeasurement service method.

func (GoogleCloudMlV1__AddTrialMeasurementRequest) MarshalJSON added in v0.21.0

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. 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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

type GoogleCloudMlV1__BuiltInAlgorithmOutput added in v0.3.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

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

func (GoogleCloudMlV1__BuiltInAlgorithmOutput) MarshalJSON added in v0.3.0

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 V100 GPU.
	//   "NVIDIA_TESLA_P4" - Nvidia Tesla P4 GPU.
	//   "NVIDIA_TESLA_T4" - Nvidia T4 GPU.
	//   "NVIDIA_TESLA_A100" - Nvidia A100 GPU.
	//   "TPU_V2" - TPU v2.
	//   "TPU_V3" - TPU v3.
	//   "TPU_V2_POD" - TPU v2 POD.
	//   "TPU_V3_POD" - TPU v3 POD.
	//   "TPU_V4_POD" - TPU v4 POD.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

func (GoogleCloudMlV1__Capability) MarshalJSON

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

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateMetatdata added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest added in v0.21.0

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest struct {
}

GoogleCloudMlV1__CheckTrialEarlyStoppingStateRequest: The request message for the CheckTrialEarlyStoppingState service method.

type GoogleCloudMlV1__CheckTrialEarlyStoppingStateResponse added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

type GoogleCloudMlV1__CompleteTrialRequest added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__CompleteTrialRequest: The request message for the CompleteTrial service method.

func (GoogleCloudMlV1__CompleteTrialRequest) MarshalJSON added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

func (GoogleCloudMlV1__Config) MarshalJSON

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

type GoogleCloudMlV1__ContainerPort added in v0.31.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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/kubernetes-api/v1.18/#containerport-v1-core).

func (GoogleCloudMlV1__ContainerPort) MarshalJSON added in v0.31.0

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

type GoogleCloudMlV1__ContainerSpec added in v0.31.0

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/#entrypoint). 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-requirements).
	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#health) 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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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/kubernetes-api/v1.18/#container-v1-core).

func (GoogleCloudMlV1__ContainerSpec) MarshalJSON added in v0.31.0

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

type GoogleCloudMlV1__DiskConfig added in v0.37.0

type GoogleCloudMlV1__DiskConfig struct {
	// BootDiskSizeGb: Size in GB of the boot disk (default is 100GB).
	BootDiskSizeGb int64 `json:"bootDiskSizeGb,omitempty"`
	// BootDiskType: Type of the boot disk (default is "pd-ssd"). Valid values:
	// "pd-ssd" (Persistent Disk Solid State Drive) or "pd-standard" (Persistent
	// Disk Hard Disk Drive).
	BootDiskType string `json:"bootDiskType,omitempty"`
	// ForceSendFields is a list of field names (e.g. "BootDiskSizeGb") to
	// unconditionally include in API requests. By default, fields with empty or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	ForceSendFields []string `json:"-"`
	// NullFields is a list of field names (e.g. "BootDiskSizeGb") to include in
	// API requests with the JSON null value. By default, fields with empty values
	// are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__DiskConfig: Represents the config of disk options.

func (GoogleCloudMlV1__DiskConfig) MarshalJSON added in v0.37.0

func (s GoogleCloudMlV1__DiskConfig) MarshalJSON() ([]byte, error)

type GoogleCloudMlV1__EncryptionConfig added in v0.21.0

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}/cryptoKeys
	// /{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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

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

func (GoogleCloudMlV1__EncryptionConfig) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1__EnvVar added in v0.31.0

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/staging/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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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/kubernetes-api/v1.18/#envvar-v1-core).

func (GoogleCloudMlV1__EnvVar) MarshalJSON added in v0.31.0

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

type GoogleCloudMlV1__ExplainRequest added in v0.14.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

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

func (GoogleCloudMlV1__ExplainRequest) MarshalJSON added in v0.14.0

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

type GoogleCloudMlV1__ExplanationConfig added in v0.14.0

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 or default values are omitted from
	// API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.14.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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"`
	// WebAccessUris: URIs for accessing interactive shells
	// (https://cloud.google.com/ai-platform/training/docs/monitor-debug-interactive-shell)
	// (one URI for each training node). Only available if this trial is part of a
	// hyperparameter tuning job and the job's training_input.enable_web_access is
	// `true`. The keys are names of each node in the training job; for example,
	// `master-replica-0` for the master node, `worker-replica-0` for the first
	// worker, and `ps-replica-0` for the first parameter server. The values are
	// the URIs for each node's interactive shell.
	WebAccessUris map[string]string `json:"webAccessUris,omitempty"`
	// ForceSendFields is a list of field names (e.g. "AllMetrics") to
	// unconditionally include in API requests. By default, fields with empty or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.14.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.14.0

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"`
	// JobPosition: Output only. It's only effect when the job is in QUEUED state.
	// If it's positive, it indicates the job's position in the job scheduler. It's
	// 0 when the job is already scheduled.
	JobPosition int64 `json:"jobPosition,omitempty,string"`
	// 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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.35.0

type GoogleCloudMlV1__ListOptimalTrialsRequest struct {
}

GoogleCloudMlV1__ListOptimalTrialsRequest: The request message for the ListTrials service method.

type GoogleCloudMlV1__ListOptimalTrialsResponse added in v0.35.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__ListOptimalTrialsResponse: The response message for the ListOptimalTrials method.

func (GoogleCloudMlV1__ListOptimalTrialsResponse) MarshalJSON added in v0.35.0

type GoogleCloudMlV1__ListStudiesResponse added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

func (GoogleCloudMlV1__ListStudiesResponse) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1__ListTrialsResponse added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__ListTrialsResponse: The response message for the ListTrials method.

func (GoogleCloudMlV1__ListTrialsResponse) MarshalJSON added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__Measurement: A message representing a measurement.

func (GoogleCloudMlV1__Measurement) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1__MetricSpec added in v0.34.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.34.0

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. Note that this field is not updatable for
	// mls1* models.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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_docs/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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.2.0

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-machine-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"`
	// DiskConfig: Represents the configuration of disk options.
	DiskConfig *GoogleCloudMlV1__DiskConfig `json:"diskConfig,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_versioning_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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

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

func (GoogleCloudMlV1__ReplicaConfig) MarshalJSON added in v0.2.0

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

type GoogleCloudMlV1__RequestLoggingConfig added in v0.9.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.9.0

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

func (*GoogleCloudMlV1__RequestLoggingConfig) UnmarshalJSON added in v0.9.0

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

type GoogleCloudMlV1__RouteMap added in v0.31.0

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#checks). For
	// example, if you set this field to `/bar`, then AI Platform Prediction
	// intermittently sends a GET request to the `/bar` path on the port of your
	// container specified by 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
	// `/foo` path on the port of your container specified by 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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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-requirements) for details on how to create your container image to meet these requirements.

func (GoogleCloudMlV1__RouteMap) MarshalJSON added in v0.31.0

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

type GoogleCloudMlV1__SampledShapleyAttribution added in v0.14.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.14.0

type GoogleCloudMlV1__Scheduling added in v0.18.0

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_configuration_param
	// eters). 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_configuration_param
	// eters). For example: “`yaml trainingInput: scheduling: maxWaitTime: 3600s
	// “`
	MaxWaitTime string `json:"maxWaitTime,omitempty"`
	// Priority: Optional. Job scheduling will be based on this priority, which in
	// the range [0, 1000]. The bigger the number, the higher the priority. Default
	// to 0 if not set. If there are multiple jobs requesting same type of
	// accelerators, the high priority job will be scheduled prior to ones with low
	// priority.
	Priority int64 `json:"priority,omitempty"`
	// ForceSendFields is a list of field names (e.g. "MaxRunningTime") to
	// unconditionally include in API requests. By default, fields with empty or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__Scheduling: All parameters related to scheduling of training jobs.

func (GoogleCloudMlV1__Scheduling) MarshalJSON added in v0.18.0

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 added in v0.21.0

type GoogleCloudMlV1__StopTrialRequest struct {
}

type GoogleCloudMlV1__Study added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__Study: A message representing a Study.

func (GoogleCloudMlV1__Study) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1__StudyConfig added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__StudyConfig: Represents configuration of a study.

func (GoogleCloudMlV1__StudyConfig) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1__SuggestTrialsMetadata added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

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

func (GoogleCloudMlV1__SuggestTrialsMetadata) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1__SuggestTrialsRequest added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__SuggestTrialsRequest: The request message for the SuggestTrial service method.

func (GoogleCloudMlV1__SuggestTrialsRequest) MarshalJSON added in v0.21.0

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

type GoogleCloudMlV1__SuggestTrialsResponse added in v0.21.0

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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"`
	// EnableWebAccess: Optional. Whether you want AI Platform Training to enable
	// interactive shell access
	// (https://cloud.google.com/ai-platform/training/docs/monitor-debug-interactive-shell)
	// to training containers. If set to `true`, you can access interactive shells
	// at the URIs given by TrainingOutput.web_access_uris or
	// HyperparameterOutput.web_access_uris (within TrainingOutput.trials).
	EnableWebAccess bool `json:"enableWebAccess,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-machine-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-machine-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. See the list of compatible Compute Engine machine
	// types
	// (/ai-platform/training/docs/machine-types#compute-engine-machine-types).
	// Alternatively, you can use the certain legacy machine types in this field.
	// See the list of legacy machine types
	// (/ai-platform/training/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
	// (/ai-platform/training/docs/using-tpus#configuring_a_custom_tpu_machine).
	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-machine-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-machine-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_tpu_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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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.FIELDS.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"`
	// WebAccessUris: Output only. URIs for accessing interactive shells
	// (https://cloud.google.com/ai-platform/training/docs/monitor-debug-interactive-shell)
	// (one URI for each training node). Only available if
	// training_input.enable_web_access is `true`. The keys are names of each node
	// in the training job; for example, `master-replica-0` for the master node,
	// `worker-replica-0` for the first worker, and `ps-replica-0` for the first
	// parameter server. The values are the URIs for each node's interactive shell.
	WebAccessUris map[string]string `json:"webAccessUris,omitempty"`
	// ForceSendFields is a list of field names (e.g. "BuiltInAlgorithmOutput") to
	// unconditionally include in API requests. By default, fields with empty or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleCloudMlV1__Trial: A message representing a trial.

func (GoogleCloudMlV1__Trial) MarshalJSON added in v0.21.0

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.
	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. Note that this field is not updatable for
	// mls1* models.
	Labels map[string]string `json:"labels,omitempty"`
	// LastMigrationModelId: Output only. The AI Platform (Unified) `Model`
	// (https://cloud.google.com/ai-platform-unified/docs/reference/rest/v1beta1/projects.locations.models)
	// ID for the last model migration
	// (https://cloud.google.com/ai-platform-unified/docs/start/migrating-to-ai-platform-unified).
	LastMigrationModelId string `json:"lastMigrationModelId,omitempty"`
	// LastMigrationTime: Output only. The last time this version was successfully
	// migrated to AI Platform (Unified)
	// (https://cloud.google.com/ai-platform-unified/docs/start/migrating-to-ai-platform-unified).
	LastMigrationTime string `json:"lastMigrationTime,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. To learn about valid
	// values for this field, read Choosing a machine type for online prediction
	// (/ai-platform/prediction/docs/machine-types-online-prediction). If this
	// field is not specified and you are using a regional endpoint
	// (/ai-platform/prediction/docs/regional-endpoints), then the machine type
	// defaults to `n1-standard-2`. If this field is not specified and you are
	// using the global endpoint (`ml.googleapis.com`), then the machine type
	// defaults to `mls1-c1-m2`.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.21.0

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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 principals 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-policies).
	Condition *GoogleType__Expr `json:"condition,omitempty"`
	// Members: Specifies the principals requesting access for a Google Cloud
	// 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. Does not include identities that come from external identity
	// providers (IdPs) through identity federation. * `user:{emailid}`: An email
	// address that represents a specific Google account. For example,
	// `alice@example.com` . * `serviceAccount:{emailid}`: An email address that
	// represents a Google service account. For example,
	// `my-other-app@appspot.gserviceaccount.com`. *
	// `serviceAccount:{projectid}.svc.id.goog[{namespace}/{kubernetes-sa}]`: An
	// identifier for a Kubernetes service account
	// (https://cloud.google.com/kubernetes-engine/docs/how-to/kubernetes-service-accounts).
	// For example, `my-project.svc.id.goog[my-namespace/my-kubernetes-sa]`. *
	// `group:{emailid}`: An email address that represents a Google group. For
	// example, `admins@example.com`. * `domain:{domain}`: The G Suite domain
	// (primary) that represents all the users of that domain. For example,
	// `google.com` or `example.com`. *
	// `principal://iam.googleapis.com/locations/global/workforcePools/{pool_id}/sub
	// ject/{subject_attribute_value}`: A single identity in a workforce identity
	// pool. *
	// `principalSet://iam.googleapis.com/locations/global/workforcePools/{pool_id}/
	// group/{group_id}`: All workforce identities in a group. *
	// `principalSet://iam.googleapis.com/locations/global/workforcePools/{pool_id}/
	// attribute.{attribute_name}/{attribute_value}`: All workforce identities with
	// a specific attribute value. *
	// `principalSet://iam.googleapis.com/locations/global/workforcePools/{pool_id}/
	// *`: All identities in a workforce identity pool. *
	// `principal://iam.googleapis.com/projects/{project_number}/locations/global/wo
	// rkloadIdentityPools/{pool_id}/subject/{subject_attribute_value}`: A single
	// identity in a workload identity pool. *
	// `principalSet://iam.googleapis.com/projects/{project_number}/locations/global
	// /workloadIdentityPools/{pool_id}/group/{group_id}`: A workload identity pool
	// group. *
	// `principalSet://iam.googleapis.com/projects/{project_number}/locations/global
	// /workloadIdentityPools/{pool_id}/attribute.{attribute_name}/{attribute_value}
	// `: All identities in a workload identity pool with a certain attribute. *
	// `principalSet://iam.googleapis.com/projects/{project_number}/locations/global
	// /workloadIdentityPools/{pool_id}/*`: All identities in a workload identity
	// pool. * `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. *
	// `deleted:principal://iam.googleapis.com/locations/global/workforcePools/{pool
	// _id}/subject/{subject_attribute_value}`: Deleted single identity in a
	// workforce identity pool. For example,
	// `deleted:principal://iam.googleapis.com/locations/global/workforcePools/my-po
	// ol-id/subject/my-subject-attribute-value`.
	Members []string `json:"members,omitempty"`
	// Role: Role that is assigned to the list of `members`, or principals. For
	// example, `roles/viewer`, `roles/editor`, or `roles/owner`. For an overview
	// of the IAM roles and permissions, see the IAM documentation
	// (https://cloud.google.com/iam/docs/roles-overview). For a list of the
	// available pre-defined roles, see here
	// (https://cloud.google.com/iam/docs/understanding-roles).
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	NullFields []string `json:"-"`
}

GoogleIamV1__Binding: Associates `members`, or principals, 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`, or principals, with 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
	// principal. The `bindings` in a `Policy` can refer to up to 1,500 principals;
	// up to 250 of these principals can be Google groups. Each occurrence of a
	// principal counts towards these limits. For example, if the `bindings` grant
	// 50 different roles to `user:alice@example.com`, and not to any other
	// principal, then you can add another 1,450 principals to the `bindings` in
	// the `Policy`.
	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-policies).
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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`, or principals, to a single `role`. Principals 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-policies). **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 Google Cloud 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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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, successful response of the operation. 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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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); }

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 or default values are
	// omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 or
	// default values are omitted from API requests. See
	// https://pkg.go.dev/google.golang.org/api#hdr-ForceSendFields for more
	// details.
	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. See
	// https://pkg.go.dev/google.golang.org/api#hdr-NullFields for more details.
	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 added in v0.14.0

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

func (*ProjectsExplainCall) Context added in v0.14.0

Context sets the context to be used in this call's Do method.

func (*ProjectsExplainCall) Do added in v0.14.0

Do executes the "ml.projects.explain" call. 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 added in v0.14.0

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

func (*ProjectsExplainCall) Header added in v0.14.0

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

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsGetConfigCall) Do

Do executes the "ml.projects.getConfig" call. 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 details.

func (*ProjectsGetConfigCall) Header

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

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

func (*ProjectsGetConfigCall) IfNoneMatch

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

IfNoneMatch sets an 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.

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.

func (*ProjectsJobsCancelCall) Do

Do executes the "ml.projects.jobs.cancel" call. 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 details.

func (*ProjectsJobsCancelCall) Header

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

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsJobsCreateCall) Do

Do executes the "ml.projects.jobs.create" call. 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 details.

func (*ProjectsJobsCreateCall) Header

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

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsJobsGetCall) Do

Do executes the "ml.projects.jobs.get" call. 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 details.

func (*ProjectsJobsGetCall) Header

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

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

func (*ProjectsJobsGetCall) IfNoneMatch

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

IfNoneMatch sets an 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.

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.

func (*ProjectsJobsGetIamPolicyCall) Do

Do executes the "ml.projects.jobs.getIamPolicy" call. 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 details.

func (*ProjectsJobsGetIamPolicyCall) Header

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

func (*ProjectsJobsGetIamPolicyCall) IfNoneMatch

IfNoneMatch sets an 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.

func (*ProjectsJobsGetIamPolicyCall) OptionsRequestedPolicyVersion added in v0.8.0

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

OptionsRequestedPolicyVersion sets the optional parameter "options.requestedPolicyVersion": The maximum policy version that will be used to format the policy. Valid values are 0, 1, and 3. Requests specifying an invalid value will be rejected. Requests for policies with any conditional role bindings must specify version 3. Policies with no conditional role bindings may specify any valid value or leave the field unset. The policy in the response might use the policy version that you specified, or it might use a lower policy version. For example, if you specify version 3, but the policy has no conditional role bindings, the response uses version 1. To learn which resources support conditions in their IAM policies, see the IAM documentation (https://cloud.google.com/iam/help/conditions/resource-policies).

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.

func (*ProjectsJobsListCall) Do

Do executes the "ml.projects.jobs.list" call. 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 details.

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 a http.Header that can be modified by the caller to add headers to the request.

func (*ProjectsJobsListCall) IfNoneMatch

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

IfNoneMatch sets an 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.

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.

func (*ProjectsJobsPatchCall) Do

Do executes the "ml.projects.jobs.patch" call. 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 details.

func (*ProjectsJobsPatchCall) Header

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

Header returns a http.Header that can be modified by the caller to add 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.

- name: The name of the job to cancel.

func (*ProjectsJobsService) Create

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

Create: Creates a training or a batch prediction job.

- parent: The project name.

func (*ProjectsJobsService) Get

Get: Describes a job.

- name: The name of the job to get the description of.

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: {}.

- parent: The name of the project for which to list jobs.

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`.

- name: The job name.

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.

func (*ProjectsJobsSetIamPolicyCall) Do

Do executes the "ml.projects.jobs.setIamPolicy" call. 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 details.

func (*ProjectsJobsSetIamPolicyCall) Header

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsJobsTestIamPermissionsCall) Do

Do executes the "ml.projects.jobs.testIamPermissions" call. 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 details.

func (*ProjectsJobsTestIamPermissionsCall) Header

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsLocationsGetCall) Do

Do executes the "ml.projects.locations.get" call. 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 details.

func (*ProjectsLocationsGetCall) Header

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

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

func (*ProjectsLocationsGetCall) IfNoneMatch

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

IfNoneMatch sets an 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.

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.

func (*ProjectsLocationsListCall) Do

Do executes the "ml.projects.locations.list" call. 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 details.

func (*ProjectsLocationsListCall) Header

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

func (*ProjectsLocationsListCall) IfNoneMatch

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

IfNoneMatch sets an 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.

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 added in v0.21.0

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

func (*ProjectsLocationsOperationsCancelCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsOperationsCancelCall) Do added in v0.21.0

Do executes the "ml.projects.locations.operations.cancel" call. 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 added in v0.21.0

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

func (*ProjectsLocationsOperationsCancelCall) Header added in v0.21.0

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

type ProjectsLocationsOperationsGetCall added in v0.21.0

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

func (*ProjectsLocationsOperationsGetCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsOperationsGetCall) Do added in v0.21.0

Do executes the "ml.projects.locations.operations.get" call. 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 added in v0.21.0

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

func (*ProjectsLocationsOperationsGetCall) Header added in v0.21.0

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

func (*ProjectsLocationsOperationsGetCall) IfNoneMatch added in v0.21.0

IfNoneMatch sets an 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.

type ProjectsLocationsOperationsService added in v0.21.0

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

func NewProjectsLocationsOperationsService added in v0.21.0

func NewProjectsLocationsOperationsService(s *Service) *ProjectsLocationsOperationsService

func (*ProjectsLocationsOperationsService) Cancel added in v0.21.0

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`.

- name: The name of the operation resource to be cancelled.

func (*ProjectsLocationsOperationsService) Get added in v0.21.0

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.

- name: The name of the operation resource.

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.

- name: The name of the location.

func (*ProjectsLocationsService) List

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

  • parent: The name of the project for which available locations are to be listed (since some locations might be whitelisted for specific projects).

type ProjectsLocationsStudiesCreateCall added in v0.21.0

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

func (*ProjectsLocationsStudiesCreateCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesCreateCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.create" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesCreateCall) Header added in v0.21.0

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

func (*ProjectsLocationsStudiesCreateCall) StudyId added in v0.21.0

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 added in v0.21.0

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

func (*ProjectsLocationsStudiesDeleteCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesDeleteCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.delete" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesDeleteCall) Header added in v0.21.0

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

type ProjectsLocationsStudiesGetCall added in v0.21.0

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

func (*ProjectsLocationsStudiesGetCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesGetCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.get" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesGetCall) Header added in v0.21.0

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

func (*ProjectsLocationsStudiesGetCall) IfNoneMatch added in v0.21.0

IfNoneMatch sets an 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.

type ProjectsLocationsStudiesListCall added in v0.21.0

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

func (*ProjectsLocationsStudiesListCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesListCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.list" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesListCall) Header added in v0.21.0

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

func (*ProjectsLocationsStudiesListCall) IfNoneMatch added in v0.21.0

IfNoneMatch sets an 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.

type ProjectsLocationsStudiesService added in v0.21.0

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

func NewProjectsLocationsStudiesService added in v0.21.0

func NewProjectsLocationsStudiesService(s *Service) *ProjectsLocationsStudiesService

func (*ProjectsLocationsStudiesService) Create added in v0.21.0

Create: Creates a study.

  • parent: The project and location that the study belongs to. Format: projects/{project}/locations/{location}.

func (*ProjectsLocationsStudiesService) Delete added in v0.21.0

Delete: Deletes a study.

- name: The study name.

func (*ProjectsLocationsStudiesService) Get added in v0.21.0

Get: Gets a study.

- name: The study name.

func (*ProjectsLocationsStudiesService) List added in v0.21.0

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

  • parent: The project and location that the study belongs to. Format: projects/{project}/locations/{location}.

type ProjectsLocationsStudiesTrialsAddMeasurementCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsAddMeasurementCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsAddMeasurementCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.addMeasurement" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsAddMeasurementCall) Header added in v0.21.0

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

type ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.checkEarlyStoppingState" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsCheckEarlyStoppingStateCall) Header added in v0.21.0

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

type ProjectsLocationsStudiesTrialsCompleteCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsCompleteCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsCompleteCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.complete" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsCompleteCall) Header added in v0.21.0

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

type ProjectsLocationsStudiesTrialsCreateCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsCreateCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsCreateCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.create" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsCreateCall) Header added in v0.21.0

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

type ProjectsLocationsStudiesTrialsDeleteCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsDeleteCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsDeleteCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.delete" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsDeleteCall) Header added in v0.21.0

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

type ProjectsLocationsStudiesTrialsGetCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsGetCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsGetCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.get" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsGetCall) Header added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsGetCall) IfNoneMatch added in v0.21.0

IfNoneMatch sets an 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.

type ProjectsLocationsStudiesTrialsListCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsListCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsListCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.list" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsListCall) Header added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsListCall) IfNoneMatch added in v0.21.0

IfNoneMatch sets an 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.

type ProjectsLocationsStudiesTrialsListOptimalTrialsCall added in v0.35.0

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

func (*ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Context added in v0.35.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Do added in v0.35.0

Do executes the "ml.projects.locations.studies.trials.listOptimalTrials" call. 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 added in v0.35.0

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

func (*ProjectsLocationsStudiesTrialsListOptimalTrialsCall) Header added in v0.35.0

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

type ProjectsLocationsStudiesTrialsService added in v0.21.0

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

func NewProjectsLocationsStudiesTrialsService added in v0.21.0

func NewProjectsLocationsStudiesTrialsService(s *Service) *ProjectsLocationsStudiesTrialsService

func (*ProjectsLocationsStudiesTrialsService) AddMeasurement added in v0.21.0

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

- name: The trial name.

func (*ProjectsLocationsStudiesTrialsService) CheckEarlyStoppingState added in v0.21.0

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

- name: The trial name.

func (*ProjectsLocationsStudiesTrialsService) Complete added in v0.21.0

Complete: Marks a trial as complete.

- name: The trial name.metat.

func (*ProjectsLocationsStudiesTrialsService) Create added in v0.21.0

Create: Adds a user provided trial to a study.

- parent: The name of the study that the trial belongs to.

func (*ProjectsLocationsStudiesTrialsService) Delete added in v0.21.0

Delete: Deletes a trial.

- name: The trial name.

func (*ProjectsLocationsStudiesTrialsService) Get added in v0.21.0

Get: Gets a trial.

- name: The trial name.

func (*ProjectsLocationsStudiesTrialsService) List added in v0.21.0

List: Lists the trials associated with a study.

- parent: The name of the study that the trial belongs to.

func (*ProjectsLocationsStudiesTrialsService) ListOptimalTrials added in v0.35.0

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

- parent: The name of the study that the pareto-optimal trial belongs to.

func (*ProjectsLocationsStudiesTrialsService) Stop added in v0.21.0

Stop: Stops a trial.

- name: The trial name.

func (*ProjectsLocationsStudiesTrialsService) Suggest added in v0.21.0

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.

- parent: The name of the study that the trial belongs to.

type ProjectsLocationsStudiesTrialsStopCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsStopCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsStopCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.stop" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsStopCall) Header added in v0.21.0

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

type ProjectsLocationsStudiesTrialsSuggestCall added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsSuggestCall) Context added in v0.21.0

Context sets the context to be used in this call's Do method.

func (*ProjectsLocationsStudiesTrialsSuggestCall) Do added in v0.21.0

Do executes the "ml.projects.locations.studies.trials.suggest" call. 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 added in v0.21.0

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

func (*ProjectsLocationsStudiesTrialsSuggestCall) Header added in v0.21.0

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsModelsCreateCall) Do

Do executes the "ml.projects.models.create" call. 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 details.

func (*ProjectsModelsCreateCall) Header

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

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsModelsDeleteCall) Do

Do executes the "ml.projects.models.delete" call. 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 details.

func (*ProjectsModelsDeleteCall) Header

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

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsModelsGetCall) Do

Do executes the "ml.projects.models.get" call. 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 details.

func (*ProjectsModelsGetCall) Header

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

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

func (*ProjectsModelsGetCall) IfNoneMatch

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

IfNoneMatch sets an 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.

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.

func (*ProjectsModelsGetIamPolicyCall) Do

Do executes the "ml.projects.models.getIamPolicy" call. 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 details.

func (*ProjectsModelsGetIamPolicyCall) Header

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

func (*ProjectsModelsGetIamPolicyCall) IfNoneMatch

IfNoneMatch sets an 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.

func (*ProjectsModelsGetIamPolicyCall) OptionsRequestedPolicyVersion added in v0.8.0

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

OptionsRequestedPolicyVersion sets the optional parameter "options.requestedPolicyVersion": The maximum policy version that will be used to format the policy. Valid values are 0, 1, and 3. Requests specifying an invalid value will be rejected. Requests for policies with any conditional role bindings must specify version 3. Policies with no conditional role bindings may specify any valid value or leave the field unset. The policy in the response might use the policy version that you specified, or it might use a lower policy version. For example, if you specify version 3, but the policy has no conditional role bindings, the response uses version 1. To learn which resources support conditions in their IAM policies, see the IAM documentation (https://cloud.google.com/iam/help/conditions/resource-policies).

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.

func (*ProjectsModelsListCall) Do

Do executes the "ml.projects.models.list" call. 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 details.

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 a http.Header that can be modified by the caller to add headers to the request.

func (*ProjectsModelsListCall) IfNoneMatch

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

IfNoneMatch sets an 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.

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.

func (*ProjectsModelsPatchCall) Do

Do executes the "ml.projects.models.patch" call. 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 details.

func (*ProjectsModelsPatchCall) Header

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

Header returns a http.Header that can be modified by the caller to add 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.

- parent: The project name.

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.

- name: The name of the model.

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).

- name: The name of the model.

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: {}.

- parent: The name of the project whose models are to be listed.

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`.

- name: The project 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.

func (*ProjectsModelsSetIamPolicyCall) Do

Do executes the "ml.projects.models.setIamPolicy" call. 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 details.

func (*ProjectsModelsSetIamPolicyCall) Header

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsModelsTestIamPermissionsCall) Do

Do executes the "ml.projects.models.testIamPermissions" call. 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 details.

func (*ProjectsModelsTestIamPermissionsCall) Header

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsModelsVersionsCreateCall) Do

Do executes the "ml.projects.models.versions.create" call. 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 details.

func (*ProjectsModelsVersionsCreateCall) Header

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsModelsVersionsDeleteCall) Do

Do executes the "ml.projects.models.versions.delete" call. 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 details.

func (*ProjectsModelsVersionsDeleteCall) Header

Header returns a http.Header that can be modified by the caller to add 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.

func (*ProjectsModelsVersionsGetCall) Do

Do executes the "ml.projects.models.versions.get" call. 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 details.

func (*ProjectsModelsVersionsGetCall) Header

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

func (*ProjectsModelsVersionsGetCall) IfNoneMatch

IfNoneMatch sets an 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.

type ProjectsModelsVersionsListCall

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

func (*ProjectsModelsVersionsListCall) Context

Context sets the context to be used in this call's Do method.

func (*ProjectsModelsVersionsListCall) Do

Do executes the "ml.projects.models.versions.list" call. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__ListVersionsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsVersionsListCall) Fields

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

func (*ProjectsModelsVersionsListCall) Filter

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

func (*ProjectsModelsVersionsListCall) Header

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

func (*ProjectsModelsVersionsListCall) IfNoneMatch

IfNoneMatch sets an 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.

func (*ProjectsModelsVersionsListCall) PageSize

PageSize sets the optional parameter "pageSize": The number of versions to retrieve per "page" of results. If there are more remaining results than this number, the response message will contain a valid value in the `next_page_token` field. The default value is 20, and the maximum page size is 100.

func (*ProjectsModelsVersionsListCall) PageToken

PageToken sets the optional parameter "pageToken": A page token to request the next page of results. You get the token from the `next_page_token` field of the response from the previous call.

func (*ProjectsModelsVersionsListCall) Pages

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

type ProjectsModelsVersionsPatchCall

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

func (*ProjectsModelsVersionsPatchCall) Context

Context sets the context to be used in this call's Do method.

func (*ProjectsModelsVersionsPatchCall) Do

Do executes the "ml.projects.models.versions.patch" call. 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 (*ProjectsModelsVersionsPatchCall) Fields

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

func (*ProjectsModelsVersionsPatchCall) Header

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

func (*ProjectsModelsVersionsPatchCall) UpdateMask

UpdateMask sets the optional parameter "updateMask": Required. Specifies the path, relative to `Version`, of the field to update. Must be present and non-empty. For example, to change the description of a version to "foo", the `update_mask` parameter would be specified as `description`, and the `PATCH` request body would specify the new value, as follows: ``` { "description": "foo" } ``` Currently the only supported update mask fields are `description`, `requestLoggingConfig`, `autoScaling.minNodes`, and `manualScaling.nodes`. However, you can only update `manualScaling.nodes` if the version uses a Compute Engine (N1) machine type (/ml-engine/docs/machine-types-online-prediction).

type ProjectsModelsVersionsService

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

func NewProjectsModelsVersionsService

func NewProjectsModelsVersionsService(s *Service) *ProjectsModelsVersionsService

func (*ProjectsModelsVersionsService) Create

Create: Creates a new version of a model from a trained TensorFlow model. If the version created in the cloud by this call is the first deployed version of the specified model, it will be made the default version of the model. When you add a version to a model that already has one or more versions, the default version does not automatically change. If you want a new version to be the default, you must call projects.models.versions.setDefault.

- parent: The name of the model.

func (*ProjectsModelsVersionsService) Delete

Delete: Deletes a model version. Each model can have multiple versions deployed and in use at any given time. Use this method to remove a single version. Note: You cannot delete the version that is set as the default version of the model unless it is the only remaining version.

  • name: The name of the version. You can get the names of all the versions of a model by calling projects.models.versions.list.

func (*ProjectsModelsVersionsService) Get

Get: Gets information about a model version. Models can have multiple versions. You can call projects.models.versions.list to get the same information that this method returns for all of the versions of a model.

- name: The name of the version.

func (*ProjectsModelsVersionsService) List

List: Gets basic information about all the versions of a model. If you expect that a model has many versions, or if you need to handle only a limited number of results at a time, you can request that the list be retrieved in batches (called pages). If there are no versions that match the request parameters, the list request returns an empty response body: {}.

- parent: The name of the model for which to list the version.

func (*ProjectsModelsVersionsService) Patch

Patch: Updates the specified Version resource. Currently the only update-able fields are `description`, `requestLoggingConfig`, `autoScaling.minNodes`, and `manualScaling.nodes`.

- name: The name of the model.

func (*ProjectsModelsVersionsService) SetDefault

func (r *ProjectsModelsVersionsService) SetDefault(name string, googlecloudmlv1__setdefaultversionrequest *GoogleCloudMlV1__SetDefaultVersionRequest) *ProjectsModelsVersionsSetDefaultCall

SetDefault: Designates a version to be the default for the model. The default version is used for prediction requests made against the model that don't specify a version. The first version to be created for a model is automatically set as the default. You must make any subsequent changes to the default version setting manually using this method.

  • name: The name of the version to make the default for the model. You can get the names of all the versions of a model by calling projects.models.versions.list.

type ProjectsModelsVersionsSetDefaultCall

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

func (*ProjectsModelsVersionsSetDefaultCall) Context

Context sets the context to be used in this call's Do method.

func (*ProjectsModelsVersionsSetDefaultCall) Do

Do executes the "ml.projects.models.versions.setDefault" call. 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 (*ProjectsModelsVersionsSetDefaultCall) Fields

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

func (*ProjectsModelsVersionsSetDefaultCall) Header

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

type ProjectsOperationsCancelCall

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

func (*ProjectsOperationsCancelCall) Context

Context sets the context to be used in this call's Do method.

func (*ProjectsOperationsCancelCall) Do

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

func (*ProjectsOperationsCancelCall) Fields

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

func (*ProjectsOperationsCancelCall) Header

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

type ProjectsOperationsGetCall

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

func (*ProjectsOperationsGetCall) Context

Context sets the context to be used in this call's Do method.

func (*ProjectsOperationsGetCall) Do

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

func (*ProjectsOperationsGetCall) Fields

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

func (*ProjectsOperationsGetCall) Header

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

func (*ProjectsOperationsGetCall) IfNoneMatch

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

IfNoneMatch sets an 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.

type ProjectsOperationsListCall

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

func (*ProjectsOperationsListCall) Context

Context sets the context to be used in this call's Do method.

func (*ProjectsOperationsListCall) Do

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

func (*ProjectsOperationsListCall) Fields

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

func (*ProjectsOperationsListCall) Filter

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

func (*ProjectsOperationsListCall) Header

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

func (*ProjectsOperationsListCall) IfNoneMatch

IfNoneMatch sets an 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.

func (*ProjectsOperationsListCall) PageSize

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

func (*ProjectsOperationsListCall) PageToken

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

func (*ProjectsOperationsListCall) Pages

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

type ProjectsOperationsService

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

func NewProjectsOperationsService

func NewProjectsOperationsService(s *Service) *ProjectsOperationsService

func (*ProjectsOperationsService) Cancel

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

- name: The name of the operation resource to be cancelled.

func (*ProjectsOperationsService) Get

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

- name: The name of the operation resource.

func (*ProjectsOperationsService) List

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

- name: The name of the operation's parent resource.

type ProjectsPredictCall

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

func (*ProjectsPredictCall) Context

Context sets the context to be used in this call's Do method.

func (*ProjectsPredictCall) Do

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

func (*ProjectsPredictCall) Fields

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

func (*ProjectsPredictCall) Header

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

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

type ProjectsService

type ProjectsService struct {
	Jobs *ProjectsJobsService

	Locations *ProjectsLocationsService

	Models *ProjectsModelsService

	Operations *ProjectsOperationsService
	// contains filtered or unexported fields
}

func NewProjectsService

func NewProjectsService(s *Service) *ProjectsService

func (*ProjectsService) Explain added in v0.14.0

func (r *ProjectsService) Explain(name string, googlecloudmlv1__explainrequest *GoogleCloudMlV1__ExplainRequest) *ProjectsExplainCall

Explain: Performs explanation on the data in the request. {% dynamic include "/ai-platform/includes/___explain-request" %}

  • name: The resource name of a model or a version. Authorization: requires the `predict` permission on the specified resource.

func (*ProjectsService) GetConfig

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

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

- name: The project name.

func (*ProjectsService) Predict

func (r *ProjectsService) Predict(name string, googlecloudmlv1__predictrequest *GoogleCloudMlV1__PredictRequest) *ProjectsPredictCall

Predict: Performs online prediction on the data in the request. {% dynamic include "/ai-platform/includes/___predict-request" %}

  • name: The resource name of a model or a version. Authorization: requires the `predict` permission on the specified resource.

type Service

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

	Projects *ProjectsService
	// contains filtered or unexported fields
}

func New deprecated

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

New creates a new Service. It uses the provided http.Client for requests.

Deprecated: please use NewService instead. To provide a custom HTTP client, use option.WithHTTPClient. If you are using google.golang.org/api/googleapis/transport.APIKey, use option.WithAPIKey with NewService instead.

func NewService added in v0.3.0

func NewService(ctx context.Context, opts ...option.ClientOption) (*Service, error)

NewService creates a new Service.

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