ml

package
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Published: Jan 9, 2020 License: BSD-3-Clause Imports: 14 Imported by: 0

Documentation

Overview

Package ml provides access to the Cloud Machine Learning Engine.

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

Creating a client

Usage example:

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

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

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

Other authentication options

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

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

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

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

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

Index

Constants

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

OAuth2 scopes used by this API.

Variables

This section is empty.

Functions

This section is empty.

Types

type GoogleApi__HttpBody

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

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

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

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

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

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

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

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

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

Example:

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

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

service ResourceService {
  rpc GetResource(GetResourceRequest) returns

(google.api.HttpBody);

  rpc UpdateResource(google.api.HttpBody) returns
  (google.protobuf.Empty);
}

Example with streaming methods:

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

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

func (*GoogleApi__HttpBody) MarshalJSON

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

type GoogleCloudMlV1HyperparameterOutputHyperparameterMetric

type GoogleCloudMlV1HyperparameterOutputHyperparameterMetric struct {
	// ObjectiveValue: The objective value at this training step.
	ObjectiveValue float64 `json:"objectiveValue,omitempty"`

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

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

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

GoogleCloudMlV1HyperparameterOutputHyperparameterMetric: An observed value of a metric.

func (*GoogleCloudMlV1HyperparameterOutputHyperparameterMetric) MarshalJSON

func (*GoogleCloudMlV1HyperparameterOutputHyperparameterMetric) UnmarshalJSON

type GoogleCloudMlV1__AcceleratorConfig

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

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

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

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

GoogleCloudMlV1__AcceleratorConfig: Represents a hardware accelerator request config.

func (*GoogleCloudMlV1__AcceleratorConfig) MarshalJSON

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

type GoogleCloudMlV1__AutoScaling

type GoogleCloudMlV1__AutoScaling struct {
	// 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 not specified, `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.
	//
	// You can set `min_nodes` when creating the model version, and you can
	// also
	// update `min_nodes` for an existing
	// version:
	// <pre>
	// update_body.json:
	// {
	//   'autoScaling': {
	//     'minNodes': 5
	//   }
	// }
	// </pre>
	// HTTP
	// request:
	// <pre>
	// PATCH
	// https://ml.googleapis.com/v1/{name=projects/*/mod
	// els/*/versions/*}?update_mask=autoScaling.minNodes
	// -d @./update_body.json
	// </pre>
	MinNodes int64 `json:"minNodes,omitempty"`

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

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

GoogleCloudMlV1__AutoScaling: Options for automatically scaling a model.

func (*GoogleCloudMlV1__AutoScaling) MarshalJSON

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

type GoogleCloudMlV1__BuiltInAlgorithmOutput

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

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

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

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

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

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

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

func (*GoogleCloudMlV1__BuiltInAlgorithmOutput) MarshalJSON

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

type GoogleCloudMlV1__CancelJobRequest

type GoogleCloudMlV1__CancelJobRequest struct {
}

GoogleCloudMlV1__CancelJobRequest: Request message for the CancelJob method.

type GoogleCloudMlV1__Capability

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

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

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

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

func (*GoogleCloudMlV1__Capability) MarshalJSON

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

type GoogleCloudMlV1__Config

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

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

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

func (*GoogleCloudMlV1__Config) MarshalJSON

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

type GoogleCloudMlV1__GetConfigResponse

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

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

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

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

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

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

GoogleCloudMlV1__GetConfigResponse: Returns service account information associated with a project.

func (*GoogleCloudMlV1__GetConfigResponse) MarshalJSON

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

type GoogleCloudMlV1__HyperparameterOutput

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

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

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

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

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

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

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

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

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

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

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

GoogleCloudMlV1__HyperparameterOutput: Represents the result of a single hyperparameter tuning trial from a training job. The TrainingOutput object that is returned on successful completion of a training job with hyperparameter tuning includes a list of HyperparameterOutput objects, one for each successful trial.

func (*GoogleCloudMlV1__HyperparameterOutput) MarshalJSON

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

type GoogleCloudMlV1__HyperparameterSpec

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

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

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

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

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

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

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

	// Params: Required. The set of parameters to tune.
	Params []*GoogleCloudMlV1__ParameterSpec `json:"params,omitempty"`

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

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

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

GoogleCloudMlV1__HyperparameterSpec: Represents a set of hyperparameters to optimize.

func (*GoogleCloudMlV1__HyperparameterSpec) MarshalJSON

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

type GoogleCloudMlV1__Job

type GoogleCloudMlV1__Job struct {
	// CreateTime: Output only. When the job was created.
	CreateTime string `json:"createTime,omitempty"`

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

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

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

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

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

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

	// PredictionOutput: The current prediction job result.
	PredictionOutput *GoogleCloudMlV1__PredictionOutput `json:"predictionOutput,omitempty"`

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

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

	// TrainingInput: Input parameters to create a training job.
	TrainingInput *GoogleCloudMlV1__TrainingInput `json:"trainingInput,omitempty"`

	// TrainingOutput: The current training job result.
	TrainingOutput *GoogleCloudMlV1__TrainingOutput `json:"trainingOutput,omitempty"`

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

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

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

GoogleCloudMlV1__Job: Represents a training or prediction job.

func (*GoogleCloudMlV1__Job) MarshalJSON

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

type GoogleCloudMlV1__ListJobsResponse

type GoogleCloudMlV1__ListJobsResponse struct {
	// Jobs: The list of jobs.
	Jobs []*GoogleCloudMlV1__Job `json:"jobs,omitempty"`

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

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

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

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

GoogleCloudMlV1__ListJobsResponse: Response message for the ListJobs method.

func (*GoogleCloudMlV1__ListJobsResponse) MarshalJSON

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

type GoogleCloudMlV1__ListLocationsResponse

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

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

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

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

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

func (*GoogleCloudMlV1__ListLocationsResponse) MarshalJSON

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

type GoogleCloudMlV1__ListModelsResponse

type GoogleCloudMlV1__ListModelsResponse struct {
	// Models: The list of models.
	Models []*GoogleCloudMlV1__Model `json:"models,omitempty"`

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

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

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

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

GoogleCloudMlV1__ListModelsResponse: Response message for the ListModels method.

func (*GoogleCloudMlV1__ListModelsResponse) MarshalJSON

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

type GoogleCloudMlV1__ListVersionsResponse

type GoogleCloudMlV1__ListVersionsResponse struct {
	// NextPageToken: Optional. Pass this token as the `page_token` field of
	// the request for a
	// subsequent call.
	NextPageToken string `json:"nextPageToken,omitempty"`

	// Versions: The list of versions.
	Versions []*GoogleCloudMlV1__Version `json:"versions,omitempty"`

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

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

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

GoogleCloudMlV1__ListVersionsResponse: Response message for the ListVersions method.

func (*GoogleCloudMlV1__ListVersionsResponse) MarshalJSON

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

type GoogleCloudMlV1__Location

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

	Name string `json:"name,omitempty"`

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

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

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

func (*GoogleCloudMlV1__Location) MarshalJSON

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

type GoogleCloudMlV1__ManualScaling

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

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

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

GoogleCloudMlV1__ManualScaling: Options for manually scaling a model.

func (*GoogleCloudMlV1__ManualScaling) MarshalJSON

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

type GoogleCloudMlV1__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.methods.versions.setDefault](/ml-engine/reference/re
	// st/v1/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
	// <a href="/ml-engine/docs/tensorflow/resource-labels">using
	// labels</a>.
	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 Stackdriver 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
	// [Stackdriver 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 StackDriver
	// Logging. These logs are like standard server access logs,
	// containing
	// information like timestamp and latency for each request. Note
	// that
	// [Stackdriver 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.
	// Currently only one region per model is supported.
	// Defaults to 'us-central1' if nothing is set.
	// See the <a href="/ml-engine/docs/tensorflow/regions">available
	// regions</a>
	// for AI Platform services.
	// Note:
	// *   No matter where a model is deployed, it can always be accessed
	// by
	//     users from anywhere, both for online and batch prediction.
	// *   The region for a batch prediction job is set by the region field
	// when
	//     submitting the batch prediction job and does not take its value
	// from
	//     this field.
	Regions []string `json:"regions,omitempty"`

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

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

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

GoogleCloudMlV1__Model: Represents a machine learning solution.

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

func (*GoogleCloudMlV1__Model) MarshalJSON

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

type GoogleCloudMlV1__OperationMetadata

type GoogleCloudMlV1__OperationMetadata struct {
	// CreateTime: The time the operation was submitted.
	CreateTime string `json:"createTime,omitempty"`

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

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

	// Labels: The user labels, inherited from the model or the model
	// version being
	// operated on.
	Labels map[string]string `json:"labels,omitempty"`

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

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

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

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

	// Version: Contains the version associated with the operation.
	Version *GoogleCloudMlV1__Version `json:"version,omitempty"`

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

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

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

func (*GoogleCloudMlV1__OperationMetadata) MarshalJSON

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

type GoogleCloudMlV1__ParameterSpec

type GoogleCloudMlV1__ParameterSpec struct {
	// CategoricalValues: Required if type is `CATEGORICAL`. The list of
	// possible categories.
	CategoricalValues []string `json:"categoricalValues,omitempty"`

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

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

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

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

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

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

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

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

GoogleCloudMlV1__ParameterSpec: Represents a single hyperparameter to optimize.

func (*GoogleCloudMlV1__ParameterSpec) MarshalJSON

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

func (*GoogleCloudMlV1__ParameterSpec) UnmarshalJSON

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

type GoogleCloudMlV1__PredictRequest

type GoogleCloudMlV1__PredictRequest struct {
	// HttpBody:
	// Required. The prediction request body.
	HttpBody *GoogleApi__HttpBody `json:"httpBody,omitempty"`

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

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

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

func (*GoogleCloudMlV1__PredictRequest) MarshalJSON

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

type GoogleCloudMlV1__PredictionInput

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

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

	// InputPaths: Required. The Cloud Storage location of the input data
	// files. May contain
	// <a href="/storage/docs/gsutil/addlhelp/WildcardNames">wildcards</a>.
	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 <a href="/ml-engine/docs/tensorflow/regions">available
	// regions</a>
	// 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.htm
	// l)
	// 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 values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

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

GoogleCloudMlV1__PredictionInput: Represents input parameters for a prediction job.

func (*GoogleCloudMlV1__PredictionInput) MarshalJSON

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

type GoogleCloudMlV1__PredictionOutput

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

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

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

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

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

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

GoogleCloudMlV1__PredictionOutput: Represents results of a prediction job.

func (*GoogleCloudMlV1__PredictionOutput) MarshalJSON

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

func (*GoogleCloudMlV1__PredictionOutput) UnmarshalJSON

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

type GoogleCloudMlV1__ReplicaConfig

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

	// ImageUri: The Docker image to run on the replica. This image must be
	// in Container
	// Registry. Learn more about [configuring
	// custom
	// containers](/ml-engine/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#semant
	// ic_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 values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

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

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

func (*GoogleCloudMlV1__ReplicaConfig) MarshalJSON

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

type GoogleCloudMlV1__RequestLoggingConfig

type GoogleCloudMlV1__RequestLoggingConfig struct {
	// BigqueryTableName: Fully qualified BigQuery table name in the format
	// of
	// "[project_id].[dataset_name].[table_name]".
	BigqueryTableName string `json:"bigqueryTableName,omitempty"`

	// SamplingPercentage: Percentage of the request being logged. The
	// sampling window is the lifetime
	// of the Version. Defaults to 0.
	SamplingPercentage float64 `json:"samplingPercentage,omitempty"`

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

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

GoogleCloudMlV1__RequestLoggingConfig: Configurations for logging request-response pairs. Currently only BigQuery logging is supported. The request and response will be converted to raw string and stored within the specified BigQuery table. The schema is:

model: STRING
version: STRING
time: Timestamp
raw_data: STRING
raw_prediction: STRING
ground_truth: STRING

func (*GoogleCloudMlV1__RequestLoggingConfig) MarshalJSON

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

func (*GoogleCloudMlV1__RequestLoggingConfig) UnmarshalJSON

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

type GoogleCloudMlV1__SetDefaultVersionRequest

type GoogleCloudMlV1__SetDefaultVersionRequest struct {
}

GoogleCloudMlV1__SetDefaultVersionRequest: Request message for the SetDefaultVersion request.

type GoogleCloudMlV1__TrainingInput

type GoogleCloudMlV1__TrainingInput struct {
	// Args: Optional. Command line arguments to pass to the program.
	Args []string `json:"args,omitempty"`

	// Hyperparameters: Optional. The set of Hyperparameters to tune.
	Hyperparameters *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.](/ml-engine/docs/tensorflow/using-gpus#compute-engine-ma
	// chine-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](/ml-engine/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.
	//
	// The following types are supported:
	//
	// <dl>
	//   <dt>standard</dt>
	//   <dd>
	//   A basic machine configuration suitable for training simple models
	// with
	//   small to moderate datasets.
	//   </dd>
	//   <dt>large_model</dt>
	//   <dd>
	//   A machine with a lot of memory, specially suited for parameter
	// servers
	//   when your model is large (having many hidden layers or layers with
	// very
	//   large numbers of nodes).
	//   </dd>
	//   <dt>complex_model_s</dt>
	//   <dd>
	//   A machine suitable for the master and workers of the cluster when
	// your
	//   model requires more computation than the standard machine can
	// handle
	//   satisfactorily.
	//   </dd>
	//   <dt>complex_model_m</dt>
	//   <dd>
	//   A machine with roughly twice the number of cores and roughly double
	// the
	//   memory of <i>complex_model_s</i>.
	//   </dd>
	//   <dt>complex_model_l</dt>
	//   <dd>
	//   A machine with roughly twice the number of cores and roughly double
	// the
	//   memory of <i>complex_model_m</i>.
	//   </dd>
	//   <dt>standard_gpu</dt>
	//   <dd>
	//   A machine equivalent to <i>standard</i> that
	//   also includes a single NVIDIA Tesla K80 GPU. See more about
	//   <a href="/ml-engine/docs/tensorflow/using-gpus">using GPUs to
	//   train your model</a>.
	//   </dd>
	//   <dt>complex_model_m_gpu</dt>
	//   <dd>
	//   A machine equivalent to <i>complex_model_m</i> that also includes
	//   four NVIDIA Tesla K80 GPUs.
	//   </dd>
	//   <dt>complex_model_l_gpu</dt>
	//   <dd>
	//   A machine equivalent to <i>complex_model_l</i> that also includes
	//   eight NVIDIA Tesla K80 GPUs.
	//   </dd>
	//   <dt>standard_p100</dt>
	//   <dd>
	//   A machine equivalent to <i>standard</i> that
	//   also includes a single NVIDIA Tesla P100 GPU.
	//   </dd>
	//   <dt>complex_model_m_p100</dt>
	//   <dd>
	//   A machine equivalent to <i>complex_model_m</i> that also includes
	//   four NVIDIA Tesla P100 GPUs.
	//   </dd>
	//   <dt>standard_v100</dt>
	//   <dd>
	//   A machine equivalent to <i>standard</i> that
	//   also includes a single NVIDIA Tesla V100 GPU.
	//   </dd>
	//   <dt>large_model_v100</dt>
	//   <dd>
	//   A machine equivalent to <i>large_model</i> that
	//   also includes a single NVIDIA Tesla V100 GPU.
	//   </dd>
	//   <dt>complex_model_m_v100</dt>
	//   <dd>
	//   A machine equivalent to <i>complex_model_m</i> that
	//   also includes four NVIDIA Tesla V100 GPUs.
	//   </dd>
	//   <dt>complex_model_l_v100</dt>
	//   <dd>
	//   A machine equivalent to <i>complex_model_l</i> that
	//   also includes eight NVIDIA Tesla V100 GPUs.
	//   </dd>
	//   <dt>cloud_tpu</dt>
	//   <dd>
	//   A TPU VM including one Cloud TPU. See more about
	//   <a href="/ml-engine/docs/tensorflow/using-tpus">using TPUs to
	// train
	//   your model</a>.
	//   </dd>
	// </dl>
	//
	// You may also use certain Compute Engine machine types directly in
	// this
	// field. The following types are supported:
	//
	// - `n1-standard-4`
	// - `n1-standard-8`
	// - `n1-standard-16`
	// - `n1-standard-32`
	// - `n1-standard-64`
	// - `n1-standard-96`
	// - `n1-highmem-2`
	// - `n1-highmem-4`
	// - `n1-highmem-8`
	// - `n1-highmem-16`
	// - `n1-highmem-32`
	// - `n1-highmem-64`
	// - `n1-highmem-96`
	// - `n1-highcpu-16`
	// - `n1-highcpu-32`
	// - `n1-highcpu-64`
	// - `n1-highcpu-96`
	//
	// See more about [using Compute Engine
	// machine
	// types](/ml-engine/docs/tensorflow/machine-types#compute-engine
	// -machine-types).
	//
	// You must set this value when `scaleTier` is set to `CUSTOM`.
	MasterType string `json:"masterType,omitempty"`

	// PackageUris: Required. The Google Cloud Storage location of the
	// packages with
	// the training program and any additional dependencies.
	// 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
	// `parameterServerConfigType` is set to a Compute Engine machine type.
	// [Learn
	// about restrictions on accelerator configurations
	// for
	// training.](/ml-engine/docs/tensorflow/using-gpus#compute-engine-ma
	// chine-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](/ml-engine/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 AI Platform
	// machine
	// types or both must be Compute Engine 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. If
	// not set, the default
	// version is '2.7'. Python '3.5' is available when `runtime_version` is
	// set
	// to '1.4' and above. Python '2.7' works with all supported
	// <a href="/ml-engine/docs/runtime-version-list">runtime versions</a>.
	PythonVersion string `json:"pythonVersion,omitempty"`

	// Region: Required. The Google Compute Engine region to run the
	// training job in.
	// See the <a href="/ml-engine/docs/tensorflow/regions">available
	// regions</a>
	// for AI Platform services.
	Region string `json:"region,omitempty"`

	// RuntimeVersion: Optional. The AI Platform runtime version to use for
	// training. If not
	// set, AI Platform uses the default stable version, 1.0. For
	// more
	// information, see the
	// <a href="/ml-engine/docs/runtime-version-list">runtime version
	// list</a>
	// and
	// <a href="/ml-engine/docs/versioning">how to manage runtime
	// versions</a>.
	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](/ml-engine/docs/tensorflow/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"`

	// 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.](/ml-engine/docs/tensorflow/using-gpus#compute-engine-ma
	// chine-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](/ml-engine/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 AI Platform
	// machine
	// types or both must be Compute Engine 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_custo
	// m_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 values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

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

GoogleCloudMlV1__TrainingInput: Represents input parameters for a training job. When using the gcloud command to submit your training job, you can specify the input parameters as command-line arguments and/or in a YAML configuration file referenced from the --config command-line argument. For details, see the guide to <a href="/ml-engine/docs/tensorflow/training-jobs">submitting a training job</a>.

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"`

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

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

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

func (*GoogleCloudMlV1__TrainingOutput) MarshalJSON

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

func (*GoogleCloudMlV1__TrainingOutput) UnmarshalJSON

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

type GoogleCloudMlV1__Version

type GoogleCloudMlV1__Version struct {
	// 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"`

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

	// DeploymentUri: Required. The Cloud Storage location of the trained
	// model used to
	// create the version. See the
	// [guide to
	// model
	// deployment](/ml-engine/docs/tensorflow/deploying-models) for
	// more
	// information.
	//
	// When passing Version
	// to
	// [projects.models.versions.create](/ml-engine/reference/rest/v1/proj
	// ects.models.versions/create)
	// the model service uses the specified location as the source of the
	// model.
	// Once deployed, the model version is hosted by the prediction service,
	// so
	// this location is useful only as a historical record.
	// The total number of model files can't exceed 1000.
	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"`

	// 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](/ml-engine/docs/tensorflow/custom-prediction-routines).
	//
	// 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](/ml-engine/reference/re
	// st/v1/projects.models.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
	// <a href="/ml-engine/docs/tensorflow/resource-labels">using
	// labels</a>.
	Labels map[string]string `json:"labels,omitempty"`

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

	// MachineType: Optional. The type of machine on which to serve the
	// model. Currently only
	// applies to online prediction service.
	// <dl>
	//   <dt>mls1-c1-m2</dt>
	//   <dd>
	//   The <b>default</b> machine type, with 1 core and 2 GB RAM. The
	// deprecated
	//   name for this machine type is "mls1-highmem-1".
	//   </dd>
	//   <dt>mls1-c4-m2</dt>
	//   <dd>
	//   In <b>Beta</b>. This machine type has 4 cores and 2 GB RAM. The
	//   deprecated name for this machine type is "mls1-highcpu-4".
	//   </dd>
	// </dl>
	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-pi
	// peline-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).
	//
	// I
	// f 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
	// (<var>module_name</var>.<var>class_name</var>) 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.
	//
	// The following code sample provides the Predictor
	// interface:
	//
	// “`py
	// 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-rout
	// ines).
	PredictionClass string `json:"predictionClass,omitempty"`

	// PythonVersion: Optional. The version of Python used in prediction. If
	// not set, the default
	// version is '2.7'. Python '3.5' is available when `runtime_version` is
	// set
	// to '1.4' and above. Python '2.7' works with all supported runtime
	// versions.
	PythonVersion string `json:"pythonVersion,omitempty"`

	// RequestLoggingConfig: Optional. Configures the request-response pair
	// logging on predictions from
	// this Version.
	RequestLoggingConfig *GoogleCloudMlV1__RequestLoggingConfig `json:"requestLoggingConfig,omitempty"`

	// RuntimeVersion: Optional. The AI Platform runtime version to use for
	// this deployment.
	// If not set, AI Platform uses the default stable version, 1.0. 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.
	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. "AutoScaling") to
	// unconditionally include in API requests. By default, fields with
	// empty values are omitted from API requests. However, any non-pointer,
	// non-interface field appearing in ForceSendFields will be sent to the
	// server regardless of whether the field is empty or not. This may be
	// used to include empty fields in Patch requests.
	ForceSendFields []string `json:"-"`

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

GoogleCloudMlV1__Version: Represents a version of the model.

Each version is a trained model deployed in the cloud, ready to handle prediction requests. A model can have multiple versions. You can get information about all of the versions of a given model by calling [projects.models.versions.list](/ml-engine/reference/rest/v1/p rojects.models.versions/list).

func (*GoogleCloudMlV1__Version) MarshalJSON

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

type GoogleIamV1__AuditConfig

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

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

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

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

GoogleIamV1__AuditConfig: Specifies the audit configuration for a service. The configuration determines which permission types are logged, and what identities, if any, are exempted from logging. An AuditConfig must have one or more AuditLogConfigs.

If there are AuditConfigs for both `allServices` and a specific service, the union of the two AuditConfigs is used for that service: the log_types specified in each AuditConfig are enabled, and the exempted_members in each AuditLogConfig are exempted.

Example Policy with multiple AuditConfigs:

{
  "audit_configs": [
    {
      "service": "allServices"
      "audit_log_configs": [
        {
          "log_type": "DATA_READ",
          "exempted_members": [
            "user:jose@example.com"
          ]
        },
        {
          "log_type": "DATA_WRITE",
        },
        {
          "log_type": "ADMIN_READ",
        }
      ]
    },
    {
      "service": "sampleservice.googleapis.com"
      "audit_log_configs": [
        {
          "log_type": "DATA_READ",
        },
        {
          "log_type": "DATA_WRITE",
          "exempted_members": [
            "user:aliya@example.com"
          ]
        }
      ]
    }
  ]
}

For sampleservice, this policy enables DATA_READ, DATA_WRITE and ADMIN_READ logging. It also exempts jose@example.com from DATA_READ logging, and aliya@example.com from DATA_WRITE logging.

func (*GoogleIamV1__AuditConfig) MarshalJSON

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

type GoogleIamV1__AuditLogConfig

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

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

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

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

GoogleIamV1__AuditLogConfig: Provides the configuration for logging a type of permissions. Example:

{
  "audit_log_configs": [
    {
      "log_type": "DATA_READ",
      "exempted_members": [
        "user:jose@example.com"
      ]
    },
    {
      "log_type": "DATA_WRITE",
    }
  ]
}

This enables 'DATA_READ' and 'DATA_WRITE' logging, while exempting jose@example.com from DATA_READ logging.

func (*GoogleIamV1__AuditLogConfig) MarshalJSON

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

type GoogleIamV1__Binding

type GoogleIamV1__Binding struct {
	// Condition: The condition that is associated with this binding.
	// NOTE: An unsatisfied condition will not allow user access via
	// current
	// binding. Different bindings, including their conditions, are
	// examined
	// independently.
	Condition *GoogleType__Expr `json:"condition,omitempty"`

	// Members: Specifies the identities requesting access for a Cloud
	// Platform resource.
	// `members` can have the following values:
	//
	// * `allUsers`: A special identifier that represents anyone who is
	//    on the internet; with or without a Google account.
	//
	// * `allAuthenticatedUsers`: A special identifier that represents
	// anyone
	//    who is authenticated with a Google account or a service
	// account.
	//
	// * `user:{emailid}`: An email address that represents a specific
	// Google
	//    account. For example, `alice@example.com` .
	//
	//
	// * `serviceAccount:{emailid}`: An email address that represents a
	// service
	//    account. For example,
	// `my-other-app@appspot.gserviceaccount.com`.
	//
	// * `group:{emailid}`: An email address that represents a Google
	// group.
	//    For example, `admins@example.com`.
	//
	//
	// * `domain:{domain}`: The G Suite domain (primary) that represents all
	// the
	//    users of that domain. For example, `google.com` or
	// `example.com`.
	//
	//
	Members []string `json:"members,omitempty"`

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

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

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

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

func (*GoogleIamV1__Binding) MarshalJSON

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

type GoogleIamV1__Policy

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

	// Bindings: Associates a list of `members` to a `role`.
	// `bindings` with no members will result in an error.
	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.
	//
	// If no `etag` is provided in the call to `setIamPolicy`, then the
	// existing
	// policy is overwritten.
	Etag string `json:"etag,omitempty"`

	// Version: Deprecated.
	Version int64 `json:"version,omitempty"`

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

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

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

GoogleIamV1__Policy: Defines an Identity and Access Management (IAM) policy. It is used to specify access control policies for Cloud Platform resources.

A `Policy` consists of a list of `bindings`. A `binding` binds a list of `members` to a `role`, where the members can be user accounts, Google groups, Google domains, and service accounts. A `role` is a named list of permissions defined by IAM.

**JSON Example**

{
  "bindings": [
    {
      "role": "roles/owner",
      "members": [
        "user:mike@example.com",
        "group:admins@example.com",
        "domain:google.com",

"serviceAccount:my-other-app@appspot.gserviceaccount.com"

      ]
    },
    {
      "role": "roles/viewer",
      "members": ["user:sean@example.com"]
    }
  ]
}

**YAML Example**

bindings:
- members:
  - user:mike@example.com
  - group:admins@example.com
  - domain:google.com
  - serviceAccount:my-other-app@appspot.gserviceaccount.com
  role: roles/owner
- members:
  - user:sean@example.com
  role: roles/viewer

For a description of IAM and its features, see the [IAM developer's guide](https://cloud.google.com/iam/docs).

func (*GoogleIamV1__Policy) MarshalJSON

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

type GoogleIamV1__SetIamPolicyRequest

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

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

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

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

GoogleIamV1__SetIamPolicyRequest: Request message for `SetIamPolicy` method.

func (*GoogleIamV1__SetIamPolicyRequest) MarshalJSON

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

type GoogleIamV1__TestIamPermissionsRequest

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

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

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

GoogleIamV1__TestIamPermissionsRequest: Request message for `TestIamPermissions` method.

func (*GoogleIamV1__TestIamPermissionsRequest) MarshalJSON

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

type GoogleIamV1__TestIamPermissionsResponse

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

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

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

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

GoogleIamV1__TestIamPermissionsResponse: Response message for `TestIamPermissions` method.

func (*GoogleIamV1__TestIamPermissionsResponse) MarshalJSON

func (s *GoogleIamV1__TestIamPermissionsResponse) MarshalJSON() ([]byte, error)

type GoogleLongrunning__ListOperationsResponse

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

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

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

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

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

GoogleLongrunning__ListOperationsResponse: The response message for Operations.ListOperations.

func (*GoogleLongrunning__ListOperationsResponse) MarshalJSON

type GoogleLongrunning__Operation

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

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

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

	// Name: The server-assigned name, which is only unique within the same
	// service that
	// originally returns it. If you use the default HTTP mapping,
	// the
	// `name` should be a resource name ending with
	// `operations/{unique_id}`.
	Name string `json:"name,omitempty"`

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

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

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

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

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

func (*GoogleLongrunning__Operation) MarshalJSON

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

type GoogleProtobuf__Empty

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

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

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

(google.protobuf.Empty);

}

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

type GoogleRpc__Status

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

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

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

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

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

GoogleRpc__Status: The `Status` type defines a logical error model that is suitable for different programming environments, including REST APIs and RPC APIs. It is used by [gRPC](https://github.com/grpc). Each `Status` message contains three pieces of data: error code, error message, and error details.

You can find out more about this error model and how to work with it in the [API Design Guide](https://cloud.google.com/apis/design/errors).

func (*GoogleRpc__Status) MarshalJSON

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

type GoogleType__Expr

type GoogleType__Expr struct {
	// Description: An 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.
	//
	// The application context of the containing message determines
	// which
	// well-known feature set of CEL is supported.
	Expression string `json:"expression,omitempty"`

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

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

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

GoogleType__Expr: Represents an expression text. Example:

title: "User account presence"
description: "Determines whether the request has a user account"
expression: "size(request.user) > 0"

func (*GoogleType__Expr) MarshalJSON

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

type ProjectsGetConfigCall

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

func (*ProjectsGetConfigCall) Context

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

func (*ProjectsGetConfigCall) Do

Do executes the "ml.projects.getConfig" call. Exactly one of *GoogleCloudMlV1__GetConfigResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__GetConfigResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsGetConfigCall) Fields

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

func (*ProjectsGetConfigCall) Header

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

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

func (*ProjectsGetConfigCall) IfNoneMatch

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

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

type ProjectsJobsCancelCall

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

func (*ProjectsJobsCancelCall) Context

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

func (*ProjectsJobsCancelCall) Do

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

func (*ProjectsJobsCancelCall) Fields

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

func (*ProjectsJobsCancelCall) Header

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

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

type ProjectsJobsCreateCall

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

func (*ProjectsJobsCreateCall) Context

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

func (*ProjectsJobsCreateCall) Do

Do executes the "ml.projects.jobs.create" call. Exactly one of *GoogleCloudMlV1__Job or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Job.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsCreateCall) Fields

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

func (*ProjectsJobsCreateCall) Header

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

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

type ProjectsJobsGetCall

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

func (*ProjectsJobsGetCall) Context

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

func (*ProjectsJobsGetCall) Do

Do executes the "ml.projects.jobs.get" call. Exactly one of *GoogleCloudMlV1__Job or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Job.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsGetCall) Fields

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

func (*ProjectsJobsGetCall) Header

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

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

func (*ProjectsJobsGetCall) IfNoneMatch

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

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

type ProjectsJobsGetIamPolicyCall

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

func (*ProjectsJobsGetIamPolicyCall) Context

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

func (*ProjectsJobsGetIamPolicyCall) Do

Do executes the "ml.projects.jobs.getIamPolicy" call. Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__Policy.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsGetIamPolicyCall) Fields

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

func (*ProjectsJobsGetIamPolicyCall) Header

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

func (*ProjectsJobsGetIamPolicyCall) IfNoneMatch

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

func (*ProjectsJobsGetIamPolicyCall) OptionsRequestedPolicyVersion

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

OptionsRequestedPolicyVersion sets the optional parameter "options.requestedPolicyVersion": The policy format version to be returned. Acceptable values are 0, 1, and 3. If the value is 0, or the field is omitted, policy format version 1 will be returned.

type ProjectsJobsListCall

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

func (*ProjectsJobsListCall) Context

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

func (*ProjectsJobsListCall) Do

Do executes the "ml.projects.jobs.list" call. Exactly one of *GoogleCloudMlV1__ListJobsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__ListJobsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsListCall) Fields

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

func (*ProjectsJobsListCall) Filter

Filter sets the optional parameter "filter": Specifies the subset of jobs to retrieve. You can filter on the value of one or more attributes of the job object. For example, retrieve jobs with a job identifier that starts with 'census': <p><code>gcloud ai-platform jobs list --filter='jobId:census*'</code> <p>List all failed jobs with names that start with 'rnn': <p><code>gcloud ai-platform jobs list --filter='jobId:rnn* AND state:FAILED'</code> <p>For more examples, see the guide to <a href="/ml-engine/docs/tensorflow/monitor-training">monitoring jobs</a>.

func (*ProjectsJobsListCall) Header

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

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

func (*ProjectsJobsListCall) IfNoneMatch

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

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

func (*ProjectsJobsListCall) PageSize

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

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

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

func (*ProjectsJobsListCall) PageToken

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

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

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

func (*ProjectsJobsListCall) Pages

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

type ProjectsJobsPatchCall

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

func (*ProjectsJobsPatchCall) Context

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

func (*ProjectsJobsPatchCall) Do

Do executes the "ml.projects.jobs.patch" call. Exactly one of *GoogleCloudMlV1__Job or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Job.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsPatchCall) Fields

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

func (*ProjectsJobsPatchCall) Header

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

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

func (*ProjectsJobsPatchCall) UpdateMask

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

UpdateMask sets the optional parameter "updateMask": Required. Specifies the path, relative to `Job`, of the field to update. To adopt etag mechanism, include `etag` field in the mask, and include the `etag` value in your job resource.

For example, to change the labels of a job, the `update_mask` parameter would be specified as `labels`, `etag`, and the `PATCH` request body would specify the new value, as follows:

{
  "labels": {
     "owner": "Google",
     "color": "Blue"
  }
  "etag": "33a64df551425fcc55e4d42a148795d9f25f89d4"
}

If `etag` matches the one on the server, the labels of the job will be replaced with the given ones, and the server end `etag` will be recalculated.

Currently the only supported update masks are `labels` and `etag`.

type ProjectsJobsService

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

func NewProjectsJobsService

func NewProjectsJobsService(s *Service) *ProjectsJobsService

func (*ProjectsJobsService) Cancel

func (r *ProjectsJobsService) Cancel(name string, googlecloudmlv1__canceljobrequest *GoogleCloudMlV1__CancelJobRequest) *ProjectsJobsCancelCall

Cancel: Cancels a running job.

func (*ProjectsJobsService) Create

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

Create: Creates a training or a batch prediction job.

func (*ProjectsJobsService) Get

Get: Describes a job.

func (*ProjectsJobsService) GetIamPolicy

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

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

func (*ProjectsJobsService) List

List: Lists the jobs in the project.

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

func (*ProjectsJobsService) Patch

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

Patch: Updates a specific job resource.

Currently the only supported fields to update are `labels`.

func (*ProjectsJobsService) SetIamPolicy

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

SetIamPolicy: Sets the access control policy on the specified resource. Replaces any existing policy.

func (*ProjectsJobsService) TestIamPermissions

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

TestIamPermissions: Returns permissions that a caller has on the specified resource. If the resource does not exist, this will return an empty set of permissions, not a NOT_FOUND error.

Note: This operation is designed to be used for building permission-aware UIs and command-line tools, not for authorization checking. This operation may "fail open" without warning.

type ProjectsJobsSetIamPolicyCall

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

func (*ProjectsJobsSetIamPolicyCall) Context

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

func (*ProjectsJobsSetIamPolicyCall) Do

Do executes the "ml.projects.jobs.setIamPolicy" call. Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__Policy.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsSetIamPolicyCall) Fields

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

func (*ProjectsJobsSetIamPolicyCall) Header

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

type ProjectsJobsTestIamPermissionsCall

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

func (*ProjectsJobsTestIamPermissionsCall) Context

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

func (*ProjectsJobsTestIamPermissionsCall) Do

Do executes the "ml.projects.jobs.testIamPermissions" call. Exactly one of *GoogleIamV1__TestIamPermissionsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__TestIamPermissionsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsJobsTestIamPermissionsCall) Fields

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

func (*ProjectsJobsTestIamPermissionsCall) Header

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

type ProjectsLocationsGetCall

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

func (*ProjectsLocationsGetCall) Context

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

func (*ProjectsLocationsGetCall) Do

Do executes the "ml.projects.locations.get" call. Exactly one of *GoogleCloudMlV1__Location or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Location.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsLocationsGetCall) Fields

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

func (*ProjectsLocationsGetCall) Header

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

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

func (*ProjectsLocationsGetCall) IfNoneMatch

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

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

type ProjectsLocationsListCall

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

func (*ProjectsLocationsListCall) Context

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

func (*ProjectsLocationsListCall) Do

Do executes the "ml.projects.locations.list" call. Exactly one of *GoogleCloudMlV1__ListLocationsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__ListLocationsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsLocationsListCall) Fields

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

func (*ProjectsLocationsListCall) Header

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

func (*ProjectsLocationsListCall) IfNoneMatch

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

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

func (*ProjectsLocationsListCall) PageSize

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

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

func (*ProjectsLocationsListCall) PageToken

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

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

func (*ProjectsLocationsListCall) Pages

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

type ProjectsLocationsService

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

func NewProjectsLocationsService

func NewProjectsLocationsService(s *Service) *ProjectsLocationsService

func (*ProjectsLocationsService) Get

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

func (*ProjectsLocationsService) List

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

type ProjectsModelsCreateCall

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

func (*ProjectsModelsCreateCall) Context

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

func (*ProjectsModelsCreateCall) Do

Do executes the "ml.projects.models.create" call. Exactly one of *GoogleCloudMlV1__Model or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Model.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsCreateCall) Fields

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

func (*ProjectsModelsCreateCall) Header

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

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

type ProjectsModelsDeleteCall

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

func (*ProjectsModelsDeleteCall) Context

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

func (*ProjectsModelsDeleteCall) Do

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

func (*ProjectsModelsDeleteCall) Fields

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

func (*ProjectsModelsDeleteCall) Header

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

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

type ProjectsModelsGetCall

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

func (*ProjectsModelsGetCall) Context

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

func (*ProjectsModelsGetCall) Do

Do executes the "ml.projects.models.get" call. Exactly one of *GoogleCloudMlV1__Model or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Model.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsGetCall) Fields

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

func (*ProjectsModelsGetCall) Header

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

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

func (*ProjectsModelsGetCall) IfNoneMatch

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

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

type ProjectsModelsGetIamPolicyCall

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

func (*ProjectsModelsGetIamPolicyCall) Context

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

func (*ProjectsModelsGetIamPolicyCall) Do

Do executes the "ml.projects.models.getIamPolicy" call. Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__Policy.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsGetIamPolicyCall) Fields

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

func (*ProjectsModelsGetIamPolicyCall) Header

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

func (*ProjectsModelsGetIamPolicyCall) IfNoneMatch

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

func (*ProjectsModelsGetIamPolicyCall) OptionsRequestedPolicyVersion

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

OptionsRequestedPolicyVersion sets the optional parameter "options.requestedPolicyVersion": The policy format version to be returned. Acceptable values are 0, 1, and 3. If the value is 0, or the field is omitted, policy format version 1 will be returned.

type ProjectsModelsListCall

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

func (*ProjectsModelsListCall) Context

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

func (*ProjectsModelsListCall) Do

Do executes the "ml.projects.models.list" call. Exactly one of *GoogleCloudMlV1__ListModelsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__ListModelsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsListCall) Fields

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

func (*ProjectsModelsListCall) Filter

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

func (*ProjectsModelsListCall) Header

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

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

func (*ProjectsModelsListCall) IfNoneMatch

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

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

func (*ProjectsModelsListCall) PageSize

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

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

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

func (*ProjectsModelsListCall) PageToken

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

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

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

func (*ProjectsModelsListCall) Pages

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

type ProjectsModelsPatchCall

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

func (*ProjectsModelsPatchCall) Context

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

func (*ProjectsModelsPatchCall) Do

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

func (*ProjectsModelsPatchCall) Fields

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

func (*ProjectsModelsPatchCall) Header

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

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

func (*ProjectsModelsPatchCall) UpdateMask

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

UpdateMask sets the optional parameter "updateMask": Required. Specifies the path, relative to `Model`, of the field to update.

For example, to change the description of a model to "foo" and set its default version to "version_1", the `update_mask` parameter would be specified as `description`, `default_version.name`, and the `PATCH` request body would specify the new value, as follows:

{
  "description": "foo",
  "defaultVersion": {
    "name":"version_1"
  }
}

Currently the supported update masks are `description` and `default_version.name`.

type ProjectsModelsService

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

func NewProjectsModelsService

func NewProjectsModelsService(s *Service) *ProjectsModelsService

func (*ProjectsModelsService) Create

func (r *ProjectsModelsService) Create(parent string, googlecloudmlv1__model *GoogleCloudMlV1__Model) *ProjectsModelsCreateCall

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

You must add at least one version before you can request predictions from the model. Add versions by calling [projects.models.versions.create](/ml-engine/reference/rest/v1 /projects.models.versions/create).

func (*ProjectsModelsService) Delete

Delete: Deletes a model.

You can only delete a model if there are no versions in it. You can delete versions by calling [projects.models.versions.delete](/ml-engine/reference/rest/v1 /projects.models.versions/delete).

func (*ProjectsModelsService) Get

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

func (*ProjectsModelsService) GetIamPolicy

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

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

func (*ProjectsModelsService) List

List: Lists the models in a project.

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

If there are no models that match the request parameters, the list request returns an empty response body: {}.

func (*ProjectsModelsService) Patch

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

Patch: Updates a specific model resource.

Currently the only supported fields to update are `description` and `default_version.name`.

func (*ProjectsModelsService) SetIamPolicy

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

SetIamPolicy: Sets the access control policy on the specified resource. Replaces any existing policy.

func (*ProjectsModelsService) TestIamPermissions

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

TestIamPermissions: Returns permissions that a caller has on the specified resource. If the resource does not exist, this will return an empty set of permissions, not a NOT_FOUND error.

Note: This operation is designed to be used for building permission-aware UIs and command-line tools, not for authorization checking. This operation may "fail open" without warning.

type ProjectsModelsSetIamPolicyCall

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

func (*ProjectsModelsSetIamPolicyCall) Context

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

func (*ProjectsModelsSetIamPolicyCall) Do

Do executes the "ml.projects.models.setIamPolicy" call. Exactly one of *GoogleIamV1__Policy or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__Policy.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsSetIamPolicyCall) Fields

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

func (*ProjectsModelsSetIamPolicyCall) Header

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

type ProjectsModelsTestIamPermissionsCall

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

func (*ProjectsModelsTestIamPermissionsCall) Context

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

func (*ProjectsModelsTestIamPermissionsCall) Do

Do executes the "ml.projects.models.testIamPermissions" call. Exactly one of *GoogleIamV1__TestIamPermissionsResponse or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleIamV1__TestIamPermissionsResponse.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsTestIamPermissionsCall) Fields

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

func (*ProjectsModelsTestIamPermissionsCall) Header

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

type ProjectsModelsVersionsCreateCall

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

func (*ProjectsModelsVersionsCreateCall) Context

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

func (*ProjectsModelsVersionsCreateCall) Do

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

func (*ProjectsModelsVersionsCreateCall) Fields

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

func (*ProjectsModelsVersionsCreateCall) Header

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

type ProjectsModelsVersionsDeleteCall

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

func (*ProjectsModelsVersionsDeleteCall) Context

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

func (*ProjectsModelsVersionsDeleteCall) Do

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

func (*ProjectsModelsVersionsDeleteCall) Fields

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

func (*ProjectsModelsVersionsDeleteCall) Header

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

type ProjectsModelsVersionsGetCall

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

func (*ProjectsModelsVersionsGetCall) Context

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

func (*ProjectsModelsVersionsGetCall) Do

Do executes the "ml.projects.models.versions.get" call. Exactly one of *GoogleCloudMlV1__Version or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Version.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsVersionsGetCall) Fields

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

func (*ProjectsModelsVersionsGetCall) Header

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

func (*ProjectsModelsVersionsGetCall) IfNoneMatch

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

type ProjectsModelsVersionsListCall

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

func (*ProjectsModelsVersionsListCall) Context

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

func (*ProjectsModelsVersionsListCall) Do

Do executes the "ml.projects.models.versions.list" call. Exactly one of *GoogleCloudMlV1__ListVersionsResponse or error will be non-nil. 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 information.

func (*ProjectsModelsVersionsListCall) Filter

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

func (*ProjectsModelsVersionsListCall) Header

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

func (*ProjectsModelsVersionsListCall) IfNoneMatch

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

func (*ProjectsModelsVersionsListCall) PageSize

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

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

func (*ProjectsModelsVersionsListCall) PageToken

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

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

func (*ProjectsModelsVersionsListCall) Pages

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

type 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. Any pending HTTP request will be aborted if the provided context is canceled.

func (*ProjectsModelsVersionsPatchCall) Do

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

func (*ProjectsModelsVersionsPatchCall) Fields

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

func (*ProjectsModelsVersionsPatchCall) Header

Header returns an http.Header that can be modified by the caller to add HTTP 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` and `autoScaling.minNodes`.

type ProjectsModelsVersionsService

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

func NewProjectsModelsVersionsService

func NewProjectsModelsVersionsService(s *Service) *ProjectsModelsVersionsService

func (*ProjectsModelsVersionsService) Create

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

If the version created in the cloud by this call is the first deployed version of the specified model, it will be made the default version of the model. When you add a version to a model that already has one or more versions, the default version does not automatically change. If you want a new version to be the default, you must call [projects.models.versions.setDefault](/ml-engine/reference/rest/v 1/projects.models.versions/setDefault).

func (*ProjectsModelsVersionsService) Delete

Delete: Deletes a model version.

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

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

func (*ProjectsModelsVersionsService) Get

Get: Gets information about a model version.

Models can have multiple versions. You can call [projects.models.versions.list](/ml-engine/reference/rest/v1/proj ects.models.versions/list) to get the same information that this method returns for all of the versions of a model.

func (*ProjectsModelsVersionsService) List

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

If you expect that a model has 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: {}.

func (*ProjectsModelsVersionsService) Patch

Patch: Updates the specified Version resource.

Currently the only update-able fields are `description` and `autoScaling.minNodes`.

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.

type ProjectsModelsVersionsSetDefaultCall

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

func (*ProjectsModelsVersionsSetDefaultCall) Context

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

func (*ProjectsModelsVersionsSetDefaultCall) Do

Do executes the "ml.projects.models.versions.setDefault" call. Exactly one of *GoogleCloudMlV1__Version or error will be non-nil. Any non-2xx status code is an error. Response headers are in either *GoogleCloudMlV1__Version.ServerResponse.Header or (if a response was returned at all) in error.(*googleapi.Error).Header. Use googleapi.IsNotModified to check whether the returned error was because http.StatusNotModified was returned.

func (*ProjectsModelsVersionsSetDefaultCall) Fields

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

func (*ProjectsModelsVersionsSetDefaultCall) Header

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

type ProjectsOperationsCancelCall

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

func (*ProjectsOperationsCancelCall) Context

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

func (*ProjectsOperationsCancelCall) Do

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

func (*ProjectsOperationsCancelCall) Fields

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

func (*ProjectsOperationsCancelCall) Header

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

type ProjectsOperationsGetCall

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

func (*ProjectsOperationsGetCall) Context

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

func (*ProjectsOperationsGetCall) Do

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

func (*ProjectsOperationsGetCall) Fields

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

func (*ProjectsOperationsGetCall) Header

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

func (*ProjectsOperationsGetCall) IfNoneMatch

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

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

type ProjectsOperationsListCall

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

func (*ProjectsOperationsListCall) Context

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

func (*ProjectsOperationsListCall) Do

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

func (*ProjectsOperationsListCall) Fields

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

func (*ProjectsOperationsListCall) Filter

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

func (*ProjectsOperationsListCall) Header

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

func (*ProjectsOperationsListCall) IfNoneMatch

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

func (*ProjectsOperationsListCall) PageSize

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

func (*ProjectsOperationsListCall) PageToken

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

func (*ProjectsOperationsListCall) Pages

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

type ProjectsOperationsService

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

func NewProjectsOperationsService

func NewProjectsOperationsService(s *Service) *ProjectsOperationsService

func (*ProjectsOperationsService) Cancel

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

The server

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

func (*ProjectsOperationsService) Get

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

func (*ProjectsOperationsService) List

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

NOTE: the `name` binding allows API services to override the binding to use different resource name schemes, such as `users/*/operations`. To override the binding, API services can add a binding such as "/v1/{name=users/*}/operations" to their service configuration. For backwards compatibility, the default name includes the operations collection id, however overriding users must ensure the name binding is the parent resource, without the operations collection id.

type ProjectsPredictCall

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

func (*ProjectsPredictCall) Context

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

func (*ProjectsPredictCall) Do

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

func (*ProjectsPredictCall) Fields

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

func (*ProjectsPredictCall) Header

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

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

type ProjectsService

type ProjectsService struct {
	Jobs *ProjectsJobsService

	Locations *ProjectsLocationsService

	Models *ProjectsModelsService

	Operations *ProjectsOperationsService
	// contains filtered or unexported fields
}

func NewProjectsService

func NewProjectsService(s *Service) *ProjectsService

func (*ProjectsService) GetConfig

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

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

func (*ProjectsService) Predict

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

Predict: Performs prediction on the data in the request. AI Platform implements a custom `predict` verb on top of an HTTP POST method. <p>For details of the request and response format, see the **guide to the [predict request format](/ml-engine/docs/v1/predict-request)**.

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

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

NewService creates a new Service.

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