Cloud AI Platform v1beta1 API - Class BatchPredictionJob (1.0.0-beta01) 

public sealed class BatchPredictionJob : IMessage<BatchPredictionJob>, IEquatable<BatchPredictionJob>, IDeepCloneable<BatchPredictionJob>, IBufferMessage, IMessage

Reference documentation and code samples for the Cloud AI Platform v1beta1 API class BatchPredictionJob.

A job that uses a [Model][google.cloud.aiplatform.v1beta1.BatchPredictionJob.model] to produce predictions on multiple [input instances][google.cloud.aiplatform.v1beta1.BatchPredictionJob.input_config]. If predictions for significant portion of the instances fail, the job may finish without attempting predictions for all remaining instances.

Inheritance

object > BatchPredictionJob

Namespace

Google.Cloud.AIPlatform.V1Beta1

Assembly

Google.Cloud.AIPlatform.V1Beta1.dll

Constructors

BatchPredictionJob()

public BatchPredictionJob()

BatchPredictionJob(BatchPredictionJob)

public BatchPredictionJob(BatchPredictionJob other)
Parameter
Name Description
other BatchPredictionJob

Properties

BatchPredictionJobName

public BatchPredictionJobName BatchPredictionJobName { get; set; }

BatchPredictionJobName-typed view over the Name resource name property.

Property Value
Type Description
BatchPredictionJobName

CompletionStats

public CompletionStats CompletionStats { get; set; }

Output only. Statistics on completed and failed prediction instances.

Property Value
Type Description
CompletionStats

CreateTime

public Timestamp CreateTime { get; set; }

Output only. Time when the BatchPredictionJob was created.

Property Value
Type Description
Timestamp

DedicatedResources

public BatchDedicatedResources DedicatedResources { get; set; }

The config of resources used by the Model during the batch prediction. If the Model [supports][google.cloud.aiplatform.v1beta1.Model.supported_deployment_resources_types] DEDICATED_RESOURCES this config may be provided (and the job will use these resources), if the Model doesn't support AUTOMATIC_RESOURCES, this config must be provided.

Property Value
Type Description
BatchDedicatedResources

DisableContainerLogging

public bool DisableContainerLogging { get; set; }

For custom-trained Models and AutoML Tabular Models, the container of the DeployedModel instances will send stderr and stdout streams to Cloud Logging by default. Please note that the logs incur cost, which are subject to Cloud Logging pricing.

User can disable container logging by setting this flag to true.

Property Value
Type Description
bool

DisplayName

public string DisplayName { get; set; }

Required. The user-defined name of this BatchPredictionJob.

Property Value
Type Description
string

EncryptionSpec

public EncryptionSpec EncryptionSpec { get; set; }

Customer-managed encryption key options for a BatchPredictionJob. If this is set, then all resources created by the BatchPredictionJob will be encrypted with the provided encryption key.

Property Value
Type Description
EncryptionSpec

EndTime

public Timestamp EndTime { get; set; }

Output only. Time when the BatchPredictionJob entered any of the following states: JOB_STATE_SUCCEEDED, JOB_STATE_FAILED, JOB_STATE_CANCELLED.

Property Value
Type Description
Timestamp

Error

public Status Error { get; set; }

Output only. Only populated when the job's state is JOB_STATE_FAILED or JOB_STATE_CANCELLED.

Property Value
Type Description
Status

ExplanationSpec

public ExplanationSpec ExplanationSpec { get; set; }

Explanation configuration for this BatchPredictionJob. Can be specified only if [generate_explanation][google.cloud.aiplatform.v1beta1.BatchPredictionJob.generate_explanation] is set to true.

This value overrides the value of [Model.explanation_spec][google.cloud.aiplatform.v1beta1.Model.explanation_spec]. All fields of [explanation_spec][google.cloud.aiplatform.v1beta1.BatchPredictionJob.explanation_spec] are optional in the request. If a field of the [explanation_spec][google.cloud.aiplatform.v1beta1.BatchPredictionJob.explanation_spec] object is not populated, the corresponding field of the [Model.explanation_spec][google.cloud.aiplatform.v1beta1.Model.explanation_spec] object is inherited.

Property Value
Type Description
ExplanationSpec

GenerateExplanation

public bool GenerateExplanation { get; set; }

Generate explanation with the batch prediction results.

When set to true, the batch prediction output changes based on the predictions_format field of the [BatchPredictionJob.output_config][google.cloud.aiplatform.v1beta1.BatchPredictionJob.output_config] object:

  • bigquery: output includes a column named explanation. The value is a struct that conforms to the [Explanation][google.cloud.aiplatform.v1beta1.Explanation] object.
  • jsonl: The JSON objects on each line include an additional entry keyed explanation. The value of the entry is a JSON object that conforms to the [Explanation][google.cloud.aiplatform.v1beta1.Explanation] object.
  • csv: Generating explanations for CSV format is not supported.

If this field is set to true, either the [Model.explanation_spec][google.cloud.aiplatform.v1beta1.Model.explanation_spec] or [explanation_spec][google.cloud.aiplatform.v1beta1.BatchPredictionJob.explanation_spec] must be populated.

Property Value
Type Description
bool

InputConfig

public BatchPredictionJob.Types.InputConfig InputConfig { get; set; }

Required. Input configuration of the instances on which predictions are performed. The schema of any single instance may be specified via the [Model's][google.cloud.aiplatform.v1beta1.BatchPredictionJob.model] [PredictSchemata's][google.cloud.aiplatform.v1beta1.Model.predict_schemata] [instance_schema_uri][google.cloud.aiplatform.v1beta1.PredictSchemata.instance_schema_uri].

Property Value
Type Description
BatchPredictionJobTypesInputConfig

InstanceConfig

public BatchPredictionJob.Types.InstanceConfig InstanceConfig { get; set; }

Configuration for how to convert batch prediction input instances to the prediction instances that are sent to the Model.

Property Value
Type Description
BatchPredictionJobTypesInstanceConfig

Labels

public MapField<string, string> Labels { get; }

The labels with user-defined metadata to organize BatchPredictionJobs.

Label keys and values can be no longer than 64 characters (Unicode codepoints), can only contain lowercase letters, numeric characters, underscores and dashes. International characters are allowed.

See https://goo.gl/xmQnxf for more information and examples of labels.

Property Value
Type Description
MapFieldstringstring

ManualBatchTuningParameters

public ManualBatchTuningParameters ManualBatchTuningParameters { get; set; }

Immutable. Parameters configuring the batch behavior. Currently only applicable when [dedicated_resources][google.cloud.aiplatform.v1beta1.BatchPredictionJob.dedicated_resources] are used (in other cases Vertex AI does the tuning itself).

Property Value
Type Description
ManualBatchTuningParameters

Model

public string Model { get; set; }

The name of the Model resource that produces the predictions via this job, must share the same ancestor Location. Starting this job has no impact on any existing deployments of the Model and their resources. Exactly one of model and unmanaged_container_model must be set.

The model resource name may contain version id or version alias to specify the version. Example: projects/{project}/locations/{location}/models/{model}@2 or projects/{project}/locations/{location}/models/{model}@golden if no version is specified, the default version will be deployed.

The model resource could also be a publisher model. Example: publishers/{publisher}/models/{model} or projects/{project}/locations/{location}/publishers/{publisher}/models/{model}

Property Value
Type Description
string

ModelAsModelName

public ModelName ModelAsModelName { get; set; }

ModelName-typed view over the Model resource name property.

Property Value
Type Description
ModelName

ModelMonitoringConfig

public ModelMonitoringConfig ModelMonitoringConfig { get; set; }

Model monitoring config will be used for analysis model behaviors, based on the input and output to the batch prediction job, as well as the provided training dataset.

Property Value
Type Description
ModelMonitoringConfig

ModelMonitoringStatsAnomalies

public RepeatedField<ModelMonitoringStatsAnomalies> ModelMonitoringStatsAnomalies { get; }

Get batch prediction job monitoring statistics.

Property Value
Type Description
RepeatedFieldModelMonitoringStatsAnomalies

ModelMonitoringStatus

public Status ModelMonitoringStatus { get; set; }

Output only. The running status of the model monitoring pipeline.

Property Value
Type Description
Status

ModelParameters

public Value ModelParameters { get; set; }

The parameters that govern the predictions. The schema of the parameters may be specified via the [Model's][google.cloud.aiplatform.v1beta1.BatchPredictionJob.model] [PredictSchemata's][google.cloud.aiplatform.v1beta1.Model.predict_schemata] [parameters_schema_uri][google.cloud.aiplatform.v1beta1.PredictSchemata.parameters_schema_uri].

Property Value
Type Description
Value

ModelVersionId

public string ModelVersionId { get; set; }

Output only. The version ID of the Model that produces the predictions via this job.

Property Value
Type Description
string

Name

public string Name { get; set; }

Output only. Resource name of the BatchPredictionJob.

Property Value
Type Description
string

OutputConfig

public BatchPredictionJob.Types.OutputConfig OutputConfig { get; set; }

Required. The Configuration specifying where output predictions should be written. The schema of any single prediction may be specified as a concatenation of [Model's][google.cloud.aiplatform.v1beta1.BatchPredictionJob.model] [PredictSchemata's][google.cloud.aiplatform.v1beta1.Model.predict_schemata] [instance_schema_uri][google.cloud.aiplatform.v1beta1.PredictSchemata.instance_schema_uri] and [prediction_schema_uri][google.cloud.aiplatform.v1beta1.PredictSchemata.prediction_schema_uri].

Property Value
Type Description
BatchPredictionJobTypesOutputConfig

OutputInfo

public BatchPredictionJob.Types.OutputInfo OutputInfo { get; set; }

Output only. Information further describing the output of this job.

Property Value
Type Description
BatchPredictionJobTypesOutputInfo

PartialFailures

public RepeatedField<Status> PartialFailures { get; }

Output only. Partial failures encountered. For example, single files that can't be read. This field never exceeds 20 entries. Status details fields contain standard Google Cloud error details.

Property Value
Type Description
RepeatedFieldStatus

ResourcesConsumed

public ResourcesConsumed ResourcesConsumed { get; set; }

Output only. Information about resources that had been consumed by this job. Provided in real time at best effort basis, as well as a final value once the job completes.

Note: This field currently may be not populated for batch predictions that use AutoML Models.

Property Value
Type Description
ResourcesConsumed

SatisfiesPzi

public bool SatisfiesPzi { get; set; }

Output only. Reserved for future use.

Property Value
Type Description
bool

SatisfiesPzs

public bool SatisfiesPzs { get; set; }

Output only. Reserved for future use.

Property Value
Type Description
bool

ServiceAccount

public string ServiceAccount { get; set; }

The service account that the DeployedModel's container runs as. If not specified, a system generated one will be used, which has minimal permissions and the custom container, if used, may not have enough permission to access other Google Cloud resources.

Users deploying the Model must have the iam.serviceAccounts.actAs permission on this service account.

Property Value
Type Description
string

StartTime

public Timestamp StartTime { get; set; }

Output only. Time when the BatchPredictionJob for the first time entered the JOB_STATE_RUNNING state.

Property Value
Type Description
Timestamp

State

public JobState State { get; set; }

Output only. The detailed state of the job.

Property Value
Type Description
JobState

UnmanagedContainerModel

public UnmanagedContainerModel UnmanagedContainerModel { get; set; }

Contains model information necessary to perform batch prediction without requiring uploading to model registry. Exactly one of model and unmanaged_container_model must be set.

Property Value
Type Description
UnmanagedContainerModel

UpdateTime

public Timestamp UpdateTime { get; set; }

Output only. Time when the BatchPredictionJob was most recently updated.

Property Value
Type Description
Timestamp