Class BatchPredictionJob (2.3.0)

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

A job that uses a [Model][google.cloud.aiplatform.v1.BatchPredictionJob.model] to produce predictions on multiple [input instances][google.cloud.aiplatform.v1.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.V1

Assembly

Google.Cloud.AIPlatform.V1.dll

Constructors

BatchPredictionJob()

public BatchPredictionJob()

BatchPredictionJob(BatchPredictionJob)

public BatchPredictionJob(BatchPredictionJob other)
Parameter
NameDescription
otherBatchPredictionJob

Properties

BatchPredictionJobName

public BatchPredictionJobName BatchPredictionJobName { get; set; }

BatchPredictionJobName-typed view over the Name resource name property.

Property Value
TypeDescription
BatchPredictionJobName

CompletionStats

public CompletionStats CompletionStats { get; set; }

Output only. Statistics on completed and failed prediction instances.

Property Value
TypeDescription
CompletionStats

CreateTime

public Timestamp CreateTime { get; set; }

Output only. Time when the BatchPredictionJob was created.

Property Value
TypeDescription
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.v1.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
TypeDescription
BatchDedicatedResources

DisplayName

public string DisplayName { get; set; }

Required. The user-defined name of this BatchPredictionJob.

Property Value
TypeDescription
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
TypeDescription
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
TypeDescription
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
TypeDescription
Status

ExplanationSpec

public ExplanationSpec ExplanationSpec { get; set; }

Explanation configuration for this BatchPredictionJob. Can be specified only if [generate_explanation][google.cloud.aiplatform.v1.BatchPredictionJob.generate_explanation] is set to true.

This value overrides the value of [Model.explanation_spec][google.cloud.aiplatform.v1.Model.explanation_spec]. All fields of [explanation_spec][google.cloud.aiplatform.v1.BatchPredictionJob.explanation_spec] are optional in the request. If a field of the [explanation_spec][google.cloud.aiplatform.v1.BatchPredictionJob.explanation_spec] object is not populated, the corresponding field of the [Model.explanation_spec][google.cloud.aiplatform.v1.Model.explanation_spec] object is inherited.

Property Value
TypeDescription
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.v1.BatchPredictionJob.output_config] object:

  • bigquery: output includes a column named explanation. The value is a struct that conforms to the [Explanation][google.cloud.aiplatform.v1.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.v1.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.v1.Model.explanation_spec] or [explanation_spec][google.cloud.aiplatform.v1.BatchPredictionJob.explanation_spec] must be populated.

Property Value
TypeDescription
Boolean

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.v1.BatchPredictionJob.model] [PredictSchemata's][google.cloud.aiplatform.v1.Model.predict_schemata] [instance_schema_uri][google.cloud.aiplatform.v1.PredictSchemata.instance_schema_uri].

Property Value
TypeDescription
BatchPredictionJob.Types.InputConfig

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
TypeDescription
MapField<String, String>

ManualBatchTuningParameters

public ManualBatchTuningParameters ManualBatchTuningParameters { get; set; }

Immutable. Parameters configuring the batch behavior. Currently only applicable when [dedicated_resources][google.cloud.aiplatform.v1.BatchPredictionJob.dedicated_resources] are used (in other cases Vertex AI does the tuning itself).

Property Value
TypeDescription
ManualBatchTuningParameters

Model

public string Model { get; set; }

The name of the Model resoure 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, if no version is specified, the default version will be used.

Property Value
TypeDescription
String

ModelAsModelName

public ModelName ModelAsModelName { get; set; }

ModelName-typed view over the Model resource name property.

Property Value
TypeDescription
ModelName

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.v1.BatchPredictionJob.model] [PredictSchemata's][google.cloud.aiplatform.v1.Model.predict_schemata] [parameters_schema_uri][google.cloud.aiplatform.v1.PredictSchemata.parameters_schema_uri].

Property Value
TypeDescription
Value

ModelVersionId

public string ModelVersionId { get; set; }

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

Property Value
TypeDescription
String

Name

public string Name { get; set; }

Output only. Resource name of the BatchPredictionJob.

Property Value
TypeDescription
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.v1.BatchPredictionJob.model] [PredictSchemata's][google.cloud.aiplatform.v1.Model.predict_schemata] [instance_schema_uri][google.cloud.aiplatform.v1.PredictSchemata.instance_schema_uri] and [prediction_schema_uri][google.cloud.aiplatform.v1.PredictSchemata.prediction_schema_uri].

Property Value
TypeDescription
BatchPredictionJob.Types.OutputConfig

OutputInfo

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

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

Property Value
TypeDescription
BatchPredictionJob.Types.OutputInfo

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 GCP error details.

Property Value
TypeDescription
RepeatedField<Status>

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
TypeDescription
ResourcesConsumed

StartTime

public Timestamp StartTime { get; set; }

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

Property Value
TypeDescription
Timestamp

State

public JobState State { get; set; }

Output only. The detailed state of the job.

Property Value
TypeDescription
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
TypeDescription
UnmanagedContainerModel

UpdateTime

public Timestamp UpdateTime { get; set; }

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

Property Value
TypeDescription
Timestamp