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Update Inference Component

sagemaker_update_inference_component R Documentation

Updates an inference component

Description

Updates an inference component.

Usage

sagemaker_update_inference_component(InferenceComponentName,
  Specification, Specifications, RuntimeConfig, DeploymentConfig)

Arguments

InferenceComponentName

[required] The name of the inference component.

Specification

Details about the resources to deploy with this inference component, including the model, container, and compute resources.

Specifications

A list of specification objects for the inference component, one per instance type. Use this parameter when you want to specify different model or resource configurations for the inference component on each instance type. You can use either this parameter or the singular Specification parameter, but not both.

RuntimeConfig

Runtime settings for a model that is deployed with an inference component.

DeploymentConfig

The deployment configuration for the inference component. The configuration contains the desired deployment strategy and rollback settings.

Value

A list with the following syntax:

list(
  InferenceComponentArn = "string"
)

Request syntax

svc$update_inference_component(
  InferenceComponentName = "string",
  Specification = list(
    InstanceType = "ml.t2.medium"|"ml.t2.large"|"ml.t2.xlarge"|"ml.t2.2xlarge"|"ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.m5d.large"|"ml.m5d.xlarge"|"ml.m5d.2xlarge"|"ml.m5d.4xlarge"|"ml.m5d.12xlarge"|"ml.m5d.24xlarge"|"ml.c4.large"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.large"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5d.large"|"ml.c5d.xlarge"|"ml.c5d.2xlarge"|"ml.c5d.4xlarge"|"ml.c5d.9xlarge"|"ml.c5d.18xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.12xlarge"|"ml.r5.24xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.12xlarge"|"ml.r5d.24xlarge"|"ml.inf1.xlarge"|"ml.inf1.2xlarge"|"ml.inf1.6xlarge"|"ml.inf1.24xlarge"|"ml.dl1.24xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.12xlarge"|"ml.g6.16xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.r8g.medium"|"ml.r8g.large"|"ml.r8g.xlarge"|"ml.r8g.2xlarge"|"ml.r8g.4xlarge"|"ml.r8g.8xlarge"|"ml.r8g.12xlarge"|"ml.r8g.16xlarge"|"ml.r8g.24xlarge"|"ml.r8g.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.12xlarge"|"ml.g6e.16xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.p4d.24xlarge"|"ml.c7g.large"|"ml.c7g.xlarge"|"ml.c7g.2xlarge"|"ml.c7g.4xlarge"|"ml.c7g.8xlarge"|"ml.c7g.12xlarge"|"ml.c7g.16xlarge"|"ml.m6g.large"|"ml.m6g.xlarge"|"ml.m6g.2xlarge"|"ml.m6g.4xlarge"|"ml.m6g.8xlarge"|"ml.m6g.12xlarge"|"ml.m6g.16xlarge"|"ml.m6gd.large"|"ml.m6gd.xlarge"|"ml.m6gd.2xlarge"|"ml.m6gd.4xlarge"|"ml.m6gd.8xlarge"|"ml.m6gd.12xlarge"|"ml.m6gd.16xlarge"|"ml.c6g.large"|"ml.c6g.xlarge"|"ml.c6g.2xlarge"|"ml.c6g.4xlarge"|"ml.c6g.8xlarge"|"ml.c6g.12xlarge"|"ml.c6g.16xlarge"|"ml.c6gd.large"|"ml.c6gd.xlarge"|"ml.c6gd.2xlarge"|"ml.c6gd.4xlarge"|"ml.c6gd.8xlarge"|"ml.c6gd.12xlarge"|"ml.c6gd.16xlarge"|"ml.c6gn.large"|"ml.c6gn.xlarge"|"ml.c6gn.2xlarge"|"ml.c6gn.4xlarge"|"ml.c6gn.8xlarge"|"ml.c6gn.12xlarge"|"ml.c6gn.16xlarge"|"ml.r6g.large"|"ml.r6g.xlarge"|"ml.r6g.2xlarge"|"ml.r6g.4xlarge"|"ml.r6g.8xlarge"|"ml.r6g.12xlarge"|"ml.r6g.16xlarge"|"ml.r6gd.large"|"ml.r6gd.xlarge"|"ml.r6gd.2xlarge"|"ml.r6gd.4xlarge"|"ml.r6gd.8xlarge"|"ml.r6gd.12xlarge"|"ml.r6gd.16xlarge"|"ml.p4de.24xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.inf2.xlarge"|"ml.inf2.8xlarge"|"ml.inf2.24xlarge"|"ml.inf2.48xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.c8g.medium"|"ml.c8g.large"|"ml.c8g.xlarge"|"ml.c8g.2xlarge"|"ml.c8g.4xlarge"|"ml.c8g.8xlarge"|"ml.c8g.12xlarge"|"ml.c8g.16xlarge"|"ml.c8g.24xlarge"|"ml.c8g.48xlarge"|"ml.r7gd.medium"|"ml.r7gd.large"|"ml.r7gd.xlarge"|"ml.r7gd.2xlarge"|"ml.r7gd.4xlarge"|"ml.r7gd.8xlarge"|"ml.r7gd.12xlarge"|"ml.r7gd.16xlarge"|"ml.m8g.medium"|"ml.m8g.large"|"ml.m8g.xlarge"|"ml.m8g.2xlarge"|"ml.m8g.4xlarge"|"ml.m8g.8xlarge"|"ml.m8g.12xlarge"|"ml.m8g.16xlarge"|"ml.m8g.24xlarge"|"ml.m8g.48xlarge"|"ml.c6in.large"|"ml.c6in.xlarge"|"ml.c6in.2xlarge"|"ml.c6in.4xlarge"|"ml.c6in.8xlarge"|"ml.c6in.12xlarge"|"ml.c6in.16xlarge"|"ml.c6in.24xlarge"|"ml.c6in.32xlarge"|"ml.p6-b200.48xlarge"|"ml.p6-b300.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge",
    ModelName = "string",
    Container = list(
      Image = "string",
      ArtifactUrl = "string",
      Environment = list(
        "string"
      )
    ),
    StartupParameters = list(
      ModelDataDownloadTimeoutInSeconds = 123,
      ContainerStartupHealthCheckTimeoutInSeconds = 123
    ),
    ComputeResourceRequirements = list(
      NumberOfCpuCoresRequired = 123.0,
      NumberOfAcceleratorDevicesRequired = 123.0,
      MinMemoryRequiredInMb = 123,
      MaxMemoryRequiredInMb = 123
    ),
    BaseInferenceComponentName = "string",
    DataCacheConfig = list(
      EnableCaching = TRUE|FALSE
    ),
    SchedulingConfig = list(
      PlacementStrategy = "SPREAD"|"BINPACK",
      AvailabilityZoneBalance = list(
        EnforcementMode = "PERMISSIVE",
        MaxImbalance = 123
      )
    )
  ),
  Specifications = list(
    list(
      InstanceType = "ml.t2.medium"|"ml.t2.large"|"ml.t2.xlarge"|"ml.t2.2xlarge"|"ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.m5d.large"|"ml.m5d.xlarge"|"ml.m5d.2xlarge"|"ml.m5d.4xlarge"|"ml.m5d.12xlarge"|"ml.m5d.24xlarge"|"ml.c4.large"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.large"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5d.large"|"ml.c5d.xlarge"|"ml.c5d.2xlarge"|"ml.c5d.4xlarge"|"ml.c5d.9xlarge"|"ml.c5d.18xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.12xlarge"|"ml.r5.24xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.12xlarge"|"ml.r5d.24xlarge"|"ml.inf1.xlarge"|"ml.inf1.2xlarge"|"ml.inf1.6xlarge"|"ml.inf1.24xlarge"|"ml.dl1.24xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.12xlarge"|"ml.g6.16xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.r8g.medium"|"ml.r8g.large"|"ml.r8g.xlarge"|"ml.r8g.2xlarge"|"ml.r8g.4xlarge"|"ml.r8g.8xlarge"|"ml.r8g.12xlarge"|"ml.r8g.16xlarge"|"ml.r8g.24xlarge"|"ml.r8g.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.12xlarge"|"ml.g6e.16xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.p4d.24xlarge"|"ml.c7g.large"|"ml.c7g.xlarge"|"ml.c7g.2xlarge"|"ml.c7g.4xlarge"|"ml.c7g.8xlarge"|"ml.c7g.12xlarge"|"ml.c7g.16xlarge"|"ml.m6g.large"|"ml.m6g.xlarge"|"ml.m6g.2xlarge"|"ml.m6g.4xlarge"|"ml.m6g.8xlarge"|"ml.m6g.12xlarge"|"ml.m6g.16xlarge"|"ml.m6gd.large"|"ml.m6gd.xlarge"|"ml.m6gd.2xlarge"|"ml.m6gd.4xlarge"|"ml.m6gd.8xlarge"|"ml.m6gd.12xlarge"|"ml.m6gd.16xlarge"|"ml.c6g.large"|"ml.c6g.xlarge"|"ml.c6g.2xlarge"|"ml.c6g.4xlarge"|"ml.c6g.8xlarge"|"ml.c6g.12xlarge"|"ml.c6g.16xlarge"|"ml.c6gd.large"|"ml.c6gd.xlarge"|"ml.c6gd.2xlarge"|"ml.c6gd.4xlarge"|"ml.c6gd.8xlarge"|"ml.c6gd.12xlarge"|"ml.c6gd.16xlarge"|"ml.c6gn.large"|"ml.c6gn.xlarge"|"ml.c6gn.2xlarge"|"ml.c6gn.4xlarge"|"ml.c6gn.8xlarge"|"ml.c6gn.12xlarge"|"ml.c6gn.16xlarge"|"ml.r6g.large"|"ml.r6g.xlarge"|"ml.r6g.2xlarge"|"ml.r6g.4xlarge"|"ml.r6g.8xlarge"|"ml.r6g.12xlarge"|"ml.r6g.16xlarge"|"ml.r6gd.large"|"ml.r6gd.xlarge"|"ml.r6gd.2xlarge"|"ml.r6gd.4xlarge"|"ml.r6gd.8xlarge"|"ml.r6gd.12xlarge"|"ml.r6gd.16xlarge"|"ml.p4de.24xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.inf2.xlarge"|"ml.inf2.8xlarge"|"ml.inf2.24xlarge"|"ml.inf2.48xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.c8g.medium"|"ml.c8g.large"|"ml.c8g.xlarge"|"ml.c8g.2xlarge"|"ml.c8g.4xlarge"|"ml.c8g.8xlarge"|"ml.c8g.12xlarge"|"ml.c8g.16xlarge"|"ml.c8g.24xlarge"|"ml.c8g.48xlarge"|"ml.r7gd.medium"|"ml.r7gd.large"|"ml.r7gd.xlarge"|"ml.r7gd.2xlarge"|"ml.r7gd.4xlarge"|"ml.r7gd.8xlarge"|"ml.r7gd.12xlarge"|"ml.r7gd.16xlarge"|"ml.m8g.medium"|"ml.m8g.large"|"ml.m8g.xlarge"|"ml.m8g.2xlarge"|"ml.m8g.4xlarge"|"ml.m8g.8xlarge"|"ml.m8g.12xlarge"|"ml.m8g.16xlarge"|"ml.m8g.24xlarge"|"ml.m8g.48xlarge"|"ml.c6in.large"|"ml.c6in.xlarge"|"ml.c6in.2xlarge"|"ml.c6in.4xlarge"|"ml.c6in.8xlarge"|"ml.c6in.12xlarge"|"ml.c6in.16xlarge"|"ml.c6in.24xlarge"|"ml.c6in.32xlarge"|"ml.p6-b200.48xlarge"|"ml.p6-b300.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge",
      ModelName = "string",
      Container = list(
        Image = "string",
        ArtifactUrl = "string",
        Environment = list(
          "string"
        )
      ),
      StartupParameters = list(
        ModelDataDownloadTimeoutInSeconds = 123,
        ContainerStartupHealthCheckTimeoutInSeconds = 123
      ),
      ComputeResourceRequirements = list(
        NumberOfCpuCoresRequired = 123.0,
        NumberOfAcceleratorDevicesRequired = 123.0,
        MinMemoryRequiredInMb = 123,
        MaxMemoryRequiredInMb = 123
      ),
      BaseInferenceComponentName = "string",
      DataCacheConfig = list(
        EnableCaching = TRUE|FALSE
      ),
      SchedulingConfig = list(
        PlacementStrategy = "SPREAD"|"BINPACK",
        AvailabilityZoneBalance = list(
          EnforcementMode = "PERMISSIVE",
          MaxImbalance = 123
        )
      )
    )
  ),
  RuntimeConfig = list(
    CopyCount = 123
  ),
  DeploymentConfig = list(
    RollingUpdatePolicy = list(
      MaximumBatchSize = list(
        Type = "COPY_COUNT"|"CAPACITY_PERCENT",
        Value = 123
      ),
      WaitIntervalInSeconds = 123,
      MaximumExecutionTimeoutInSeconds = 123,
      RollbackMaximumBatchSize = list(
        Type = "COPY_COUNT"|"CAPACITY_PERCENT",
        Value = 123
      )
    ),
    AutoRollbackConfiguration = list(
      Alarms = list(
        list(
          AlarmName = "string"
        )
      )
    )
  )
)