amazonka-sagemaker-2.0: gen/Amazonka/SageMaker/Types/ProcessingClusterConfig.hs
{-# LANGUAGE DeriveGeneric #-}
{-# LANGUAGE DuplicateRecordFields #-}
{-# LANGUAGE NamedFieldPuns #-}
{-# LANGUAGE OverloadedStrings #-}
{-# LANGUAGE RecordWildCards #-}
{-# LANGUAGE StrictData #-}
{-# LANGUAGE NoImplicitPrelude #-}
{-# OPTIONS_GHC -fno-warn-unused-imports #-}
{-# OPTIONS_GHC -fno-warn-unused-matches #-}
-- Derived from AWS service descriptions, licensed under Apache 2.0.
-- |
-- Module : Amazonka.SageMaker.Types.ProcessingClusterConfig
-- Copyright : (c) 2013-2023 Brendan Hay
-- License : Mozilla Public License, v. 2.0.
-- Maintainer : Brendan Hay
-- Stability : auto-generated
-- Portability : non-portable (GHC extensions)
module Amazonka.SageMaker.Types.ProcessingClusterConfig where
import qualified Amazonka.Core as Core
import qualified Amazonka.Core.Lens.Internal as Lens
import qualified Amazonka.Data as Data
import qualified Amazonka.Prelude as Prelude
import Amazonka.SageMaker.Types.ProcessingInstanceType
-- | Configuration for the cluster used to run a processing job.
--
-- /See:/ 'newProcessingClusterConfig' smart constructor.
data ProcessingClusterConfig = ProcessingClusterConfig'
{ -- | The Amazon Web Services Key Management Service (Amazon Web Services KMS)
-- key that Amazon SageMaker uses to encrypt data on the storage volume
-- attached to the ML compute instance(s) that run the processing job.
--
-- Certain Nitro-based instances include local storage, dependent on the
-- instance type. Local storage volumes are encrypted using a hardware
-- module on the instance. You can\'t request a @VolumeKmsKeyId@ when using
-- an instance type with local storage.
--
-- For a list of instance types that support local instance storage, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/InstanceStorage.html#instance-store-volumes Instance Store Volumes>.
--
-- For more information about local instance storage encryption, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ssd-instance-store.html SSD Instance Store Volumes>.
volumeKmsKeyId :: Prelude.Maybe Prelude.Text,
-- | The number of ML compute instances to use in the processing job. For
-- distributed processing jobs, specify a value greater than 1. The default
-- value is 1.
instanceCount :: Prelude.Natural,
-- | The ML compute instance type for the processing job.
instanceType :: ProcessingInstanceType,
-- | The size of the ML storage volume in gigabytes that you want to
-- provision. You must specify sufficient ML storage for your scenario.
--
-- Certain Nitro-based instances include local storage with a fixed total
-- size, dependent on the instance type. When using these instances for
-- processing, Amazon SageMaker mounts the local instance storage instead
-- of Amazon EBS gp2 storage. You can\'t request a @VolumeSizeInGB@ greater
-- than the total size of the local instance storage.
--
-- For a list of instance types that support local instance storage,
-- including the total size per instance type, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/InstanceStorage.html#instance-store-volumes Instance Store Volumes>.
volumeSizeInGB :: Prelude.Natural
}
deriving (Prelude.Eq, Prelude.Read, Prelude.Show, Prelude.Generic)
-- |
-- Create a value of 'ProcessingClusterConfig' with all optional fields omitted.
--
-- Use <https://hackage.haskell.org/package/generic-lens generic-lens> or <https://hackage.haskell.org/package/optics optics> to modify other optional fields.
--
-- The following record fields are available, with the corresponding lenses provided
-- for backwards compatibility:
--
-- 'volumeKmsKeyId', 'processingClusterConfig_volumeKmsKeyId' - The Amazon Web Services Key Management Service (Amazon Web Services KMS)
-- key that Amazon SageMaker uses to encrypt data on the storage volume
-- attached to the ML compute instance(s) that run the processing job.
--
-- Certain Nitro-based instances include local storage, dependent on the
-- instance type. Local storage volumes are encrypted using a hardware
-- module on the instance. You can\'t request a @VolumeKmsKeyId@ when using
-- an instance type with local storage.
--
-- For a list of instance types that support local instance storage, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/InstanceStorage.html#instance-store-volumes Instance Store Volumes>.
--
-- For more information about local instance storage encryption, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ssd-instance-store.html SSD Instance Store Volumes>.
--
-- 'instanceCount', 'processingClusterConfig_instanceCount' - The number of ML compute instances to use in the processing job. For
-- distributed processing jobs, specify a value greater than 1. The default
-- value is 1.
--
-- 'instanceType', 'processingClusterConfig_instanceType' - The ML compute instance type for the processing job.
--
-- 'volumeSizeInGB', 'processingClusterConfig_volumeSizeInGB' - The size of the ML storage volume in gigabytes that you want to
-- provision. You must specify sufficient ML storage for your scenario.
--
-- Certain Nitro-based instances include local storage with a fixed total
-- size, dependent on the instance type. When using these instances for
-- processing, Amazon SageMaker mounts the local instance storage instead
-- of Amazon EBS gp2 storage. You can\'t request a @VolumeSizeInGB@ greater
-- than the total size of the local instance storage.
--
-- For a list of instance types that support local instance storage,
-- including the total size per instance type, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/InstanceStorage.html#instance-store-volumes Instance Store Volumes>.
newProcessingClusterConfig ::
-- | 'instanceCount'
Prelude.Natural ->
-- | 'instanceType'
ProcessingInstanceType ->
-- | 'volumeSizeInGB'
Prelude.Natural ->
ProcessingClusterConfig
newProcessingClusterConfig
pInstanceCount_
pInstanceType_
pVolumeSizeInGB_ =
ProcessingClusterConfig'
{ volumeKmsKeyId =
Prelude.Nothing,
instanceCount = pInstanceCount_,
instanceType = pInstanceType_,
volumeSizeInGB = pVolumeSizeInGB_
}
-- | The Amazon Web Services Key Management Service (Amazon Web Services KMS)
-- key that Amazon SageMaker uses to encrypt data on the storage volume
-- attached to the ML compute instance(s) that run the processing job.
--
-- Certain Nitro-based instances include local storage, dependent on the
-- instance type. Local storage volumes are encrypted using a hardware
-- module on the instance. You can\'t request a @VolumeKmsKeyId@ when using
-- an instance type with local storage.
--
-- For a list of instance types that support local instance storage, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/InstanceStorage.html#instance-store-volumes Instance Store Volumes>.
--
-- For more information about local instance storage encryption, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ssd-instance-store.html SSD Instance Store Volumes>.
processingClusterConfig_volumeKmsKeyId :: Lens.Lens' ProcessingClusterConfig (Prelude.Maybe Prelude.Text)
processingClusterConfig_volumeKmsKeyId = Lens.lens (\ProcessingClusterConfig' {volumeKmsKeyId} -> volumeKmsKeyId) (\s@ProcessingClusterConfig' {} a -> s {volumeKmsKeyId = a} :: ProcessingClusterConfig)
-- | The number of ML compute instances to use in the processing job. For
-- distributed processing jobs, specify a value greater than 1. The default
-- value is 1.
processingClusterConfig_instanceCount :: Lens.Lens' ProcessingClusterConfig Prelude.Natural
processingClusterConfig_instanceCount = Lens.lens (\ProcessingClusterConfig' {instanceCount} -> instanceCount) (\s@ProcessingClusterConfig' {} a -> s {instanceCount = a} :: ProcessingClusterConfig)
-- | The ML compute instance type for the processing job.
processingClusterConfig_instanceType :: Lens.Lens' ProcessingClusterConfig ProcessingInstanceType
processingClusterConfig_instanceType = Lens.lens (\ProcessingClusterConfig' {instanceType} -> instanceType) (\s@ProcessingClusterConfig' {} a -> s {instanceType = a} :: ProcessingClusterConfig)
-- | The size of the ML storage volume in gigabytes that you want to
-- provision. You must specify sufficient ML storage for your scenario.
--
-- Certain Nitro-based instances include local storage with a fixed total
-- size, dependent on the instance type. When using these instances for
-- processing, Amazon SageMaker mounts the local instance storage instead
-- of Amazon EBS gp2 storage. You can\'t request a @VolumeSizeInGB@ greater
-- than the total size of the local instance storage.
--
-- For a list of instance types that support local instance storage,
-- including the total size per instance type, see
-- <https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/InstanceStorage.html#instance-store-volumes Instance Store Volumes>.
processingClusterConfig_volumeSizeInGB :: Lens.Lens' ProcessingClusterConfig Prelude.Natural
processingClusterConfig_volumeSizeInGB = Lens.lens (\ProcessingClusterConfig' {volumeSizeInGB} -> volumeSizeInGB) (\s@ProcessingClusterConfig' {} a -> s {volumeSizeInGB = a} :: ProcessingClusterConfig)
instance Data.FromJSON ProcessingClusterConfig where
parseJSON =
Data.withObject
"ProcessingClusterConfig"
( \x ->
ProcessingClusterConfig'
Prelude.<$> (x Data..:? "VolumeKmsKeyId")
Prelude.<*> (x Data..: "InstanceCount")
Prelude.<*> (x Data..: "InstanceType")
Prelude.<*> (x Data..: "VolumeSizeInGB")
)
instance Prelude.Hashable ProcessingClusterConfig where
hashWithSalt _salt ProcessingClusterConfig' {..} =
_salt
`Prelude.hashWithSalt` volumeKmsKeyId
`Prelude.hashWithSalt` instanceCount
`Prelude.hashWithSalt` instanceType
`Prelude.hashWithSalt` volumeSizeInGB
instance Prelude.NFData ProcessingClusterConfig where
rnf ProcessingClusterConfig' {..} =
Prelude.rnf volumeKmsKeyId
`Prelude.seq` Prelude.rnf instanceCount
`Prelude.seq` Prelude.rnf instanceType
`Prelude.seq` Prelude.rnf volumeSizeInGB
instance Data.ToJSON ProcessingClusterConfig where
toJSON ProcessingClusterConfig' {..} =
Data.object
( Prelude.catMaybes
[ ("VolumeKmsKeyId" Data..=)
Prelude.<$> volumeKmsKeyId,
Prelude.Just ("InstanceCount" Data..= instanceCount),
Prelude.Just ("InstanceType" Data..= instanceType),
Prelude.Just
("VolumeSizeInGB" Data..= volumeSizeInGB)
]
)