amazonka-sagemaker-2.0: gen/Amazonka/SageMaker/Types/AutoMLJobCompletionCriteria.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.AutoMLJobCompletionCriteria
-- 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.AutoMLJobCompletionCriteria 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
-- | How long a job is allowed to run, or how many candidates a job is
-- allowed to generate.
--
-- /See:/ 'newAutoMLJobCompletionCriteria' smart constructor.
data AutoMLJobCompletionCriteria = AutoMLJobCompletionCriteria'
{ -- | The maximum runtime, in seconds, an AutoML job has to complete.
--
-- If an AutoML job exceeds the maximum runtime, the job is stopped
-- automatically and its processing is ended gracefully. The AutoML job
-- identifies the best model whose training was completed and marks it as
-- the best-performing model. Any unfinished steps of the job, such as
-- automatic one-click Autopilot model deployment, will not be completed.
maxAutoMLJobRuntimeInSeconds :: Prelude.Maybe Prelude.Natural,
-- | The maximum number of times a training job is allowed to run.
maxCandidates :: Prelude.Maybe Prelude.Natural,
-- | The maximum time, in seconds, that each training job executed inside
-- hyperparameter tuning is allowed to run as part of a hyperparameter
-- tuning job. For more information, see the used by the action.
maxRuntimePerTrainingJobInSeconds :: Prelude.Maybe Prelude.Natural
}
deriving (Prelude.Eq, Prelude.Read, Prelude.Show, Prelude.Generic)
-- |
-- Create a value of 'AutoMLJobCompletionCriteria' 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:
--
-- 'maxAutoMLJobRuntimeInSeconds', 'autoMLJobCompletionCriteria_maxAutoMLJobRuntimeInSeconds' - The maximum runtime, in seconds, an AutoML job has to complete.
--
-- If an AutoML job exceeds the maximum runtime, the job is stopped
-- automatically and its processing is ended gracefully. The AutoML job
-- identifies the best model whose training was completed and marks it as
-- the best-performing model. Any unfinished steps of the job, such as
-- automatic one-click Autopilot model deployment, will not be completed.
--
-- 'maxCandidates', 'autoMLJobCompletionCriteria_maxCandidates' - The maximum number of times a training job is allowed to run.
--
-- 'maxRuntimePerTrainingJobInSeconds', 'autoMLJobCompletionCriteria_maxRuntimePerTrainingJobInSeconds' - The maximum time, in seconds, that each training job executed inside
-- hyperparameter tuning is allowed to run as part of a hyperparameter
-- tuning job. For more information, see the used by the action.
newAutoMLJobCompletionCriteria ::
AutoMLJobCompletionCriteria
newAutoMLJobCompletionCriteria =
AutoMLJobCompletionCriteria'
{ maxAutoMLJobRuntimeInSeconds =
Prelude.Nothing,
maxCandidates = Prelude.Nothing,
maxRuntimePerTrainingJobInSeconds =
Prelude.Nothing
}
-- | The maximum runtime, in seconds, an AutoML job has to complete.
--
-- If an AutoML job exceeds the maximum runtime, the job is stopped
-- automatically and its processing is ended gracefully. The AutoML job
-- identifies the best model whose training was completed and marks it as
-- the best-performing model. Any unfinished steps of the job, such as
-- automatic one-click Autopilot model deployment, will not be completed.
autoMLJobCompletionCriteria_maxAutoMLJobRuntimeInSeconds :: Lens.Lens' AutoMLJobCompletionCriteria (Prelude.Maybe Prelude.Natural)
autoMLJobCompletionCriteria_maxAutoMLJobRuntimeInSeconds = Lens.lens (\AutoMLJobCompletionCriteria' {maxAutoMLJobRuntimeInSeconds} -> maxAutoMLJobRuntimeInSeconds) (\s@AutoMLJobCompletionCriteria' {} a -> s {maxAutoMLJobRuntimeInSeconds = a} :: AutoMLJobCompletionCriteria)
-- | The maximum number of times a training job is allowed to run.
autoMLJobCompletionCriteria_maxCandidates :: Lens.Lens' AutoMLJobCompletionCriteria (Prelude.Maybe Prelude.Natural)
autoMLJobCompletionCriteria_maxCandidates = Lens.lens (\AutoMLJobCompletionCriteria' {maxCandidates} -> maxCandidates) (\s@AutoMLJobCompletionCriteria' {} a -> s {maxCandidates = a} :: AutoMLJobCompletionCriteria)
-- | The maximum time, in seconds, that each training job executed inside
-- hyperparameter tuning is allowed to run as part of a hyperparameter
-- tuning job. For more information, see the used by the action.
autoMLJobCompletionCriteria_maxRuntimePerTrainingJobInSeconds :: Lens.Lens' AutoMLJobCompletionCriteria (Prelude.Maybe Prelude.Natural)
autoMLJobCompletionCriteria_maxRuntimePerTrainingJobInSeconds = Lens.lens (\AutoMLJobCompletionCriteria' {maxRuntimePerTrainingJobInSeconds} -> maxRuntimePerTrainingJobInSeconds) (\s@AutoMLJobCompletionCriteria' {} a -> s {maxRuntimePerTrainingJobInSeconds = a} :: AutoMLJobCompletionCriteria)
instance Data.FromJSON AutoMLJobCompletionCriteria where
parseJSON =
Data.withObject
"AutoMLJobCompletionCriteria"
( \x ->
AutoMLJobCompletionCriteria'
Prelude.<$> (x Data..:? "MaxAutoMLJobRuntimeInSeconds")
Prelude.<*> (x Data..:? "MaxCandidates")
Prelude.<*> (x Data..:? "MaxRuntimePerTrainingJobInSeconds")
)
instance Prelude.Hashable AutoMLJobCompletionCriteria where
hashWithSalt _salt AutoMLJobCompletionCriteria' {..} =
_salt
`Prelude.hashWithSalt` maxAutoMLJobRuntimeInSeconds
`Prelude.hashWithSalt` maxCandidates
`Prelude.hashWithSalt` maxRuntimePerTrainingJobInSeconds
instance Prelude.NFData AutoMLJobCompletionCriteria where
rnf AutoMLJobCompletionCriteria' {..} =
Prelude.rnf maxAutoMLJobRuntimeInSeconds
`Prelude.seq` Prelude.rnf maxCandidates
`Prelude.seq` Prelude.rnf maxRuntimePerTrainingJobInSeconds
instance Data.ToJSON AutoMLJobCompletionCriteria where
toJSON AutoMLJobCompletionCriteria' {..} =
Data.object
( Prelude.catMaybes
[ ("MaxAutoMLJobRuntimeInSeconds" Data..=)
Prelude.<$> maxAutoMLJobRuntimeInSeconds,
("MaxCandidates" Data..=) Prelude.<$> maxCandidates,
("MaxRuntimePerTrainingJobInSeconds" Data..=)
Prelude.<$> maxRuntimePerTrainingJobInSeconds
]
)