{-# 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.MetricDefinition -- 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.MetricDefinition 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 -- | Specifies a metric that the training algorithm writes to @stderr@ or -- @stdout@. SageMakerhyperparameter tuning captures all defined metrics. -- You specify one metric that a hyperparameter tuning job uses as its -- objective metric to choose the best training job. -- -- /See:/ 'newMetricDefinition' smart constructor. data MetricDefinition = MetricDefinition' { -- | The name of the metric. name :: Prelude.Text, -- | A regular expression that searches the output of a training job and gets -- the value of the metric. For more information about using regular -- expressions to define metrics, see -- . regex :: Prelude.Text } deriving (Prelude.Eq, Prelude.Read, Prelude.Show, Prelude.Generic) -- | -- Create a value of 'MetricDefinition' with all optional fields omitted. -- -- Use or to modify other optional fields. -- -- The following record fields are available, with the corresponding lenses provided -- for backwards compatibility: -- -- 'name', 'metricDefinition_name' - The name of the metric. -- -- 'regex', 'metricDefinition_regex' - A regular expression that searches the output of a training job and gets -- the value of the metric. For more information about using regular -- expressions to define metrics, see -- . newMetricDefinition :: -- | 'name' Prelude.Text -> -- | 'regex' Prelude.Text -> MetricDefinition newMetricDefinition pName_ pRegex_ = MetricDefinition' {name = pName_, regex = pRegex_} -- | The name of the metric. metricDefinition_name :: Lens.Lens' MetricDefinition Prelude.Text metricDefinition_name = Lens.lens (\MetricDefinition' {name} -> name) (\s@MetricDefinition' {} a -> s {name = a} :: MetricDefinition) -- | A regular expression that searches the output of a training job and gets -- the value of the metric. For more information about using regular -- expressions to define metrics, see -- . metricDefinition_regex :: Lens.Lens' MetricDefinition Prelude.Text metricDefinition_regex = Lens.lens (\MetricDefinition' {regex} -> regex) (\s@MetricDefinition' {} a -> s {regex = a} :: MetricDefinition) instance Data.FromJSON MetricDefinition where parseJSON = Data.withObject "MetricDefinition" ( \x -> MetricDefinition' Prelude.<$> (x Data..: "Name") Prelude.<*> (x Data..: "Regex") ) instance Prelude.Hashable MetricDefinition where hashWithSalt _salt MetricDefinition' {..} = _salt `Prelude.hashWithSalt` name `Prelude.hashWithSalt` regex instance Prelude.NFData MetricDefinition where rnf MetricDefinition' {..} = Prelude.rnf name `Prelude.seq` Prelude.rnf regex instance Data.ToJSON MetricDefinition where toJSON MetricDefinition' {..} = Data.object ( Prelude.catMaybes [ Prelude.Just ("Name" Data..= name), Prelude.Just ("Regex" Data..= regex) ] )