{-# 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.InferenceSpecification -- 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.InferenceSpecification 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.ModelPackageContainerDefinition import Amazonka.SageMaker.Types.ProductionVariantInstanceType import Amazonka.SageMaker.Types.TransformInstanceType -- | Defines how to perform inference generation after a training job is run. -- -- /See:/ 'newInferenceSpecification' smart constructor. data InferenceSpecification = InferenceSpecification' { -- | A list of the instance types that are used to generate inferences in -- real-time. -- -- This parameter is required for unversioned models, and optional for -- versioned models. supportedRealtimeInferenceInstanceTypes :: Prelude.Maybe [ProductionVariantInstanceType], -- | A list of the instance types on which a transformation job can be run or -- on which an endpoint can be deployed. -- -- This parameter is required for unversioned models, and optional for -- versioned models. supportedTransformInstanceTypes :: Prelude.Maybe (Prelude.NonEmpty TransformInstanceType), -- | The Amazon ECR registry path of the Docker image that contains the -- inference code. containers :: Prelude.NonEmpty ModelPackageContainerDefinition, -- | The supported MIME types for the input data. supportedContentTypes :: [Prelude.Text], -- | The supported MIME types for the output data. supportedResponseMIMETypes :: [Prelude.Text] } deriving (Prelude.Eq, Prelude.Read, Prelude.Show, Prelude.Generic) -- | -- Create a value of 'InferenceSpecification' 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: -- -- 'supportedRealtimeInferenceInstanceTypes', 'inferenceSpecification_supportedRealtimeInferenceInstanceTypes' - A list of the instance types that are used to generate inferences in -- real-time. -- -- This parameter is required for unversioned models, and optional for -- versioned models. -- -- 'supportedTransformInstanceTypes', 'inferenceSpecification_supportedTransformInstanceTypes' - A list of the instance types on which a transformation job can be run or -- on which an endpoint can be deployed. -- -- This parameter is required for unversioned models, and optional for -- versioned models. -- -- 'containers', 'inferenceSpecification_containers' - The Amazon ECR registry path of the Docker image that contains the -- inference code. -- -- 'supportedContentTypes', 'inferenceSpecification_supportedContentTypes' - The supported MIME types for the input data. -- -- 'supportedResponseMIMETypes', 'inferenceSpecification_supportedResponseMIMETypes' - The supported MIME types for the output data. newInferenceSpecification :: -- | 'containers' Prelude.NonEmpty ModelPackageContainerDefinition -> InferenceSpecification newInferenceSpecification pContainers_ = InferenceSpecification' { supportedRealtimeInferenceInstanceTypes = Prelude.Nothing, supportedTransformInstanceTypes = Prelude.Nothing, containers = Lens.coerced Lens.# pContainers_, supportedContentTypes = Prelude.mempty, supportedResponseMIMETypes = Prelude.mempty } -- | A list of the instance types that are used to generate inferences in -- real-time. -- -- This parameter is required for unversioned models, and optional for -- versioned models. inferenceSpecification_supportedRealtimeInferenceInstanceTypes :: Lens.Lens' InferenceSpecification (Prelude.Maybe [ProductionVariantInstanceType]) inferenceSpecification_supportedRealtimeInferenceInstanceTypes = Lens.lens (\InferenceSpecification' {supportedRealtimeInferenceInstanceTypes} -> supportedRealtimeInferenceInstanceTypes) (\s@InferenceSpecification' {} a -> s {supportedRealtimeInferenceInstanceTypes = a} :: InferenceSpecification) Prelude.. Lens.mapping Lens.coerced -- | A list of the instance types on which a transformation job can be run or -- on which an endpoint can be deployed. -- -- This parameter is required for unversioned models, and optional for -- versioned models. inferenceSpecification_supportedTransformInstanceTypes :: Lens.Lens' InferenceSpecification (Prelude.Maybe (Prelude.NonEmpty TransformInstanceType)) inferenceSpecification_supportedTransformInstanceTypes = Lens.lens (\InferenceSpecification' {supportedTransformInstanceTypes} -> supportedTransformInstanceTypes) (\s@InferenceSpecification' {} a -> s {supportedTransformInstanceTypes = a} :: InferenceSpecification) Prelude.. Lens.mapping Lens.coerced -- | The Amazon ECR registry path of the Docker image that contains the -- inference code. inferenceSpecification_containers :: Lens.Lens' InferenceSpecification (Prelude.NonEmpty ModelPackageContainerDefinition) inferenceSpecification_containers = Lens.lens (\InferenceSpecification' {containers} -> containers) (\s@InferenceSpecification' {} a -> s {containers = a} :: InferenceSpecification) Prelude.. Lens.coerced -- | The supported MIME types for the input data. inferenceSpecification_supportedContentTypes :: Lens.Lens' InferenceSpecification [Prelude.Text] inferenceSpecification_supportedContentTypes = Lens.lens (\InferenceSpecification' {supportedContentTypes} -> supportedContentTypes) (\s@InferenceSpecification' {} a -> s {supportedContentTypes = a} :: InferenceSpecification) Prelude.. Lens.coerced -- | The supported MIME types for the output data. inferenceSpecification_supportedResponseMIMETypes :: Lens.Lens' InferenceSpecification [Prelude.Text] inferenceSpecification_supportedResponseMIMETypes = Lens.lens (\InferenceSpecification' {supportedResponseMIMETypes} -> supportedResponseMIMETypes) (\s@InferenceSpecification' {} a -> s {supportedResponseMIMETypes = a} :: InferenceSpecification) Prelude.. Lens.coerced instance Data.FromJSON InferenceSpecification where parseJSON = Data.withObject "InferenceSpecification" ( \x -> InferenceSpecification' Prelude.<$> ( x Data..:? "SupportedRealtimeInferenceInstanceTypes" Data..!= Prelude.mempty ) Prelude.<*> (x Data..:? "SupportedTransformInstanceTypes") Prelude.<*> (x Data..: "Containers") Prelude.<*> ( x Data..:? "SupportedContentTypes" Data..!= Prelude.mempty ) Prelude.<*> ( x Data..:? "SupportedResponseMIMETypes" Data..!= Prelude.mempty ) ) instance Prelude.Hashable InferenceSpecification where hashWithSalt _salt InferenceSpecification' {..} = _salt `Prelude.hashWithSalt` supportedRealtimeInferenceInstanceTypes `Prelude.hashWithSalt` supportedTransformInstanceTypes `Prelude.hashWithSalt` containers `Prelude.hashWithSalt` supportedContentTypes `Prelude.hashWithSalt` supportedResponseMIMETypes instance Prelude.NFData InferenceSpecification where rnf InferenceSpecification' {..} = Prelude.rnf supportedRealtimeInferenceInstanceTypes `Prelude.seq` Prelude.rnf supportedTransformInstanceTypes `Prelude.seq` Prelude.rnf containers `Prelude.seq` Prelude.rnf supportedContentTypes `Prelude.seq` Prelude.rnf supportedResponseMIMETypes instance Data.ToJSON InferenceSpecification where toJSON InferenceSpecification' {..} = Data.object ( Prelude.catMaybes [ ("SupportedRealtimeInferenceInstanceTypes" Data..=) Prelude.<$> supportedRealtimeInferenceInstanceTypes, ("SupportedTransformInstanceTypes" Data..=) Prelude.<$> supportedTransformInstanceTypes, Prelude.Just ("Containers" Data..= containers), Prelude.Just ( "SupportedContentTypes" Data..= supportedContentTypes ), Prelude.Just ( "SupportedResponseMIMETypes" Data..= supportedResponseMIMETypes ) ] )