/******************************************************************************* * Copyright 2012-2019 Amazon.com, Inc. or its affiliates. All Rights Reserved. * Licensed under the Apache License, Version 2.0 (the "License"). You may not use * this file except in compliance with the License. A copy of the License is located at * * http://aws.amazon.com/apache2.0 * * or in the "license" file accompanying this file. * This file is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR * CONDITIONS OF ANY KIND, either express or implied. See the License for the * specific language governing permissions and limitations under the License. * ***************************************************************************** * * AWS Tools for Windows (TM) PowerShell (TM) * */ using System; using System.Collections.Generic; using System.Linq; using System.Management.Automation; using System.Text; using Amazon.PowerShell.Common; using Amazon.Runtime; using Amazon.Personalize; using Amazon.Personalize.Model; namespace Amazon.PowerShell.Cmdlets.PERS { /// /// Amazon.Personalize.IAmazonPersonalize.CreateSolution /// [Cmdlet("New", "PERSSolution", SupportsShouldProcess = true, ConfirmImpact = ConfirmImpact.Medium)] [OutputType("System.String")] [AWSCmdlet("Calls the AWS Personalize CreateSolution API operation.", Operation = new[] {"CreateSolution"}, SelectReturnType = typeof(Amazon.Personalize.Model.CreateSolutionResponse))] [AWSCmdletOutput("System.String or Amazon.Personalize.Model.CreateSolutionResponse", "This cmdlet returns a System.String object.", "The service call response (type Amazon.Personalize.Model.CreateSolutionResponse) can also be referenced from properties attached to the cmdlet entry in the $AWSHistory stack." )] public partial class NewPERSSolutionCmdlet : AmazonPersonalizeClientCmdlet, IExecutor { #region Parameter SolutionConfig_AlgorithmHyperParameter /// /// /// Lists the hyperparameter names and ranges. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_AlgorithmHyperParameters")] public System.Collections.Hashtable SolutionConfig_AlgorithmHyperParameter { get; set; } #endregion #region Parameter AlgorithmHyperParameterRanges_CategoricalHyperParameterRange /// /// /// The categorical hyperparameters and their ranges. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_HpoConfig_AlgorithmHyperParameterRanges_CategoricalHyperParameterRanges")] public Amazon.Personalize.Model.CategoricalHyperParameterRange[] AlgorithmHyperParameterRanges_CategoricalHyperParameterRange { get; set; } #endregion #region Parameter AlgorithmHyperParameterRanges_ContinuousHyperParameterRange /// /// /// The continuous hyperparameters and their ranges. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_HpoConfig_AlgorithmHyperParameterRanges_ContinuousHyperParameterRanges")] public Amazon.Personalize.Model.ContinuousHyperParameterRange[] AlgorithmHyperParameterRanges_ContinuousHyperParameterRange { get; set; } #endregion #region Parameter DatasetGroupArn /// /// /// The Amazon Resource Name (ARN) of the dataset group that provides the training data. /// /// #if !MODULAR [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] #else [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true, Mandatory = true)] [System.Management.Automation.AllowEmptyString] [System.Management.Automation.AllowNull] #endif [Amazon.PowerShell.Common.AWSRequiredParameter] public System.String DatasetGroupArn { get; set; } #endregion #region Parameter EventType /// /// /// When your have multiple event types (using an EVENT_TYPE schema field), /// this parameter specifies which event type (for example, 'click' or 'like') is used /// for training the model.If you do not provide an eventType, Amazon Personalize will use all interactions /// for training with equal weight regardless of type. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] public System.String EventType { get; set; } #endregion #region Parameter SolutionConfig_EventValueThreshold /// /// /// Only events with a value greater than or equal to this threshold are used for training /// a model. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] public System.String SolutionConfig_EventValueThreshold { get; set; } #endregion #region Parameter TrainingDataConfig_ExcludedDatasetColumn /// /// /// Specifies the columns to exclude from training. Each key is a dataset type, and each /// value is a list of columns. Exclude columns to control what data Amazon Personalize /// uses to generate recommendations. For example, you might have a column that you want /// to use only to filter recommendations. You can exclude this column from training and /// Amazon Personalize considers it only when filtering. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_TrainingDataConfig_ExcludedDatasetColumns")] public System.Collections.Hashtable TrainingDataConfig_ExcludedDatasetColumn { get; set; } #endregion #region Parameter SolutionConfig_FeatureTransformationParameter /// /// /// Lists the feature transformation parameters. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_FeatureTransformationParameters")] public System.Collections.Hashtable SolutionConfig_FeatureTransformationParameter { get; set; } #endregion #region Parameter AlgorithmHyperParameterRanges_IntegerHyperParameterRange /// /// /// The integer-valued hyperparameters and their ranges. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_HpoConfig_AlgorithmHyperParameterRanges_IntegerHyperParameterRanges")] public Amazon.Personalize.Model.IntegerHyperParameterRange[] AlgorithmHyperParameterRanges_IntegerHyperParameterRange { get; set; } #endregion #region Parameter OptimizationObjective_ItemAttribute /// /// /// The numerical metadata column in an Items dataset related to the optimization objective. /// For example, VIDEO_LENGTH (to maximize streaming minutes), or PRICE (to maximize revenue). /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_OptimizationObjective_ItemAttribute")] public System.String OptimizationObjective_ItemAttribute { get; set; } #endregion #region Parameter HpoResourceConfig_MaxNumberOfTrainingJob /// /// /// The maximum number of training jobs when you create a solution version. The maximum /// value for maxNumberOfTrainingJobs is 40. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_HpoConfig_HpoResourceConfig_MaxNumberOfTrainingJobs")] public System.String HpoResourceConfig_MaxNumberOfTrainingJob { get; set; } #endregion #region Parameter HpoResourceConfig_MaxParallelTrainingJob /// /// /// The maximum number of parallel training jobs when you create a solution version. The /// maximum value for maxParallelTrainingJobs is 10. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_HpoConfig_HpoResourceConfig_MaxParallelTrainingJobs")] public System.String HpoResourceConfig_MaxParallelTrainingJob { get; set; } #endregion #region Parameter AutoMLConfig_MetricName /// /// /// The metric to optimize. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_AutoMLConfig_MetricName")] public System.String AutoMLConfig_MetricName { get; set; } #endregion #region Parameter HpoObjective_MetricName /// /// /// The name of the metric. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_HpoConfig_HpoObjective_MetricName")] public System.String HpoObjective_MetricName { get; set; } #endregion #region Parameter HpoObjective_MetricRegex /// /// /// A regular expression for finding the metric in the training job logs. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_HpoConfig_HpoObjective_MetricRegex")] public System.String HpoObjective_MetricRegex { get; set; } #endregion #region Parameter Name /// /// /// The name for the solution. /// /// #if !MODULAR [System.Management.Automation.Parameter(Position = 0, ValueFromPipelineByPropertyName = true, ValueFromPipeline = true)] #else [System.Management.Automation.Parameter(Position = 0, ValueFromPipelineByPropertyName = true, ValueFromPipeline = true, Mandatory = true)] [System.Management.Automation.AllowEmptyString] [System.Management.Automation.AllowNull] #endif [Amazon.PowerShell.Common.AWSRequiredParameter] public System.String Name { get; set; } #endregion #region Parameter OptimizationObjective_ObjectiveSensitivity /// /// /// Specifies how Amazon Personalize balances the importance of your optimization objective /// versus relevance. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_OptimizationObjective_ObjectiveSensitivity")] [AWSConstantClassSource("Amazon.Personalize.ObjectiveSensitivity")] public Amazon.Personalize.ObjectiveSensitivity OptimizationObjective_ObjectiveSensitivity { get; set; } #endregion #region Parameter PerformAutoML /// /// /// We don't recommend enabling automated machine learning. Instead, match your use case /// to the available Amazon Personalize recipes. For more information, see Determining /// your use case.Whether to perform automated machine learning (AutoML). The default is false. /// For this case, you must specify recipeArn.When set to true, Amazon Personalize analyzes your training data and /// selects the optimal USER_PERSONALIZATION recipe and hyperparameters. In this case, /// you must omit recipeArn. Amazon Personalize determines the optimal recipe /// by running tests with different values for the hyperparameters. AutoML lengthens the /// training process as compared to selecting a specific recipe. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] public System.Boolean? PerformAutoML { get; set; } #endregion #region Parameter PerformHPO /// /// /// Whether to perform hyperparameter optimization (HPO) on the specified or selected /// recipe. The default is false.When performing AutoML, this parameter is always true and you should /// not set it to false. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] public System.Boolean? PerformHPO { get; set; } #endregion #region Parameter RecipeArn /// /// /// The ARN of the recipe to use for model training. This is required when performAutoML /// is false. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] public System.String RecipeArn { get; set; } #endregion #region Parameter AutoMLConfig_RecipeList /// /// /// The list of candidate recipes. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_AutoMLConfig_RecipeList")] public System.String[] AutoMLConfig_RecipeList { get; set; } #endregion #region Parameter Tag /// /// /// A list of tags /// to apply to the solution. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("Tags")] public Amazon.Personalize.Model.Tag[] Tag { get; set; } #endregion #region Parameter HpoObjective_Type /// /// /// The type of the metric. Valid values are Maximize and Minimize. /// /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] [Alias("SolutionConfig_HpoConfig_HpoObjective_Type")] public System.String HpoObjective_Type { get; set; } #endregion #region Parameter Select /// /// Use the -Select parameter to control the cmdlet output. The default value is 'SolutionArn'. /// Specifying -Select '*' will result in the cmdlet returning the whole service response (Amazon.Personalize.Model.CreateSolutionResponse). /// Specifying the name of a property of type Amazon.Personalize.Model.CreateSolutionResponse will result in that property being returned. /// Specifying -Select '^ParameterName' will result in the cmdlet returning the selected cmdlet parameter value. /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] public string Select { get; set; } = "SolutionArn"; #endregion #region Parameter PassThru /// /// Changes the cmdlet behavior to return the value passed to the Name parameter. /// The -PassThru parameter is deprecated, use -Select '^Name' instead. This parameter will be removed in a future version. /// [System.Obsolete("The -PassThru parameter is deprecated, use -Select '^Name' instead. This parameter will be removed in a future version.")] [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] public SwitchParameter PassThru { get; set; } #endregion #region Parameter Force /// /// This parameter overrides confirmation prompts to force /// the cmdlet to continue its operation. This parameter should always /// be used with caution. /// [System.Management.Automation.Parameter(ValueFromPipelineByPropertyName = true)] public SwitchParameter Force { get; set; } #endregion protected override void ProcessRecord() { this._AWSSignerType = "v4"; base.ProcessRecord(); var resourceIdentifiersText = FormatParameterValuesForConfirmationMsg(nameof(this.Name), MyInvocation.BoundParameters); if (!ConfirmShouldProceed(this.Force.IsPresent, resourceIdentifiersText, "New-PERSSolution (CreateSolution)")) { return; } var context = new CmdletContext(); // allow for manipulation of parameters prior to loading into context PreExecutionContextLoad(context); #pragma warning disable CS0618, CS0612 //A class member was marked with the Obsolete attribute if (ParameterWasBound(nameof(this.Select))) { context.Select = CreateSelectDelegate(Select) ?? throw new System.ArgumentException("Invalid value for -Select parameter.", nameof(this.Select)); if (this.PassThru.IsPresent) { throw new System.ArgumentException("-PassThru cannot be used when -Select is specified.", nameof(this.Select)); } } else if (this.PassThru.IsPresent) { context.Select = (response, cmdlet) => this.Name; } #pragma warning restore CS0618, CS0612 //A class member was marked with the Obsolete attribute context.DatasetGroupArn = this.DatasetGroupArn; #if MODULAR if (this.DatasetGroupArn == null && ParameterWasBound(nameof(this.DatasetGroupArn))) { WriteWarning("You are passing $null as a value for parameter DatasetGroupArn which is marked as required. In case you believe this parameter was incorrectly marked as required, report this by opening an issue at https://github.com/aws/aws-tools-for-powershell/issues."); } #endif context.EventType = this.EventType; context.Name = this.Name; #if MODULAR if (this.Name == null && ParameterWasBound(nameof(this.Name))) { WriteWarning("You are passing $null as a value for parameter Name which is marked as required. In case you believe this parameter was incorrectly marked as required, report this by opening an issue at https://github.com/aws/aws-tools-for-powershell/issues."); } #endif context.PerformAutoML = this.PerformAutoML; context.PerformHPO = this.PerformHPO; context.RecipeArn = this.RecipeArn; if (this.SolutionConfig_AlgorithmHyperParameter != null) { context.SolutionConfig_AlgorithmHyperParameter = new Dictionary(StringComparer.Ordinal); foreach (var hashKey in this.SolutionConfig_AlgorithmHyperParameter.Keys) { context.SolutionConfig_AlgorithmHyperParameter.Add((String)hashKey, (String)(this.SolutionConfig_AlgorithmHyperParameter[hashKey])); } } context.AutoMLConfig_MetricName = this.AutoMLConfig_MetricName; if (this.AutoMLConfig_RecipeList != null) { context.AutoMLConfig_RecipeList = new List(this.AutoMLConfig_RecipeList); } context.SolutionConfig_EventValueThreshold = this.SolutionConfig_EventValueThreshold; if (this.SolutionConfig_FeatureTransformationParameter != null) { context.SolutionConfig_FeatureTransformationParameter = new Dictionary(StringComparer.Ordinal); foreach (var hashKey in this.SolutionConfig_FeatureTransformationParameter.Keys) { context.SolutionConfig_FeatureTransformationParameter.Add((String)hashKey, (String)(this.SolutionConfig_FeatureTransformationParameter[hashKey])); } } if (this.AlgorithmHyperParameterRanges_CategoricalHyperParameterRange != null) { context.AlgorithmHyperParameterRanges_CategoricalHyperParameterRange = new List(this.AlgorithmHyperParameterRanges_CategoricalHyperParameterRange); } if (this.AlgorithmHyperParameterRanges_ContinuousHyperParameterRange != null) { context.AlgorithmHyperParameterRanges_ContinuousHyperParameterRange = new List(this.AlgorithmHyperParameterRanges_ContinuousHyperParameterRange); } if (this.AlgorithmHyperParameterRanges_IntegerHyperParameterRange != null) { context.AlgorithmHyperParameterRanges_IntegerHyperParameterRange = new List(this.AlgorithmHyperParameterRanges_IntegerHyperParameterRange); } context.HpoObjective_MetricName = this.HpoObjective_MetricName; context.HpoObjective_MetricRegex = this.HpoObjective_MetricRegex; context.HpoObjective_Type = this.HpoObjective_Type; context.HpoResourceConfig_MaxNumberOfTrainingJob = this.HpoResourceConfig_MaxNumberOfTrainingJob; context.HpoResourceConfig_MaxParallelTrainingJob = this.HpoResourceConfig_MaxParallelTrainingJob; context.OptimizationObjective_ItemAttribute = this.OptimizationObjective_ItemAttribute; context.OptimizationObjective_ObjectiveSensitivity = this.OptimizationObjective_ObjectiveSensitivity; if (this.TrainingDataConfig_ExcludedDatasetColumn != null) { context.TrainingDataConfig_ExcludedDatasetColumn = new Dictionary>(StringComparer.Ordinal); foreach (var hashKey in this.TrainingDataConfig_ExcludedDatasetColumn.Keys) { object hashValue = this.TrainingDataConfig_ExcludedDatasetColumn[hashKey]; if (hashValue == null) { context.TrainingDataConfig_ExcludedDatasetColumn.Add((String)hashKey, null); continue; } var enumerable = SafeEnumerable(hashValue); var valueSet = new List(); foreach (var s in enumerable) { valueSet.Add((System.String)s); } context.TrainingDataConfig_ExcludedDatasetColumn.Add((String)hashKey, valueSet); } } if (this.Tag != null) { context.Tag = new List(this.Tag); } // allow further manipulation of loaded context prior to processing PostExecutionContextLoad(context); var output = Execute(context) as CmdletOutput; ProcessOutput(output); } #region IExecutor Members public object Execute(ExecutorContext context) { var cmdletContext = context as CmdletContext; // create request var request = new Amazon.Personalize.Model.CreateSolutionRequest(); if (cmdletContext.DatasetGroupArn != null) { request.DatasetGroupArn = cmdletContext.DatasetGroupArn; } if (cmdletContext.EventType != null) { request.EventType = cmdletContext.EventType; } if (cmdletContext.Name != null) { request.Name = cmdletContext.Name; } if (cmdletContext.PerformAutoML != null) { request.PerformAutoML = cmdletContext.PerformAutoML.Value; } if (cmdletContext.PerformHPO != null) { request.PerformHPO = cmdletContext.PerformHPO.Value; } if (cmdletContext.RecipeArn != null) { request.RecipeArn = cmdletContext.RecipeArn; } // populate SolutionConfig var requestSolutionConfigIsNull = true; request.SolutionConfig = new Amazon.Personalize.Model.SolutionConfig(); Dictionary requestSolutionConfig_solutionConfig_AlgorithmHyperParameter = null; if (cmdletContext.SolutionConfig_AlgorithmHyperParameter != null) { requestSolutionConfig_solutionConfig_AlgorithmHyperParameter = cmdletContext.SolutionConfig_AlgorithmHyperParameter; } if (requestSolutionConfig_solutionConfig_AlgorithmHyperParameter != null) { request.SolutionConfig.AlgorithmHyperParameters = requestSolutionConfig_solutionConfig_AlgorithmHyperParameter; requestSolutionConfigIsNull = false; } System.String requestSolutionConfig_solutionConfig_EventValueThreshold = null; if (cmdletContext.SolutionConfig_EventValueThreshold != null) { requestSolutionConfig_solutionConfig_EventValueThreshold = cmdletContext.SolutionConfig_EventValueThreshold; } if (requestSolutionConfig_solutionConfig_EventValueThreshold != null) { request.SolutionConfig.EventValueThreshold = requestSolutionConfig_solutionConfig_EventValueThreshold; requestSolutionConfigIsNull = false; } Dictionary requestSolutionConfig_solutionConfig_FeatureTransformationParameter = null; if (cmdletContext.SolutionConfig_FeatureTransformationParameter != null) { requestSolutionConfig_solutionConfig_FeatureTransformationParameter = cmdletContext.SolutionConfig_FeatureTransformationParameter; } if (requestSolutionConfig_solutionConfig_FeatureTransformationParameter != null) { request.SolutionConfig.FeatureTransformationParameters = requestSolutionConfig_solutionConfig_FeatureTransformationParameter; requestSolutionConfigIsNull = false; } Amazon.Personalize.Model.TrainingDataConfig requestSolutionConfig_solutionConfig_TrainingDataConfig = null; // populate TrainingDataConfig var requestSolutionConfig_solutionConfig_TrainingDataConfigIsNull = true; requestSolutionConfig_solutionConfig_TrainingDataConfig = new Amazon.Personalize.Model.TrainingDataConfig(); Dictionary> requestSolutionConfig_solutionConfig_TrainingDataConfig_trainingDataConfig_ExcludedDatasetColumn = null; if (cmdletContext.TrainingDataConfig_ExcludedDatasetColumn != null) { requestSolutionConfig_solutionConfig_TrainingDataConfig_trainingDataConfig_ExcludedDatasetColumn = cmdletContext.TrainingDataConfig_ExcludedDatasetColumn; } if (requestSolutionConfig_solutionConfig_TrainingDataConfig_trainingDataConfig_ExcludedDatasetColumn != null) { requestSolutionConfig_solutionConfig_TrainingDataConfig.ExcludedDatasetColumns = requestSolutionConfig_solutionConfig_TrainingDataConfig_trainingDataConfig_ExcludedDatasetColumn; requestSolutionConfig_solutionConfig_TrainingDataConfigIsNull = false; } // determine if requestSolutionConfig_solutionConfig_TrainingDataConfig should be set to null if (requestSolutionConfig_solutionConfig_TrainingDataConfigIsNull) { requestSolutionConfig_solutionConfig_TrainingDataConfig = null; } if (requestSolutionConfig_solutionConfig_TrainingDataConfig != null) { request.SolutionConfig.TrainingDataConfig = requestSolutionConfig_solutionConfig_TrainingDataConfig; requestSolutionConfigIsNull = false; } Amazon.Personalize.Model.AutoMLConfig requestSolutionConfig_solutionConfig_AutoMLConfig = null; // populate AutoMLConfig var requestSolutionConfig_solutionConfig_AutoMLConfigIsNull = true; requestSolutionConfig_solutionConfig_AutoMLConfig = new Amazon.Personalize.Model.AutoMLConfig(); System.String requestSolutionConfig_solutionConfig_AutoMLConfig_autoMLConfig_MetricName = null; if (cmdletContext.AutoMLConfig_MetricName != null) { requestSolutionConfig_solutionConfig_AutoMLConfig_autoMLConfig_MetricName = cmdletContext.AutoMLConfig_MetricName; } if (requestSolutionConfig_solutionConfig_AutoMLConfig_autoMLConfig_MetricName != null) { requestSolutionConfig_solutionConfig_AutoMLConfig.MetricName = requestSolutionConfig_solutionConfig_AutoMLConfig_autoMLConfig_MetricName; requestSolutionConfig_solutionConfig_AutoMLConfigIsNull = false; } List requestSolutionConfig_solutionConfig_AutoMLConfig_autoMLConfig_RecipeList = null; if (cmdletContext.AutoMLConfig_RecipeList != null) { requestSolutionConfig_solutionConfig_AutoMLConfig_autoMLConfig_RecipeList = cmdletContext.AutoMLConfig_RecipeList; } if (requestSolutionConfig_solutionConfig_AutoMLConfig_autoMLConfig_RecipeList != null) { requestSolutionConfig_solutionConfig_AutoMLConfig.RecipeList = requestSolutionConfig_solutionConfig_AutoMLConfig_autoMLConfig_RecipeList; requestSolutionConfig_solutionConfig_AutoMLConfigIsNull = false; } // determine if requestSolutionConfig_solutionConfig_AutoMLConfig should be set to null if (requestSolutionConfig_solutionConfig_AutoMLConfigIsNull) { requestSolutionConfig_solutionConfig_AutoMLConfig = null; } if (requestSolutionConfig_solutionConfig_AutoMLConfig != null) { request.SolutionConfig.AutoMLConfig = requestSolutionConfig_solutionConfig_AutoMLConfig; requestSolutionConfigIsNull = false; } Amazon.Personalize.Model.OptimizationObjective requestSolutionConfig_solutionConfig_OptimizationObjective = null; // populate OptimizationObjective var requestSolutionConfig_solutionConfig_OptimizationObjectiveIsNull = true; requestSolutionConfig_solutionConfig_OptimizationObjective = new Amazon.Personalize.Model.OptimizationObjective(); System.String requestSolutionConfig_solutionConfig_OptimizationObjective_optimizationObjective_ItemAttribute = null; if (cmdletContext.OptimizationObjective_ItemAttribute != null) { requestSolutionConfig_solutionConfig_OptimizationObjective_optimizationObjective_ItemAttribute = cmdletContext.OptimizationObjective_ItemAttribute; } if (requestSolutionConfig_solutionConfig_OptimizationObjective_optimizationObjective_ItemAttribute != null) { requestSolutionConfig_solutionConfig_OptimizationObjective.ItemAttribute = requestSolutionConfig_solutionConfig_OptimizationObjective_optimizationObjective_ItemAttribute; requestSolutionConfig_solutionConfig_OptimizationObjectiveIsNull = false; } Amazon.Personalize.ObjectiveSensitivity requestSolutionConfig_solutionConfig_OptimizationObjective_optimizationObjective_ObjectiveSensitivity = null; if (cmdletContext.OptimizationObjective_ObjectiveSensitivity != null) { requestSolutionConfig_solutionConfig_OptimizationObjective_optimizationObjective_ObjectiveSensitivity = cmdletContext.OptimizationObjective_ObjectiveSensitivity; } if (requestSolutionConfig_solutionConfig_OptimizationObjective_optimizationObjective_ObjectiveSensitivity != null) { requestSolutionConfig_solutionConfig_OptimizationObjective.ObjectiveSensitivity = requestSolutionConfig_solutionConfig_OptimizationObjective_optimizationObjective_ObjectiveSensitivity; requestSolutionConfig_solutionConfig_OptimizationObjectiveIsNull = false; } // determine if requestSolutionConfig_solutionConfig_OptimizationObjective should be set to null if (requestSolutionConfig_solutionConfig_OptimizationObjectiveIsNull) { requestSolutionConfig_solutionConfig_OptimizationObjective = null; } if (requestSolutionConfig_solutionConfig_OptimizationObjective != null) { request.SolutionConfig.OptimizationObjective = requestSolutionConfig_solutionConfig_OptimizationObjective; requestSolutionConfigIsNull = false; } Amazon.Personalize.Model.HPOConfig requestSolutionConfig_solutionConfig_HpoConfig = null; // populate HpoConfig var requestSolutionConfig_solutionConfig_HpoConfigIsNull = true; requestSolutionConfig_solutionConfig_HpoConfig = new Amazon.Personalize.Model.HPOConfig(); Amazon.Personalize.Model.HPOResourceConfig requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig = null; // populate HpoResourceConfig var requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfigIsNull = true; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig = new Amazon.Personalize.Model.HPOResourceConfig(); System.String requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig_hpoResourceConfig_MaxNumberOfTrainingJob = null; if (cmdletContext.HpoResourceConfig_MaxNumberOfTrainingJob != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig_hpoResourceConfig_MaxNumberOfTrainingJob = cmdletContext.HpoResourceConfig_MaxNumberOfTrainingJob; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig_hpoResourceConfig_MaxNumberOfTrainingJob != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig.MaxNumberOfTrainingJobs = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig_hpoResourceConfig_MaxNumberOfTrainingJob; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfigIsNull = false; } System.String requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig_hpoResourceConfig_MaxParallelTrainingJob = null; if (cmdletContext.HpoResourceConfig_MaxParallelTrainingJob != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig_hpoResourceConfig_MaxParallelTrainingJob = cmdletContext.HpoResourceConfig_MaxParallelTrainingJob; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig_hpoResourceConfig_MaxParallelTrainingJob != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig.MaxParallelTrainingJobs = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig_hpoResourceConfig_MaxParallelTrainingJob; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfigIsNull = false; } // determine if requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig should be set to null if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfigIsNull) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig = null; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig != null) { requestSolutionConfig_solutionConfig_HpoConfig.HpoResourceConfig = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoResourceConfig; requestSolutionConfig_solutionConfig_HpoConfigIsNull = false; } Amazon.Personalize.Model.HyperParameterRanges requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges = null; // populate AlgorithmHyperParameterRanges var requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRangesIsNull = true; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges = new Amazon.Personalize.Model.HyperParameterRanges(); List requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_CategoricalHyperParameterRange = null; if (cmdletContext.AlgorithmHyperParameterRanges_CategoricalHyperParameterRange != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_CategoricalHyperParameterRange = cmdletContext.AlgorithmHyperParameterRanges_CategoricalHyperParameterRange; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_CategoricalHyperParameterRange != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges.CategoricalHyperParameterRanges = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_CategoricalHyperParameterRange; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRangesIsNull = false; } List requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_ContinuousHyperParameterRange = null; if (cmdletContext.AlgorithmHyperParameterRanges_ContinuousHyperParameterRange != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_ContinuousHyperParameterRange = cmdletContext.AlgorithmHyperParameterRanges_ContinuousHyperParameterRange; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_ContinuousHyperParameterRange != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges.ContinuousHyperParameterRanges = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_ContinuousHyperParameterRange; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRangesIsNull = false; } List requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_IntegerHyperParameterRange = null; if (cmdletContext.AlgorithmHyperParameterRanges_IntegerHyperParameterRange != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_IntegerHyperParameterRange = cmdletContext.AlgorithmHyperParameterRanges_IntegerHyperParameterRange; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_IntegerHyperParameterRange != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges.IntegerHyperParameterRanges = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges_algorithmHyperParameterRanges_IntegerHyperParameterRange; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRangesIsNull = false; } // determine if requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges should be set to null if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRangesIsNull) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges = null; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges != null) { requestSolutionConfig_solutionConfig_HpoConfig.AlgorithmHyperParameterRanges = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_AlgorithmHyperParameterRanges; requestSolutionConfig_solutionConfig_HpoConfigIsNull = false; } Amazon.Personalize.Model.HPOObjective requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective = null; // populate HpoObjective var requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjectiveIsNull = true; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective = new Amazon.Personalize.Model.HPOObjective(); System.String requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_MetricName = null; if (cmdletContext.HpoObjective_MetricName != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_MetricName = cmdletContext.HpoObjective_MetricName; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_MetricName != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective.MetricName = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_MetricName; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjectiveIsNull = false; } System.String requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_MetricRegex = null; if (cmdletContext.HpoObjective_MetricRegex != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_MetricRegex = cmdletContext.HpoObjective_MetricRegex; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_MetricRegex != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective.MetricRegex = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_MetricRegex; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjectiveIsNull = false; } System.String requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_Type = null; if (cmdletContext.HpoObjective_Type != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_Type = cmdletContext.HpoObjective_Type; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_Type != null) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective.Type = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective_hpoObjective_Type; requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjectiveIsNull = false; } // determine if requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective should be set to null if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjectiveIsNull) { requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective = null; } if (requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective != null) { requestSolutionConfig_solutionConfig_HpoConfig.HpoObjective = requestSolutionConfig_solutionConfig_HpoConfig_solutionConfig_HpoConfig_HpoObjective; requestSolutionConfig_solutionConfig_HpoConfigIsNull = false; } // determine if requestSolutionConfig_solutionConfig_HpoConfig should be set to null if (requestSolutionConfig_solutionConfig_HpoConfigIsNull) { requestSolutionConfig_solutionConfig_HpoConfig = null; } if (requestSolutionConfig_solutionConfig_HpoConfig != null) { request.SolutionConfig.HpoConfig = requestSolutionConfig_solutionConfig_HpoConfig; requestSolutionConfigIsNull = false; } // determine if request.SolutionConfig should be set to null if (requestSolutionConfigIsNull) { request.SolutionConfig = null; } if (cmdletContext.Tag != null) { request.Tags = cmdletContext.Tag; } CmdletOutput output; // issue call var client = Client ?? CreateClient(_CurrentCredentials, _RegionEndpoint); try { var response = CallAWSServiceOperation(client, request); object pipelineOutput = null; pipelineOutput = cmdletContext.Select(response, this); output = new CmdletOutput { PipelineOutput = pipelineOutput, ServiceResponse = response }; } catch (Exception e) { output = new CmdletOutput { ErrorResponse = e }; } return output; } public ExecutorContext CreateContext() { return new CmdletContext(); } #endregion #region AWS Service Operation Call private Amazon.Personalize.Model.CreateSolutionResponse CallAWSServiceOperation(IAmazonPersonalize client, Amazon.Personalize.Model.CreateSolutionRequest request) { Utils.Common.WriteVerboseEndpointMessage(this, client.Config, "AWS Personalize", "CreateSolution"); try { #if DESKTOP return client.CreateSolution(request); #elif CORECLR return client.CreateSolutionAsync(request).GetAwaiter().GetResult(); #else #error "Unknown build edition" #endif } catch (AmazonServiceException exc) { var webException = exc.InnerException as System.Net.WebException; if (webException != null) { throw new Exception(Utils.Common.FormatNameResolutionFailureMessage(client.Config, webException.Message), webException); } throw; } } #endregion internal partial class CmdletContext : ExecutorContext { public System.String DatasetGroupArn { get; set; } public System.String EventType { get; set; } public System.String Name { get; set; } public System.Boolean? PerformAutoML { get; set; } public System.Boolean? PerformHPO { get; set; } public System.String RecipeArn { get; set; } public Dictionary SolutionConfig_AlgorithmHyperParameter { get; set; } public System.String AutoMLConfig_MetricName { get; set; } public List AutoMLConfig_RecipeList { get; set; } public System.String SolutionConfig_EventValueThreshold { get; set; } public Dictionary SolutionConfig_FeatureTransformationParameter { get; set; } public List AlgorithmHyperParameterRanges_CategoricalHyperParameterRange { get; set; } public List AlgorithmHyperParameterRanges_ContinuousHyperParameterRange { get; set; } public List AlgorithmHyperParameterRanges_IntegerHyperParameterRange { get; set; } public System.String HpoObjective_MetricName { get; set; } public System.String HpoObjective_MetricRegex { get; set; } public System.String HpoObjective_Type { get; set; } public System.String HpoResourceConfig_MaxNumberOfTrainingJob { get; set; } public System.String HpoResourceConfig_MaxParallelTrainingJob { get; set; } public System.String OptimizationObjective_ItemAttribute { get; set; } public Amazon.Personalize.ObjectiveSensitivity OptimizationObjective_ObjectiveSensitivity { get; set; } public Dictionary> TrainingDataConfig_ExcludedDatasetColumn { get; set; } public List Tag { get; set; } public System.Func Select { get; set; } = (response, cmdlet) => response.SolutionArn; } } }