/*
* Copyright 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.
*/
/*
* Do not modify this file. This file is generated from the sagemaker-2017-07-24.normal.json service model.
*/
using System;
using System.Collections.Generic;
using System.Xml.Serialization;
using System.Text;
using System.IO;
using System.Net;
using Amazon.Runtime;
using Amazon.Runtime.Internal;
namespace Amazon.SageMaker.Model
{
///
/// Defines the input needed to run a training job using the algorithm.
///
public partial class TrainingJobDefinition
{
private Dictionary _hyperParameters = new Dictionary();
private List _inputDataConfig = new List();
private OutputDataConfig _outputDataConfig;
private ResourceConfig _resourceConfig;
private StoppingCondition _stoppingCondition;
private TrainingInputMode _trainingInputMode;
///
/// Gets and sets the property HyperParameters.
///
/// The hyperparameters used for the training job.
///
///
[AWSProperty(Min=0, Max=100)]
public Dictionary HyperParameters
{
get { return this._hyperParameters; }
set { this._hyperParameters = value; }
}
// Check to see if HyperParameters property is set
internal bool IsSetHyperParameters()
{
return this._hyperParameters != null && this._hyperParameters.Count > 0;
}
///
/// Gets and sets the property InputDataConfig.
///
/// An array of Channel
objects, each of which specifies an input source.
///
///
[AWSProperty(Required=true, Min=1, Max=20)]
public List InputDataConfig
{
get { return this._inputDataConfig; }
set { this._inputDataConfig = value; }
}
// Check to see if InputDataConfig property is set
internal bool IsSetInputDataConfig()
{
return this._inputDataConfig != null && this._inputDataConfig.Count > 0;
}
///
/// Gets and sets the property OutputDataConfig.
///
/// the path to the S3 bucket where you want to store model artifacts. SageMaker creates
/// subfolders for the artifacts.
///
///
[AWSProperty(Required=true)]
public OutputDataConfig OutputDataConfig
{
get { return this._outputDataConfig; }
set { this._outputDataConfig = value; }
}
// Check to see if OutputDataConfig property is set
internal bool IsSetOutputDataConfig()
{
return this._outputDataConfig != null;
}
///
/// Gets and sets the property ResourceConfig.
///
/// The resources, including the ML compute instances and ML storage volumes, to use for
/// model training.
///
///
[AWSProperty(Required=true)]
public ResourceConfig ResourceConfig
{
get { return this._resourceConfig; }
set { this._resourceConfig = value; }
}
// Check to see if ResourceConfig property is set
internal bool IsSetResourceConfig()
{
return this._resourceConfig != null;
}
///
/// Gets and sets the property StoppingCondition.
///
/// Specifies a limit to how long a model training job can run. It also specifies how
/// long a managed Spot training job has to complete. When the job reaches the time limit,
/// SageMaker ends the training job. Use this API to cap model training costs.
///
///
///
/// To stop a job, SageMaker sends the algorithm the SIGTERM signal, which delays job
/// termination for 120 seconds. Algorithms can use this 120-second window to save the
/// model artifacts.
///
///
[AWSProperty(Required=true)]
public StoppingCondition StoppingCondition
{
get { return this._stoppingCondition; }
set { this._stoppingCondition = value; }
}
// Check to see if StoppingCondition property is set
internal bool IsSetStoppingCondition()
{
return this._stoppingCondition != null;
}
///
/// Gets and sets the property TrainingInputMode.
///
[AWSProperty(Required=true)]
public TrainingInputMode TrainingInputMode
{
get { return this._trainingInputMode; }
set { this._trainingInputMode = value; }
}
// Check to see if TrainingInputMode property is set
internal bool IsSetTrainingInputMode()
{
return this._trainingInputMode != null;
}
}
}