/*
* 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
{
///
/// The configuration for SHAP analysis using SageMaker Clarify Explainer.
///
public partial class ClarifyShapConfig
{
private int? _numberOfSamples;
private int? _seed;
private ClarifyShapBaselineConfig _shapBaselineConfig;
private ClarifyTextConfig _textConfig;
private bool? _useLogit;
///
/// Gets and sets the property NumberOfSamples.
///
/// The number of samples to be used for analysis by the Kernal SHAP algorithm.
///
///
///
/// The number of samples determines the size of the synthetic dataset, which has an impact
/// on latency of explainability requests. For more information, see the Synthetic
/// data of Configure
/// and create an endpoint.
///
///
///
[AWSProperty(Min=1)]
public int NumberOfSamples
{
get { return this._numberOfSamples.GetValueOrDefault(); }
set { this._numberOfSamples = value; }
}
// Check to see if NumberOfSamples property is set
internal bool IsSetNumberOfSamples()
{
return this._numberOfSamples.HasValue;
}
///
/// Gets and sets the property Seed.
///
/// The starting value used to initialize the random number generator in the explainer.
/// Provide a value for this parameter to obtain a deterministic SHAP result.
///
///
public int Seed
{
get { return this._seed.GetValueOrDefault(); }
set { this._seed = value; }
}
// Check to see if Seed property is set
internal bool IsSetSeed()
{
return this._seed.HasValue;
}
///
/// Gets and sets the property ShapBaselineConfig.
///
/// The configuration for the SHAP baseline of the Kernal SHAP algorithm.
///
///
[AWSProperty(Required=true)]
public ClarifyShapBaselineConfig ShapBaselineConfig
{
get { return this._shapBaselineConfig; }
set { this._shapBaselineConfig = value; }
}
// Check to see if ShapBaselineConfig property is set
internal bool IsSetShapBaselineConfig()
{
return this._shapBaselineConfig != null;
}
///
/// Gets and sets the property TextConfig.
///
/// A parameter that indicates if text features are treated as text and explanations are
/// provided for individual units of text. Required for natural language processing (NLP)
/// explainability only.
///
///
public ClarifyTextConfig TextConfig
{
get { return this._textConfig; }
set { this._textConfig = value; }
}
// Check to see if TextConfig property is set
internal bool IsSetTextConfig()
{
return this._textConfig != null;
}
///
/// Gets and sets the property UseLogit.
///
/// A Boolean toggle to indicate if you want to use the logit function (true) or log-odds
/// units (false) for model predictions. Defaults to false.
///
///
public bool UseLogit
{
get { return this._useLogit.GetValueOrDefault(); }
set { this._useLogit = value; }
}
// Check to see if UseLogit property is set
internal bool IsSetUseLogit()
{
return this._useLogit.HasValue;
}
}
}