Class CfnEndpointConfig.ClarifyShapBaselineConfigProperty

The configuration for the SHAP baseline (also called the background or reference dataset) of the Kernal SHAP algorithm.

Inheritance
System.Object
CfnEndpointConfig.ClarifyShapBaselineConfigProperty
Namespace: Amazon.CDK.AWS.Sagemaker
Assembly: Amazon.CDK.Lib.dll
Syntax (csharp)
public class ClarifyShapBaselineConfigProperty : Object, CfnEndpointConfig.IClarifyShapBaselineConfigProperty
Syntax (vb)
Public Class ClarifyShapBaselineConfigProperty
    Inherits Object
    Implements CfnEndpointConfig.IClarifyShapBaselineConfigProperty
Remarks

    See: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-endpointconfig-clarifyshapbaselineconfig.html

    ExampleMetadata: fixture=_generated

    Examples
    // The code below shows an example of how to instantiate this type.
// The values are placeholders you should change.
using Amazon.CDK.AWS.Sagemaker;

var clarifyShapBaselineConfigProperty = new ClarifyShapBaselineConfigProperty {
    MimeType = "mimeType",
    ShapBaseline = "shapBaseline",
    ShapBaselineUri = "shapBaselineUri"
};

    Synopsis

    Constructors

    ClarifyShapBaselineConfigProperty()

    Properties

    MimeType

    The MIME type of the baseline data.
    ShapBaseline

    The inline SHAP baseline data in string format.
    ShapBaselineUri

    The uniform resource identifier (URI) of the S3 bucket where the SHAP baseline file is stored.

    Constructors

    ClarifyShapBaselineConfigProperty()

    public ClarifyShapBaselineConfigProperty()

    Properties

    MimeType

    The MIME type of the baseline data.

    public string MimeType { get; set; }
    Property Value

    System.String

    Remarks

    Choose from 'text/csv' or 'application/jsonlines' . Defaults to 'text/csv' .

    See: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-endpointconfig-clarifyshapbaselineconfig.html#cfn-sagemaker-endpointconfig-clarifyshapbaselineconfig-mimetype

    ShapBaseline

    The inline SHAP baseline data in string format.

    public string ShapBaseline { get; set; }
    Property Value

    System.String

    Remarks

    ShapBaseline can have one or multiple records to be used as the baseline dataset. The format of the SHAP baseline file should be the same format as the training dataset. For example, if the training dataset is in CSV format and each record contains four features, and all features are numerical, then the format of the baseline data should also share these characteristics. For natural language processing (NLP) of text columns, the baseline value should be the value used to replace the unit of text specified by the Granularity of the TextConfig parameter. The size limit for ShapBasline is 4 KB. Use the ShapBaselineUri parameter if you want to provide more than 4 KB of baseline data.

    See: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-endpointconfig-clarifyshapbaselineconfig.html#cfn-sagemaker-endpointconfig-clarifyshapbaselineconfig-shapbaseline

    ShapBaselineUri

    The uniform resource identifier (URI) of the S3 bucket where the SHAP baseline file is stored.

    public string ShapBaselineUri { get; set; }
    Property Value

    System.String

    Remarks

    The format of the SHAP baseline file should be the same format as the format of the training dataset. For example, if the training dataset is in CSV format, and each record in the training dataset has four features, and all features are numerical, then the baseline file should also have this same format. Each record should contain only the features. If you are using a virtual private cloud (VPC), the ShapBaselineUri should be accessible to the VPC. For more information about setting up endpoints with Amazon Virtual Private Cloud, see Give SageMaker access to Resources in your Amazon Virtual Private Cloud .

    See: http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-sagemaker-endpointconfig-clarifyshapbaselineconfig.html#cfn-sagemaker-endpointconfig-clarifyshapbaselineconfig-shapbaselineuri

    Implements