Interface CfnEndpointConfig.ClarifyShapBaselineConfigProperty
- All Superinterfaces:
software.amazon.jsii.JsiiSerializable
- All Known Implementing Classes:
CfnEndpointConfig.ClarifyShapBaselineConfigProperty.Jsii$Proxy
- Enclosing class:
CfnEndpointConfig
- The number of records in the baseline data 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 .
ShapBaseline
andShapBaselineUri
are mutually exclusive parameters. One or the either is required to configure a SHAP baseline.
Example:
// The code below shows an example of how to instantiate this type. // The values are placeholders you should change. import software.amazon.awscdk.services.sagemaker.*; ClarifyShapBaselineConfigProperty clarifyShapBaselineConfigProperty = ClarifyShapBaselineConfigProperty.builder() .mimeType("mimeType") .shapBaseline("shapBaseline") .shapBaselineUri("shapBaselineUri") .build();
- See Also:
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Nested Class Summary
Modifier and TypeInterfaceDescriptionstatic final class
A builder forCfnEndpointConfig.ClarifyShapBaselineConfigProperty
static final class
An implementation forCfnEndpointConfig.ClarifyShapBaselineConfigProperty
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Method Summary
Methods inherited from interface software.amazon.jsii.JsiiSerializable
$jsii$toJson
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Method Details
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getMimeType
The MIME type of the baseline data.Choose from
'text/csv'
or'application/jsonlines'
. Defaults to'text/csv'
.- See Also:
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getShapBaseline
The inline SHAP baseline data in string format.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 theGranularity
of theTextConfig
parameter. The size limit forShapBasline
is 4 KB. Use theShapBaselineUri
parameter if you want to provide more than 4 KB of baseline data.- See Also:
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getShapBaselineUri
The uniform resource identifier (URI) of the S3 bucket where the SHAP baseline file is stored.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 Also:
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builder
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