Module Values_0.ClarifyShapConfigSource

The configuration for SHAP analysis using SageMaker Clarify Explainer.

Sourcetype nonrec t = {
  1. shapBaselineConfig : ClarifyShapBaselineConfig.t;
    (*

    The configuration for the SHAP baseline of the Kernal SHAP algorithm.

    *)
  2. numberOfSamples : ClarifyShapNumberOfSamples.t option;
    (*

    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.

    *)
  3. useLogit : ClarifyShapUseLogit.t option;
    (*

    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.

    *)
  4. seed : ClarifyShapSeed.t option;
    (*

    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.

    *)
  5. textConfig : ClarifyTextConfig.t option;
    (*

    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.

    *)
}
Sourceval context_ : string
Sourceval make : ?numberOfSamples:??? -> ?useLogit:??? -> ?seed:??? -> ?textConfig:??? -> shapBaselineConfig:ClarifyShapBaselineConfig.t -> unit -> t
Sourceval to_value : t -> [> `Structure of (string * [> `Boolean of ClarifyShapUseLogit.t | `Integer of ClarifyShapNumberOfSamples.t | `Structure of (string * [> `Enum of string | `String of ClarifyMimeType.t ]) list ]) list ]
Sourceval to_query : t -> Awso.Client.Query.t
Sourceval of_xml : Awso.Xml.t -> t
Sourceval of_string : string -> t
Sourceval of_json : Yojson.Safe.t -> t
Sourceval to_json : t -> Yojson.Safe.t