DataBiasCheckConfig: Data Bias Check Config

In DyfanJones/sagemaker-r-workflow: sagemaker pipeline and workflows

Data Bias Check Config

Description

Data Bias Check Config

Data Bias Check Config

Super class

sagemaker.workflow::ClarifyCheckConfig -> DataBiasCheckConfig

Public fields

data_bias_config

Config of sensitive groups

methods

Selector of a subset of potential metrics

Methods

Public methods

• DataBiasCheckConfig$new()

• DataBiasCheckConfig$clone()

Inherited methods

• sagemaker.workflow::ClarifyCheckConfig$format()

---

Method new()

Initialize DataBiasCheckConfig class

Usage

DataBiasCheckConfig$new(data_bias_config, methods = "all", ...)

Arguments

data_bias_config

(BiasConfig): Config of sensitive groups.

methods

(str or list[str]): Selector of a subset of potential metrics:

• "CI" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-bias-metric-class-imbalance.html,

• "DPL" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-data-bias-metric-true-label-imbalance.html,

• "KL" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-data-bias-metric-kl-divergence.html,

• "JS" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-data-bias-metric-jensen-shannon-divergence.html,

• "LP" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-data-bias-metric-lp-norm.html,

• "TVD" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-data-bias-metric-total-variation-distance.html,

• "KS" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-data-bias-metric-kolmogorov-smirnov.html,

• "CDDL" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-data-bias-metric-cddl.html

Defaults to computing all. This field CANNOT be any of PipelineNonPrimitiveInputTypes.

...

: Parameters from ClarifyCheckConfig

---

Method clone()

The objects of this class are cloneable with this method.

Usage

DataBiasCheckConfig$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.

DyfanJones/sagemaker-r-workflow documentation built on April 3, 2022, 11:28 p.m.