ModelBiasCheckConfig: Model Bias Check Config

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

Model Bias Check Config

Description

Model Bias Check Config

Model Bias Check Config

Super class

sagemaker.workflow::ClarifyCheckConfig -> ModelBiasCheckConfig

Public fields

data_bias_config

Config of sensitive groups

model_config

Config of the model and its endpoint to be created

model_predicted_label_config

Config of how to extract the predicted label from the model output

methods

Selector of a subset of potential metrics

Methods

Public methods

• ModelBiasCheckConfig$new()

• ModelBiasCheckConfig$clone()

Inherited methods

• sagemaker.workflow::ClarifyCheckConfig$format()

---

Method new()

Initialize DataBiasCheckConfig class

Usage

ModelBiasCheckConfig$new(
  data_bias_config,
  model_config,
  model_predicted_label_config,
  methods = "all",
  ...
)

Arguments

data_bias_config

(BiasConfig): Config of sensitive groups.

model_config

(ModelConfig): Config of the model and its endpoint to be created.

model_predicted_label_config

(ModelPredictedLabelConfig): Config of how to extract the predicted label from the model output.

methods

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

• "DPPL"https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-dppl.html,

• "DI" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-di.html,

• "DCA" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-dca.html,

• "DCR" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-dcr.html,

• "RD" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-rd.html,

• "DAR" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-dar.html,

• "DRR" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-drr.html,

• "AD" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-ad.html,

• "CDDPL" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-cddpl.html,

• "TE" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-te.html,

• "FT" https://docs.aws.amazon.com/sagemaker/latest/dg/clarify-post-training-bias-metric-ft.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

ModelBiasCheckConfig$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.