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import tempfile
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from abc import ABC , abstractmethod
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+ from typing import List , Union
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+
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from sagemaker import image_uris , s3 , utils
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from sagemaker .processing import ProcessingInput , ProcessingOutput , Processor
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@@ -1314,10 +1316,10 @@ class _AnalysisConfigGenerator:
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@classmethod
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def explainability (
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cls ,
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- data_config ,
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- model_config ,
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- model_scores ,
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- explainability_config
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+ data_config : DataConfig ,
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+ model_config : ModelConfig ,
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+ model_scores : ModelPredictedLabelConfig ,
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+ explainability_config : ExplainabilityConfig ,
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):
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analysis_config = data_config .get_config ()
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predictor_config = model_config .get_predictor_config ()
@@ -1358,7 +1360,7 @@ def explainability(
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return cls ._common (analysis_config )
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@classmethod
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- def bias_pre_training (cls , data_config , bias_config , methods ):
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+ def bias_pre_training (cls , data_config : DataConfig , bias_config : BiasConfig , methods : List [ str ] ):
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analysis_config = {
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** data_config .get_config (),
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** bias_config .get_config (),
@@ -1369,11 +1371,11 @@ def bias_pre_training(cls, data_config, bias_config, methods):
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@classmethod
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def bias_post_training (
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cls ,
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- data_config ,
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- bias_config ,
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- model_predicted_label_config ,
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- methods ,
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- model_config
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+ data_config : DataConfig ,
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+ bias_config : BiasConfig ,
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+ model_predicted_label_config : ModelPredictedLabelConfig ,
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+ methods : List [ str ] ,
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+ model_config : ModelConfig ,
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):
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analysis_config = {
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** data_config .get_config (),
@@ -1391,12 +1393,12 @@ def bias_post_training(
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@classmethod
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def bias (
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cls ,
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- data_config ,
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- bias_config ,
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- model_config ,
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- model_predicted_label_config ,
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- pre_training_methods = "all" ,
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- post_training_methods = "all" ,
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+ data_config : DataConfig ,
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+ bias_config : BiasConfig ,
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+ model_config : ModelConfig ,
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+ model_predicted_label_config : ModelPredictedLabelConfig ,
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+ pre_training_methods : Union [ str , List [ str ]] = "all" ,
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+ post_training_methods : Union [ str , List [ str ]] = "all" ,
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):
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analysis_config = {
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** data_config .get_config (),
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