Index

_

__call__() (vision_unlearning.unlearner.fade.SharedR method) __class_vars__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __private_attributes__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_complete__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_computed_fields__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_core_schema__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_custom_init__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_decorators__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_extra__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_fields__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_fields_set__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_generic_metadata__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_parent_namespace__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_post_init__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_private__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute)

__pydantic_root_model__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_serializer__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __pydantic_validator__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) __signature__ (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod attribute) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency attribute) _accelerator (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _attribution_path (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerModule attribute) (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) _bias (vision_unlearning.unlearner.fade.ElasticLoRALinear attribute) _classes (vision_unlearning.datasets.base.UnlearnDataset attribute) _clip_metric (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] _clip_score_fn (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) _collect_guide_outputs() (vision_unlearning.unlearner.UCE method) (vision_unlearning.unlearner.uce_sd_erase.UCE method) _collect_text_embeddings() (vision_unlearning.unlearner.UCE method) (vision_unlearning.unlearner.uce_sd_erase.UCE method) _compute_from_scratch() (vision_unlearning.benchmarks.I_care.InterferencePerEntity method) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingForgettingEfficiency method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceMatrix method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMethodComparisonByMetricEntity method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSimilarityMatrix method) (vision_unlearning.benchmarks.I_care.ResultTemplate method) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingForgettingEfficiency method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceMatrix method) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary method) (vision_unlearning.benchmarks.I_care.ResultTemplateMethodComparisonByMetricEntity method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical method) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical method) (vision_unlearning.benchmarks.I_care.ResultTemplateSimilarityMatrix method) (vision_unlearning.benchmarks.InterferencePerEntity method) (vision_unlearning.benchmarks.ResultTemplate method) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingForgettingEfficiency method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.ResultTemplateInterferenceMatrix method) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary method) (vision_unlearning.benchmarks.ResultTemplateMethodComparisonByMetricEntity method) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment method) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment method) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical method) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical method) (vision_unlearning.benchmarks.ResultTemplateSimilarityMatrix method) (vision_unlearning.datasets.GeneratedDataset method) (vision_unlearning.datasets.testbed.GeneratedDataset method) _convert_mean_to_std() (in module vision_unlearning.evaluator) (in module vision_unlearning.evaluator.class_unlearning) _cosine_distance() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile static method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile static method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile static method) _dataset_splits (vision_unlearning.datasets.base.UnlearnDataset attribute) _decode_image() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.utils) _download_imagenette() (vision_unlearning.datasets.imagenette.UnlearnDatasetImagenette method) _encode_image_file() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.utils) _evaluate_lpips() (vision_unlearning.metrics.image_and_image.MetricImageImage method) (vision_unlearning.metrics.MetricImageImage method) _fig_to_bytes() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate class method) (vision_unlearning.benchmarks.I_care.ResultTemplate class method) (vision_unlearning.benchmarks.ResultTemplate class method) _get_accelerator() (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.UnlearnerLora method) _get_baseline_embedding_path() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile method) _get_data_path_local() (vision_unlearning.benchmarks.I_care.InterferencePerEntity method) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate method) (vision_unlearning.benchmarks.I_care.ResultTemplate method) (vision_unlearning.benchmarks.InterferencePerEntity method) (vision_unlearning.benchmarks.ResultTemplate method) _get_data_path_remote() (vision_unlearning.benchmarks.I_care.InterferencePerEntity method) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical method) (vision_unlearning.benchmarks.I_care.ResultTemplate method) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical method) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical method) (vision_unlearning.benchmarks.InterferencePerEntity method) (vision_unlearning.benchmarks.ResultTemplate method) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical method) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical method) _get_entity_embedding_path() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile method) _get_lora_config() (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerModule method) (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.UnlearnerLora method) _get_partial_path_local() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSimilarityMatrix method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.I_care.ResultTemplateSimilarityMatrix method) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.ResultTemplateSimilarityMatrix method) _hook_after_lora_init() (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.UnlearnerLora method) _hook_before_load_model() (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.UnlearnerLora method) _huggingface_download_one_file() (in module vision_unlearning.integrations.huggingface) _id2label (vision_unlearning.metrics.image.MetricGender attribute) (vision_unlearning.metrics.MetricGender attribute) _images (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _load() (vision_unlearning.datasets.base.UnlearnDataset method) (vision_unlearning.datasets.cifar.UnlearnDatasetCifar method) (vision_unlearning.datasets.coco.UnlearnDatasetCoco method) (vision_unlearning.datasets.imagenette.UnlearnDatasetImagenette method) (vision_unlearning.datasets.local.UnlearnDatasetLocal method) _load_image() (vision_unlearning.evaluator.MetricImageTextSimilarity method) (vision_unlearning.metrics.image.MetricQuality method) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricQuality method) (vision_unlearning.unlearner.MetricImageTextSimilarity method), [1] _lora_layers (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _lora_weight_name (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _loss_alex (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageImage attribute) _loss_vgg (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageImage attribute) _lr_scheduler (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _mask_dict (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) _mean_embeddings() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile static method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile static method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile static method) _model (vision_unlearning.metrics.image.MetricGender attribute) (vision_unlearning.metrics.MetricGender attribute) _model_name (vision_unlearning.metrics.image.MetricGender attribute) (vision_unlearning.metrics.MetricGender attribute) _n_classes (vision_unlearning.datasets.base.UnlearnDataset attribute) _noise_scheduler (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _optimizer (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _output_dir_checkpoints (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _output_dir_lora (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _output_dir_sub (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) _output_dir_super (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) _peak_mem (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _pil_or_array_to_path() (vision_unlearning.metrics.image_and_image.MetricImageImage static method) (vision_unlearning.metrics.MetricImageImage static method) _pipeline (vision_unlearning.evaluator.MetricPaintingStyle attribute) (vision_unlearning.metrics.image.MetricPaintingStyle attribute) (vision_unlearning.metrics.MetricPaintingStyle attribute) _pre_checks() (vision_unlearning.unlearner.fade.UnlearnerLoraDistillation method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.UnlearnerLora method) _prepare_dataloaders() (vision_unlearning.unlearner.fade.UnlearnerLoraDistillation method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.lora.UnlearnerLoraDirect method) (vision_unlearning.unlearner.UnlearnerLora method) (vision_unlearning.unlearner.UnlearnerLoraDirect method) _processor (vision_unlearning.metrics.image.MetricGender attribute) (vision_unlearning.metrics.MetricGender attribute) _resolve_entity() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary method) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary method) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary method) _resolve_hf_entity() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile method) _save_lora_layers() (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.UnlearnerLora method) _save_uce_weights() (vision_unlearning.unlearner.UCE method) (vision_unlearning.unlearner.uce_sd_erase.UCE method) _score_from_paths() (vision_unlearning.metrics.image_and_image.MetricImageImage method) (vision_unlearning.metrics.MetricImageImage method) _serialize_parameters() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingForgettingEfficiency method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceMatrix method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMethodComparisonByMetricEntity method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSimilarityMatrix method) (vision_unlearning.benchmarks.I_care.ResultTemplate method) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingForgettingEfficiency method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceMatrix method) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary method) (vision_unlearning.benchmarks.I_care.ResultTemplateMethodComparisonByMetricEntity method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.I_care.ResultTemplateSimilarityMatrix method) (vision_unlearning.benchmarks.ResultTemplate method) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingForgettingEfficiency method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile method) (vision_unlearning.benchmarks.ResultTemplateInterferenceMatrix method) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary method) (vision_unlearning.benchmarks.ResultTemplateMethodComparisonByMetricEntity method) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment method) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment method) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti method) (vision_unlearning.benchmarks.ResultTemplateSimilarityMatrix method) _similarities_gf (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _similarities_gr (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _split() (vision_unlearning.datasets.base.UnlearnDataset method) _split_class() (vision_unlearning.datasets.base.UnlearnDataset method) _split_random() (vision_unlearning.datasets.base.UnlearnDataset method) _split_temporal() (vision_unlearning.datasets.base.UnlearnDataset method) _text_encoder (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _tokenizer (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _train_forget_dataloader (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _train_one_batch() (vision_unlearning.unlearner.fade.UnlearnerLoraDistillation method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.lora.UnlearnerLoraDirect method) (vision_unlearning.unlearner.UnlearnerLora method) (vision_unlearning.unlearner.UnlearnerLoraDirect method) _train_retain_dataloader (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _type_method (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) _type_task (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) _unet (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _update_weights() (vision_unlearning.unlearner.UCE method) (vision_unlearning.unlearner.uce_sd_erase.UCE method) _vae (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) _validate_consistency() (vision_unlearning.datasets.GeneratedDataset method) (vision_unlearning.datasets.testbed.GeneratedDataset method) _weight (vision_unlearning.unlearner.fade.ElasticLoRALinear attribute) _weight_dtype (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute)

A

active_sub_adapter() (vision_unlearning.unlearner.fade.ElasticLoRALinear method) adam_beta1 (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) adam_beta2 (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) adam_epsilon (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) adam_weight_decay (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) akc_find_closest_match() (in module vision_unlearning.datasets.others) allow_tf32 (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) analyze_correlation_between_pairwise_metrics() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates) analyze_relationship_categorical() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates) analyze_relationship_category() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates) analyze_relationship_numerical() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates) analyze_relationship_regression() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates) Art (vision_unlearning.unlearner.ConceptType attribute) (vision_unlearning.unlearner.uce_sd_erase.ConceptType attribute)

attribute (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical attribute) attribute() (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethod method) (vision_unlearning.utils.parameter_attribution.ParameterAttributionMethodSaliency method) attribute_1 (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.ResultTemplateImplicitAssociationTest attribute) attribute_2 (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.ResultTemplateImplicitAssociationTest attribute) attribute_list (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship attribute) attribute_value (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical attribute) attribution_overwrite_if_exists (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerModule attribute) (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) average_metric() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metrics) average_metrics() (in module vision_unlearning.evaluator) (in module vision_unlearning.evaluator.class_unlearning)

B

balanced_subsample_lib() (in module vision_unlearning.datasets.others) base_folder (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.datasets.GeneratedDataset attribute) (vision_unlearning.datasets.testbed.GeneratedDataset attribute)

bias (vision_unlearning.unlearner.fade.ElasticLoRALinear attribute) (vision_unlearning.unlearner.fade.ElasticLoRALinear property)

C

cache_dir (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) calculate_similarity_clip() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) calculate_sparsity_lora() (in module vision_unlearning.unlearner.fade) caption_column (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) center_crop (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) check_eval_results() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates) check_lora_sparsity() (in module vision_unlearning.unlearner.fade) checkpointing_steps (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) checkpoints_total_limit (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) choose_metric_column_interference_per_entity() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) Class (vision_unlearning.datasets.base.UnlearnDatasetSplitMode attribute) class_mapping (vision_unlearning.datasets.imagenette.UnlearnDatasetImagenette attribute) collate_fn() (in module vision_unlearning.unlearner) (in module vision_unlearning.utils.training) compute() (vision_unlearning.benchmarks.I_care.InterferencePerEntity method) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate method) (vision_unlearning.benchmarks.I_care.ResultTemplate method) (vision_unlearning.benchmarks.InterferencePerEntity method) (vision_unlearning.benchmarks.ResultTemplate method) (vision_unlearning.datasets.GeneratedDataset method) (vision_unlearning.datasets.testbed.GeneratedDataset method)

compute_gradient_conflict (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) compute_memory (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) compute_runtimes (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) concept_type (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) ConceptType (class in vision_unlearning.unlearner) (class in vision_unlearning.unlearner.uce_sd_erase) convert_params_from_gui_to_backend() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) count_classes_dataset_lfw() (in module vision_unlearning.datasets.others) count_classes_dataset_taras_breeds() (in module vision_unlearning.datasets.others) create_metadata_jsonl() (in module vision_unlearning.datasets.others) current_r (vision_unlearning.unlearner.fade.SharedR attribute)

D

dataloader_num_workers (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) dataset_forget_config_name (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) dataset_forget_name (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) dataset_retain_config_name (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) dataset_retain_name (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) denormalize() (vision_unlearning.datasets.base.UnlearnDataset method) desired_style (vision_unlearning.evaluator.MetricPaintingStyle attribute) (vision_unlearning.metrics.image.MetricPaintingStyle attribute) (vision_unlearning.metrics.MetricPaintingStyle attribute) device (vision_unlearning.evaluator.MetricPaintingStyle attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.image.MetricGender attribute) (vision_unlearning.metrics.image.MetricPaintingStyle attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.metrics.MetricGender attribute) (vision_unlearning.metrics.MetricPaintingStyle attribute) (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) dict_to_explanation() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.utils) display_interesting_interferences() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates) domain_attribute (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration)

domain_entity (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) domain_l (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) domain_me (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) domain_model (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) domain_mp (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) domain_s (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) domain_task (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) domain_unlearning_algorithm (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) download_dataset_akc() (in module vision_unlearning.datasets.others) download_dataset_lfw() (in module vision_unlearning.datasets.others) download_dataset_pantheon() (in module vision_unlearning.datasets.others) download_dataset_sun() (in module vision_unlearning.datasets.others) download_dataset_taras_breeds() (in module vision_unlearning.datasets.others) download_path (vision_unlearning.datasets.cifar.UnlearnDatasetCifar attribute) (vision_unlearning.datasets.imagenette.UnlearnDatasetImagenette attribute)

E

edit_concepts (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) ElasticLoRALinear (class in vision_unlearning.unlearner.fade) embed_forgetting_session() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.embeddings) embed_forgetting_session_batched() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.embeddings) embed_image_with_dino() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.embeddings) EMBEDDING_DIM (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.embeddings) EMBEDDING_MODEL (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.embeddings) enable_xformers_memory_efficient_attention (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) entity (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary attribute) entity_1 (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.ResultTemplateMinimumCutInterference attribute) entity_2 (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.ResultTemplateMinimumCutInterference attribute)

entity_index (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary attribute) erase_scale (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) evaluate() (vision_unlearning.evaluator.EvaluatorTextToImage method) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage method) (vision_unlearning.unlearner.EvaluatorTextToImage method), [1] (vision_unlearning.unlearner.UCE method) (vision_unlearning.unlearner.uce_sd_erase.UCE method) evaluate_painting_style() (in module vision_unlearning.evaluator) (in module vision_unlearning.evaluator.text_to_image) EvaluatorTextToImage (class in vision_unlearning.evaluator) (class in vision_unlearning.evaluator.text_to_image) (class in vision_unlearning.unlearner), [1] exists() (vision_unlearning.datasets.GeneratedDataset method) (vision_unlearning.datasets.testbed.GeneratedDataset method) exists_interference_per_pair() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) exists_metadata_filtered() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) exists_unlearned_dataset() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) exists_unlearned_model() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) expand_prompts (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) explanation_to_dict() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.utils) extract_sub_adapter() (in module vision_unlearning.unlearner.fade)

F

file_path() (vision_unlearning.datasets.GeneratedDataset method) (vision_unlearning.datasets.testbed.GeneratedDataset method) final_eval_prompts_forget (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) final_eval_prompts_retain (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) find_module_name_by_weights() (in module vision_unlearning.unlearner.fade)

find_worst_interfered() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metrics) folder_path (vision_unlearning.datasets.GeneratedDataset property) (vision_unlearning.datasets.testbed.GeneratedDataset property) forget_tokens() (in module vision_unlearning.utils.training) forget_weight (vision_unlearning.unlearner.GradientWeightingMethodSimple attribute) (vision_unlearning.utils.gradient_weighting.GradientWeightingMethodSimple attribute) format_metrics_as_markdown() (in module vision_unlearning.evaluator) (in module vision_unlearning.evaluator.class_unlearning) FORMATTER (in module vision_unlearning.utils.logger) FrechetInceptionDistance (class in vision_unlearning.metrics.fid)

G

gen_imgs (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) gen_imgs_path (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) generate_dataset() (in module vision_unlearning.utils.data_generation) GeneratedDataset (class in vision_unlearning.datasets) (class in vision_unlearning.datasets.testbed) get_attribute_for_entity() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_generated_dataset_file() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_generated_dataset_folder() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_interference_per_entity() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) get_interference_per_entity_path() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) get_interference_per_pair() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) get_interference_per_pair_inverse() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) get_interference_per_pair_path() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) get_loader() (vision_unlearning.datasets.base.UnlearnDataset method) get_logger() (in module vision_unlearning.datasets) (in module vision_unlearning.evaluator) (in module vision_unlearning.unlearner) (in module vision_unlearning.utils.logger) get_metadata_filtered() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_metadata_filtered_path() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed)

get_off_image_path() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) (vision_unlearning.datasets.GeneratedDataset class method) (vision_unlearning.datasets.testbed.GeneratedDataset class method) get_pipeline_from_modified_weights() (vision_unlearning.unlearner.UCE static method) (vision_unlearning.unlearner.uce_sd_erase.UCE static method) get_rank_value() (in module vision_unlearning.unlearner.fade) get_shared_baseline_folder() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_similarity_clip_df() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_similarity_clip_path() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_splits() (vision_unlearning.datasets.base.UnlearnDataset method) get_target_overwrite() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_target_preprocessed() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) get_unlearned_model_folder() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) gradient_accumulation_steps (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) gradient_checkpointing (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) gradient_weighting_method (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) GradientWeightingMethod (class in vision_unlearning.unlearner) (class in vision_unlearning.utils.gradient_weighting) GradientWeightingMethodMunba (class in vision_unlearning.utils.gradient_weighting) GradientWeightingMethodNone (class in vision_unlearning.utils.gradient_weighting) GradientWeightingMethodSimple (class in vision_unlearning.unlearner) (class in vision_unlearning.utils.gradient_weighting) GUI_TO_BACKEND (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) guide_concepts (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute)

H

hf_config_name (vision_unlearning.datasets.GeneratedDataset property) (vision_unlearning.datasets.testbed.GeneratedDataset property) hf_path_in_repo (vision_unlearning.datasets.GeneratedDataset property) (vision_unlearning.datasets.testbed.GeneratedDataset property) hub_model_id (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) hub_token (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) huggingface_dataset_download() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.integrations.huggingface) huggingface_dataset_download_parallel() (in module vision_unlearning.integrations.huggingface) huggingface_dataset_exists() (in module vision_unlearning.integrations.huggingface)

huggingface_dataset_file_download() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.integrations.huggingface) huggingface_dataset_file_exists() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.integrations.huggingface) huggingface_dataset_file_upload() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.integrations.huggingface) huggingface_dataset_upload() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.integrations.huggingface) huggingface_get_model_images() (in module vision_unlearning.integrations.huggingface) huggingface_get_model_metrics() (in module vision_unlearning.integrations.huggingface) huggingface_model_download() (in module vision_unlearning.integrations.huggingface) huggingface_model_upload() (in module vision_unlearning.integrations.huggingface)

I

image_column (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) images_max_dim (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary attribute) include_attribute_diff_similarity (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) include_attribute_value_similarity (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) init_weights() (vision_unlearning.unlearner.fade.ElasticLoRALinear method) InsufficientSamplesError, [1], [2] interference_entity (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical attribute) interference_entity_1 (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment attribute) interference_entity_2 (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment attribute) interference_entity_list (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship attribute)

interference_pair (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMinimumCutInterference attribute) InterferencePerEntity (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.metadata) InvalidAttributeTypeError, [1], [2] is_baseline (vision_unlearning.datasets.GeneratedDataset property) (vision_unlearning.datasets.testbed.GeneratedDataset property) is_group_head (vision_unlearning.unlearner.fade.ElasticLoRALinear attribute) is_lora_A (vision_unlearning.unlearner.fade.ElasticLoRALinear attribute) is_lora_negated (vision_unlearning.unlearner.fade.UnlearnerLoraDistillation attribute) (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) is_valid_custom_adapter_config() (in module vision_unlearning.unlearner.fade) is_valid_elastic_adapter_config() (in module vision_unlearning.unlearner.fade) is_worst_interfered_target() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metrics)

J

jacc_metric_score() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates)

json_metafile (vision_unlearning.unlearner.fade.UnlearnerLoraDistillation attribute) jsonl_dump() (in module vision_unlearning.datasets.others) jsonl_load() (in module vision_unlearning.datasets.others)

L

lamb (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) latent_embedding (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.ResultTemplateImplicitAssociationTest attribute) launch_accelerated_training() (in module vision_unlearning.utils.training) learning_rate (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) load_custom_adapter_config() (in module vision_unlearning.unlearner.fade) load_dino_model() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.embeddings) load_images_from_folder() (vision_unlearning.metrics.fid.FrechetInceptionDistance method) load_state_dict() (vision_unlearning.unlearner.fade.ElasticLoRALinear method) local_get_model_images() (in module vision_unlearning.integrations.local) local_get_model_metrics() (in module vision_unlearning.integrations.local) local_rank (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) log_validation() (in module vision_unlearning.evaluator) (in module vision_unlearning.evaluator.text_to_image) (in module vision_unlearning.unlearner) logger (in module vision_unlearning.benchmarks.I_care.embeddings) (in module vision_unlearning.benchmarks.I_care.metadata) (in module vision_unlearning.benchmarks.I_care.result_templates) (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.base) (in module vision_unlearning.datasets.testbed) (in module vision_unlearning.evaluator) (in module vision_unlearning.evaluator.text_to_image) (in module vision_unlearning.integrations.huggingface) (in module vision_unlearning.unlearner), [1], [2] (in module vision_unlearning.unlearner.base) (in module vision_unlearning.utils.gradient_weighting) (in module vision_unlearning.utils.model_management) (in module vision_unlearning.utils.parameter_attribution)

logging_dir (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) logging_steps (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) lora_alpha (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) lora_r (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) lr_scheduler_type (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) lr_warmup_steps (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute)

M

make_lora_elastic() (in module vision_unlearning.unlearner.fade) make_prompt_for_label() (vision_unlearning.datasets.base.UnlearnDataset method) (vision_unlearning.datasets.imagenette.UnlearnDatasetImagenette method) masked_weight (vision_unlearning.unlearner.fade.ElasticLoRALinear property) max_grad_norm (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) max_train_samples (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) max_train_steps (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) mean (vision_unlearning.datasets.base.UnlearnDataset attribute) method (vision_unlearning.datasets.GeneratedDataset attribute) (vision_unlearning.datasets.testbed.GeneratedDataset attribute) Metric (class in vision_unlearning.metrics), [1], [2], [3], [4] (class in vision_unlearning.metrics.base) metric_clip (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] metric_key_name (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateSimilarityMatrix attribute) metric_of_worst_interfered() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metrics) MetricGender (class in vision_unlearning.metrics) (class in vision_unlearning.metrics.image) MetricImage (class in vision_unlearning.metrics) (class in vision_unlearning.metrics.image) MetricImageImage (class in vision_unlearning.metrics) (class in vision_unlearning.metrics.image_and_image) MetricImageTextSimilarity (class in vision_unlearning.evaluator) (class in vision_unlearning.metrics) (class in vision_unlearning.metrics.image_and_text) (class in vision_unlearning.unlearner), [1] MetricPaintingStyle (class in vision_unlearning.evaluator) (class in vision_unlearning.metrics) (class in vision_unlearning.metrics.image) MetricQuality (class in vision_unlearning.metrics) (class in vision_unlearning.metrics.image) MetricRace (class in vision_unlearning.metrics) (class in vision_unlearning.metrics.image) metrics (vision_unlearning.evaluator.MetricImageTextSimilarity attribute) (vision_unlearning.evaluator.MetricPaintingStyle attribute) (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) (vision_unlearning.metrics.image.MetricPaintingStyle attribute) (vision_unlearning.metrics.image_and_image.MetricImageImage attribute) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricImageImage attribute) (vision_unlearning.metrics.MetricImageTextSimilarity attribute) (vision_unlearning.metrics.MetricPaintingStyle attribute) (vision_unlearning.metrics.MetricTextTextSimilarity attribute) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity attribute) (vision_unlearning.unlearner.MetricImageTextSimilarity attribute), [1] MetricTextTextSimilarity (class in vision_unlearning.metrics) (class in vision_unlearning.metrics.text_and_text) min_samples_per_category (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical attribute) mixed_precision (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) model (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute)

model_config (vision_unlearning.datasets.base.UnlearnDataset attribute) (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.metrics.base.Metric attribute) (vision_unlearning.metrics.Metric attribute), [1], [2], [3], [4] (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] model_name_or_path (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) model_path (vision_unlearning.evaluator.MetricPaintingStyle attribute) (vision_unlearning.metrics.image.MetricPaintingStyle attribute) (vision_unlearning.metrics.MetricPaintingStyle attribute) model_post_init() (vision_unlearning.datasets.base.UnlearnDataset method) (vision_unlearning.evaluator.MetricImageTextSimilarity method) (vision_unlearning.evaluator.MetricPaintingStyle method) (vision_unlearning.metrics.fid.FrechetInceptionDistance method) (vision_unlearning.metrics.image.MetricGender method) (vision_unlearning.metrics.image.MetricPaintingStyle method) (vision_unlearning.metrics.image.MetricRace method) (vision_unlearning.metrics.image_and_image.MetricImageImage method) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricGender method) (vision_unlearning.metrics.MetricImageImage method) (vision_unlearning.metrics.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricPaintingStyle method) (vision_unlearning.metrics.MetricRace method) (vision_unlearning.metrics.MetricTextTextSimilarity method) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity method) (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.MetricImageTextSimilarity method), [1] (vision_unlearning.unlearner.UnlearnerLora method) module vision_unlearning vision_unlearning.benchmarks vision_unlearning.benchmarks.I_care vision_unlearning.benchmarks.I_care.configuration vision_unlearning.benchmarks.I_care.embeddings vision_unlearning.benchmarks.I_care.metadata vision_unlearning.benchmarks.I_care.metrics vision_unlearning.benchmarks.I_care.result_templates vision_unlearning.benchmarks.I_care.utils vision_unlearning.benchmarks.unlearn_canvas vision_unlearning.datasets vision_unlearning.datasets.base vision_unlearning.datasets.cifar vision_unlearning.datasets.coco vision_unlearning.datasets.imagenette vision_unlearning.datasets.local vision_unlearning.datasets.others vision_unlearning.datasets.testbed vision_unlearning.evaluator vision_unlearning.evaluator.class_unlearning vision_unlearning.evaluator.text_to_image vision_unlearning.integrations vision_unlearning.integrations.huggingface vision_unlearning.integrations.local vision_unlearning.integrations.tensorboard vision_unlearning.integrations.wandb vision_unlearning.metrics vision_unlearning.metrics.base vision_unlearning.metrics.fid vision_unlearning.metrics.image vision_unlearning.metrics.image_and_image vision_unlearning.metrics.image_and_text vision_unlearning.metrics.text_and_text vision_unlearning.unlearner vision_unlearning.unlearner.base vision_unlearning.unlearner.fade vision_unlearning.unlearner.lora vision_unlearning.unlearner.uce_sd_erase vision_unlearning.utils vision_unlearning.utils.data_generation vision_unlearning.utils.gradient_weighting vision_unlearning.utils.logger vision_unlearning.utils.model_management vision_unlearning.utils.parameter_attribution vision_unlearning.utils.prompts vision_unlearning.utils.training mp_to_direction (in module vision_unlearning.benchmarks.I_care.configuration)

N

n_gpu (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) n_pca_components (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile attribute) n_permutations (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingForgettingEfficiency attribute) nls (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) nls_target_modules (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) noise_offset (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute)

normalize_string() (in module vision_unlearning.datasets.others) num_train_epochs (vision_unlearning.datasets.GeneratedDataset attribute) (vision_unlearning.datasets.testbed.GeneratedDataset attribute) (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) num_validation_images (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) number_of_interfered_worse_than_target() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metrics) number_of_interfered_worse_than_threshold() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metrics)

O

Object (vision_unlearning.unlearner.ConceptType attribute) (vision_unlearning.unlearner.uce_sd_erase.ConceptType attribute) output_dir (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) (vision_unlearning.unlearner.UnlearnerLora attribute)

overwrite_column (vision_unlearning.unlearner.fade.UnlearnerLoraDistillation attribute) overwritting_concept (vision_unlearning.unlearner.fade.UnlearnerLoraDistillation attribute)

P

pantheon_find_closest_match() (in module vision_unlearning.datasets.others) parameter_attribution_method (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerModule attribute) (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) ParameterAttributionMethod (class in vision_unlearning.utils.parameter_attribution) ParameterAttributionMethodSaliency (class in vision_unlearning.utils.parameter_attribution) path (vision_unlearning.datasets.local.UnlearnDatasetLocal attribute) per_device_train_batch_size (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) pipeline_learned (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] pipeline_original (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] pipeline_unlearned (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] plot() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingForgettingEfficiency class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMethodComparisonByMetricEntity class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical class method) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship class method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingForgettingEfficiency class method) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile class method) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary class method) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix class method) (vision_unlearning.benchmarks.I_care.ResultTemplateMethodComparisonByMetricEntity class method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment class method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment class method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti class method) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical class method) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical class method) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship class method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingForgettingEfficiency class method) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile class method) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary class method) (vision_unlearning.benchmarks.ResultTemplateMatrix class method) (vision_unlearning.benchmarks.ResultTemplateMethodComparisonByMetricEntity class method) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment class method) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment class method) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti class method) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical class method) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical class method)

plot_gradient_conflict_hist() (in module vision_unlearning.evaluator) (in module vision_unlearning.evaluator.text_to_image) (in module vision_unlearning.unlearner) plot_heatmap() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) plot_make_title() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceMatrix class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMatrix class method) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSimilarityMatrix class method) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceMatrix class method) (vision_unlearning.benchmarks.I_care.ResultTemplateMatrix class method) (vision_unlearning.benchmarks.I_care.ResultTemplateSimilarityMatrix class method) (vision_unlearning.benchmarks.ResultTemplateInterferenceMatrix class method) (vision_unlearning.benchmarks.ResultTemplateMatrix class method) (vision_unlearning.benchmarks.ResultTemplateSimilarityMatrix class method) plot_multi_method() (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment class method) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment class method) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment class method) plot_show (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] prediction_type (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) preprocess_train() (in module vision_unlearning.unlearner) (in module vision_unlearning.utils.training) preserve_concepts (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) preserve_scale (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) pretrained_model_name_or_path (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) process_tensor_images() (vision_unlearning.metrics.fid.FrechetInceptionDistance method) prompts (in module vision_unlearning.utils.prompts) prompts_forget (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1] prompts_retain (vision_unlearning.evaluator.EvaluatorTextToImage attribute) (vision_unlearning.evaluator.text_to_image.EvaluatorTextToImage attribute) (vision_unlearning.unlearner.EvaluatorTextToImage attribute), [1]

Q

quantization_aware (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute)

R

r_values (vision_unlearning.unlearner.fade.SharedR attribute) Random (vision_unlearning.datasets.base.UnlearnDatasetSplitMode attribute) random_flip (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) random_state (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) real_imgs (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) real_imgs_path (vision_unlearning.metrics.fid.FrechetInceptionDistance attribute) recompute_if_exists (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.datasets.GeneratedDataset attribute) (vision_unlearning.datasets.testbed.GeneratedDataset attribute) regression_algorithm (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) remote_repository_name (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.datasets.GeneratedDataset attribute) (vision_unlearning.datasets.testbed.GeneratedDataset attribute) report_to (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) resolution (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) ResultTemplate (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateCountSignificantRelationship (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateEmbeddingForgettingEfficiency (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateEmbeddingUnlearningProfile (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateImplicitAssociationTest (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates)

ResultTemplateInterferenceMatrix (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateInterferenceVisualSummary (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateMatrix (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateMethodComparisonByMetricEntity (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateMetricMetricAlignment (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateMetricSimilarityAlignment (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateMetricSimilarityAlignmentMulti (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateMinimumCutInterference (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateSignificantRelationshipCategorical (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateSignificantRelationshipNumerical (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateSimilarityMatrix (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) ResultTemplateUnlearningVisualSummary (class in vision_unlearning.benchmarks) (class in vision_unlearning.benchmarks.I_care) (class in vision_unlearning.benchmarks.I_care.result_templates) resume_from_checkpoint (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) retain_weight (vision_unlearning.unlearner.GradientWeightingMethodSimple attribute) (vision_unlearning.utils.gradient_weighting.GradientWeightingMethodSimple attribute) revision (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) rt_name_to_class (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates) rt_name_to_params (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.result_templates)

S

s_to_direction (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) save() (vision_unlearning.datasets.base.UnlearnDataset method) save_entire_model (vision_unlearning.unlearner.UCE attribute) (vision_unlearning.unlearner.uce_sd_erase.UCE attribute) save_interference_per_entity() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) save_interference_per_pair() (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.metadata) save_metadata_filtered() (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) save_model_card() (in module vision_unlearning.unlearner), [1] (in module vision_unlearning.utils.model_management) save_outputs (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) save_strategy (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) save_total_limit (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) score() (vision_unlearning.evaluator.MetricImageTextSimilarity method) (vision_unlearning.evaluator.MetricPaintingStyle method) (vision_unlearning.metrics.fid.FrechetInceptionDistance method) (vision_unlearning.metrics.image.MetricGender method) (vision_unlearning.metrics.image.MetricImage method) (vision_unlearning.metrics.image.MetricPaintingStyle method) (vision_unlearning.metrics.image.MetricQuality method) (vision_unlearning.metrics.image.MetricRace method) (vision_unlearning.metrics.image_and_image.MetricImageImage method) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricGender method) (vision_unlearning.metrics.MetricImage method) (vision_unlearning.metrics.MetricImageImage method) (vision_unlearning.metrics.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricPaintingStyle method) (vision_unlearning.metrics.MetricQuality method) (vision_unlearning.metrics.MetricRace method) (vision_unlearning.metrics.MetricTextTextSimilarity method) (vision_unlearning.metrics.text_and_text.MetricTextTextSimilarity method) (vision_unlearning.unlearner.MetricImageTextSimilarity method), [1] score_batch() (vision_unlearning.evaluator.MetricImageTextSimilarity method) (vision_unlearning.metrics.image.MetricQuality method) (vision_unlearning.metrics.image_and_image.MetricImageImage method) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricImageImage method) (vision_unlearning.metrics.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricQuality method) (vision_unlearning.unlearner.MetricImageTextSimilarity method), [1]

score_batch_same_text() (vision_unlearning.evaluator.MetricImageTextSimilarity method) (vision_unlearning.metrics.image_and_text.MetricImageTextSimilarity method) (vision_unlearning.metrics.MetricImageTextSimilarity method) (vision_unlearning.unlearner.MetricImageTextSimilarity method), [1] search_space (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) seed (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) setup_loggers() (in module vision_unlearning.utils.logger) shap (in module vision_unlearning.benchmarks.I_care.result_templates) share_rank_within_layer (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) shared_r (vision_unlearning.unlearner.fade.ElasticLoRALinear attribute) SharedR (class in vision_unlearning.unlearner.fade) should_log (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) significance_threshold (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical attribute) similarity_metric (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateSimilarityMatrix attribute) similarity_metric_list (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) sparsity_inclusiveness (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerModule attribute) (vision_unlearning.unlearner.fade.UnlearnerLoraDistillationSparsePerWeight attribute) split_dataset_sun() (in module vision_unlearning.datasets.others) split_dataset_taras_breeds() (in module vision_unlearning.datasets.others) split_kwargs (vision_unlearning.datasets.base.UnlearnDataset attribute) split_mode (vision_unlearning.datasets.base.UnlearnDataset attribute) SplitNotAvailableError state_dict() (vision_unlearning.unlearner.fade.ElasticLoRALinear method) std (vision_unlearning.datasets.base.UnlearnDataset attribute)

T

target (vision_unlearning.datasets.GeneratedDataset attribute) (vision_unlearning.datasets.testbed.GeneratedDataset attribute) target_modules (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) task (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.ResultTemplateSimilarityMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.datasets.GeneratedDataset attribute) (vision_unlearning.datasets.testbed.GeneratedDataset attribute)

task_to_attributes_of_interest (in module vision_unlearning.benchmarks.I_care.configuration) task_to_dataset_map (in module vision_unlearning.datasets) (in module vision_unlearning.datasets.testbed) Temporal (vision_unlearning.datasets.base.UnlearnDatasetSplitMode attribute) tensorboard_log_image() (in module vision_unlearning.evaluator) (in module vision_unlearning.integrations.tensorboard) Test (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) Test_forget (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) Test_retain (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) test_size (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) tokenize_captions() (in module vision_unlearning.utils.training) top_k (vision_unlearning.evaluator.MetricPaintingStyle attribute) (vision_unlearning.metrics.image.MetricPaintingStyle attribute) (vision_unlearning.metrics.MetricPaintingStyle attribute) top_n (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship attribute) Train (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) train() (vision_unlearning.unlearner.base.Unlearner method) (vision_unlearning.unlearner.lora.UnlearnerLora method) (vision_unlearning.unlearner.UCE method) (vision_unlearning.unlearner.uce_sd_erase.UCE method) (vision_unlearning.unlearner.Unlearner method), [1], [2] (vision_unlearning.unlearner.UnlearnerLora method) Train_forget (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) Train_retain (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) Train_retain_MIA (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) type_direction (in module vision_unlearning.benchmarks.I_care.configuration) type_l (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) type_me (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) type_model (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) type_mp (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) type_regression_algorithm (in module vision_unlearning.benchmarks.I_care.configuration) type_s (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) type_task (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) type_unlearning_algorithm (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration)

U

UCE (class in vision_unlearning.unlearner) (class in vision_unlearning.unlearner.uce_sd_erase) unlearn_lora() (in module vision_unlearning.unlearner) (in module vision_unlearning.unlearner.lora) UnlearnDataset (class in vision_unlearning.datasets.base) UnlearnDatasetCifar (class in vision_unlearning.datasets.cifar) UnlearnDatasetCoco (class in vision_unlearning.datasets.coco) UnlearnDatasetImagenette (class in vision_unlearning.datasets.imagenette) UnlearnDatasetLocal (class in vision_unlearning.datasets.local) UnlearnDatasetSplit (class in vision_unlearning.datasets.base) UnlearnDatasetSplitMode (class in vision_unlearning.datasets.base) Unlearner (class in vision_unlearning.unlearner), [1], [2] (class in vision_unlearning.unlearner.base) UnlearnerLora (class in vision_unlearning.unlearner) (class in vision_unlearning.unlearner.lora) UnlearnerLoraDirect (class in vision_unlearning.unlearner) (class in vision_unlearning.unlearner.lora) UnlearnerLoraDistillation (class in vision_unlearning.unlearner.fade) UnlearnerLoraDistillationSparse (class in vision_unlearning.unlearner.fade) UnlearnerLoraDistillationSparsePerModule (class in vision_unlearning.unlearner.fade) UnlearnerLoraDistillationSparsePerWeight (class in vision_unlearning.unlearner.fade) unlearning_algorithm (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateUnlearningVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingForgettingEfficiency attribute) (vision_unlearning.benchmarks.ResultTemplateEmbeddingUnlearningProfile attribute) (vision_unlearning.benchmarks.ResultTemplateImplicitAssociationTest attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceMatrix attribute) (vision_unlearning.benchmarks.ResultTemplateInterferenceVisualSummary attribute) (vision_unlearning.benchmarks.ResultTemplateMetricMetricAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignment attribute) (vision_unlearning.benchmarks.ResultTemplateMetricSimilarityAlignmentMulti attribute) (vision_unlearning.benchmarks.ResultTemplateMinimumCutInterference attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipCategorical attribute) (vision_unlearning.benchmarks.ResultTemplateSignificantRelationshipNumerical attribute) (vision_unlearning.benchmarks.ResultTemplateUnlearningVisualSummary attribute)

unlearning_algorithm_list (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.I_care.ResultTemplateMethodComparisonByMetricEntity attribute) (vision_unlearning.benchmarks.ResultTemplateCountSignificantRelationship attribute) (vision_unlearning.benchmarks.ResultTemplateMethodComparisonByMetricEntity attribute) unlearning_algorithm_to_epochs (in module vision_unlearning.benchmarks) (in module vision_unlearning.benchmarks.I_care) (in module vision_unlearning.benchmarks.I_care.configuration) unwrap_model() (in module vision_unlearning.unlearner) (in module vision_unlearning.utils.training) update_r() (vision_unlearning.unlearner.fade.SharedR method) upload_if_recomputed (vision_unlearning.benchmarks.I_care.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.metadata.InterferencePerEntity attribute) (vision_unlearning.benchmarks.I_care.result_templates.ResultTemplate attribute) (vision_unlearning.benchmarks.I_care.ResultTemplate attribute) (vision_unlearning.benchmarks.InterferencePerEntity attribute) (vision_unlearning.benchmarks.ResultTemplate attribute) (vision_unlearning.datasets.GeneratedDataset attribute) (vision_unlearning.datasets.testbed.GeneratedDataset attribute) use_8bit_adam (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute)

V

Validation (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) validation_epochs (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) Validation_forget (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) validation_prompt (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) Validation_retain (vision_unlearning.datasets.base.UnlearnDatasetSplit attribute) variant (vision_unlearning.unlearner.lora.UnlearnerLora attribute) (vision_unlearning.unlearner.UnlearnerLora attribute) verify_images_in_path() (vision_unlearning.metrics.fid.FrechetInceptionDistance method) vision_unlearning module vision_unlearning.benchmarks module vision_unlearning.benchmarks.I_care module vision_unlearning.benchmarks.I_care.configuration module vision_unlearning.benchmarks.I_care.embeddings module vision_unlearning.benchmarks.I_care.metadata module vision_unlearning.benchmarks.I_care.metrics module vision_unlearning.benchmarks.I_care.result_templates module vision_unlearning.benchmarks.I_care.utils module vision_unlearning.benchmarks.unlearn_canvas module vision_unlearning.datasets module vision_unlearning.datasets.base module vision_unlearning.datasets.cifar module vision_unlearning.datasets.coco module vision_unlearning.datasets.imagenette module vision_unlearning.datasets.local module vision_unlearning.datasets.others module vision_unlearning.datasets.testbed module vision_unlearning.evaluator module vision_unlearning.evaluator.class_unlearning module vision_unlearning.evaluator.text_to_image module

vision_unlearning.integrations module vision_unlearning.integrations.huggingface module vision_unlearning.integrations.local module vision_unlearning.integrations.tensorboard module vision_unlearning.integrations.wandb module vision_unlearning.metrics module vision_unlearning.metrics.base module vision_unlearning.metrics.fid module vision_unlearning.metrics.image module vision_unlearning.metrics.image_and_image module vision_unlearning.metrics.image_and_text module vision_unlearning.metrics.text_and_text module vision_unlearning.unlearner module vision_unlearning.unlearner.base module vision_unlearning.unlearner.fade module vision_unlearning.unlearner.lora module vision_unlearning.unlearner.uce_sd_erase module vision_unlearning.utils module vision_unlearning.utils.data_generation module vision_unlearning.utils.gradient_weighting module vision_unlearning.utils.logger module vision_unlearning.utils.model_management module vision_unlearning.utils.parameter_attribution module vision_unlearning.utils.prompts module vision_unlearning.utils.training module

W

wandb_log_image() (in module vision_unlearning.integrations.wandb) weight (vision_unlearning.unlearner.fade.ElasticLoRALinear attribute) (vision_unlearning.unlearner.fade.ElasticLoRALinear property) weight_grads() (vision_unlearning.unlearner.GradientWeightingMethod method) (vision_unlearning.unlearner.GradientWeightingMethodSimple method) (vision_unlearning.utils.gradient_weighting.GradientWeightingMethod method) (vision_unlearning.utils.gradient_weighting.GradientWeightingMethodMunba method) (vision_unlearning.utils.gradient_weighting.GradientWeightingMethodNone method) (vision_unlearning.utils.gradient_weighting.GradientWeightingMethodSimple method)