Contents Menu Expand Light mode Dark mode Auto light/dark, in light mode Auto light/dark, in dark mode Skip to content
quanda Documentation
Light Logo Dark Logo

Usage

  • Quickstart
  • Explainer Wrappers
  • Tutorials
    • Benchmarks Tutorial
    • Linear Datamodeling Score (LDS)

API Reference

  • quanda
    • quanda package
      • quanda.benchmarks package
        • quanda.benchmarks.downstream_eval package
          • quanda.benchmarks.downstream_eval.class_detection module
          • quanda.benchmarks.downstream_eval.mislabeling_detection module
          • quanda.benchmarks.downstream_eval.mrr module
          • quanda.benchmarks.downstream_eval.recall_at_k module
          • quanda.benchmarks.downstream_eval.shortcut_detection module
          • quanda.benchmarks.downstream_eval.subclass_detection module
          • quanda.benchmarks.downstream_eval.tail_patch module
        • quanda.benchmarks.ground_truth package
          • quanda.benchmarks.ground_truth.linear_datamodeling module
        • quanda.benchmarks.heuristics package
          • quanda.benchmarks.heuristics.mixed_datasets module
          • quanda.benchmarks.heuristics.model_randomization module
          • quanda.benchmarks.heuristics.top_k_cardinality module
        • quanda.benchmarks.resources package
          • quanda.benchmarks.resources.config_map module
          • quanda.benchmarks.resources.modules module
          • quanda.benchmarks.resources.sample_transforms module
        • quanda.benchmarks.base module
        • quanda.benchmarks.config_parser module
      • quanda.explainers package
        • quanda.explainers.global_ranking package
          • quanda.explainers.global_ranking.self_influence_ranking module
        • quanda.explainers.wrappers package
          • quanda.explainers.wrappers.captum_influence module
          • quanda.explainers.wrappers.dattri_influence module
          • quanda.explainers.wrappers.dattri_losses module
          • quanda.explainers.wrappers.kronfluence module
          • quanda.explainers.wrappers.kronfluence_tasks module
          • quanda.explainers.wrappers.representer_points module
          • quanda.explainers.wrappers.trak_wrapper module
        • quanda.explainers.base module
        • quanda.explainers.functional module
        • quanda.explainers.random module
        • quanda.explainers.utils module
      • quanda.metrics package
        • quanda.metrics.downstream_eval package
          • quanda.metrics.downstream_eval.class_detection module
          • quanda.metrics.downstream_eval.mislabeling_detection module
          • quanda.metrics.downstream_eval.mrr module
          • quanda.metrics.downstream_eval.recall_at_k module
          • quanda.metrics.downstream_eval.shortcut_detection module
          • quanda.metrics.downstream_eval.subclass_detection module
          • quanda.metrics.downstream_eval.tail_patch module
        • quanda.metrics.ground_truth package
          • quanda.metrics.ground_truth.linear_datamodeling module
        • quanda.metrics.heuristics package
          • quanda.metrics.heuristics.mixed_datasets module
          • quanda.metrics.heuristics.model_randomization module
          • quanda.metrics.heuristics.top_k_cardinality module
        • quanda.metrics.base module
      • quanda.utils package
        • quanda.utils.datasets package
          • quanda.utils.datasets.transformed package
            • quanda.utils.datasets.transformed.base module
            • quanda.utils.datasets.transformed.label_flipping module
            • quanda.utils.datasets.transformed.label_grouping module
            • quanda.utils.datasets.transformed.metadata module
            • quanda.utils.datasets.transformed.sample module
          • quanda.utils.datasets.dataset_handlers module
          • quanda.utils.datasets.image_datasets module
          • quanda.utils.datasets.on_device_dataset module
        • quanda.utils.functions package
          • quanda.utils.functions.correlations module
          • quanda.utils.functions.similarities module
        • quanda.utils.training package
          • quanda.utils.training.base_pl_module module
          • quanda.utils.training.options module
          • quanda.utils.training.trainer module
        • quanda.utils.cache module
        • quanda.utils.common module
        • quanda.utils.tasks module
        • quanda.utils.tokenization module

Background

  • What is Training Data Attribution?
  • How to Assess the Quality of Attributions?

Community

  • Contribution Guide for quanda
Back to top
View this page

quanda.benchmarks.heuristics package¶

Submodules¶

  • quanda.benchmarks.heuristics.mixed_datasets module
  • quanda.benchmarks.heuristics.model_randomization module
  • quanda.benchmarks.heuristics.top_k_cardinality module
Next
quanda.benchmarks.heuristics.mixed_datasets module
Previous
quanda.benchmarks.ground_truth.linear_datamodeling module
Copyright © 2026, Dilyara Bareeva, Galip Ümit Yolcu
Made with Sphinx and @pradyunsg's Furo
On this page
  • quanda.benchmarks.heuristics package
    • Submodules