1 dépôt
Awesome GitHub RepositoriesAttribution Distribution
Distributes attribution algorithm calculations across multiple processors or GPUs to speed up processing.
Distinct from Parallel Computing: Distinct from general Parallel Computing: specifically distributes attribution algorithm calculations, not general-purpose parallel processing.
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Awesome Attribution Distribution GitHub Repositories
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- pytorch/captum
pytorch/captum
5,652Voir sur GitHubCaptum is an open-source library for explaining model predictions by attributing them to input features, neurons, and layers using gradient-based and perturbation-based methods. It provides a modular framework for implementing, evaluating, and combining a range of explanation techniques, including gradient-based attribution, perturbation-based analysis, game-theoretic Shapley value approximation, and surrogate model explanations, with support for parallelization and noise stabilization. The library distinguishes itself through its breadth of attribution methods and its support for advanced in
Distributes attribution algorithm calculations across multiple processors or GPUs to speed up processing.
Python
