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Framework Reproducibility (fwr13y)

NVIDIA / framework-reproducibility

Providing reproducibility in deep learning frameworks

431 39 Language: Python License: Apache-2.0 Updated: 1d ago

README

Framework Reproducibility (fwr13y)

Repository Name Change

The name of this GitHub repository was changed to
framework-reproducibility on 2023-02-14. Prior to this, it was named
framework-determinism. Before that, it was named tensorflow-determinism.

"In addition to redirecting all web traffic, all git clone, git fetch, or
git push operations targetting the previous location[s] will continue to
function as if made to the new location. However, to reduce confusion, we
strongly recommend updating any existing local clones to point to the new
repository URL." -- GitHub documentation

Repository Intention

This repository is intended to:

  • provide documentation, status, patches, and tools related to
    determinism (bit-accurate, run-to-run reproducibility) in deep learning
    frameworks, with a focus on determinism when running on GPUs, and
  • provide a tool, and related guidelines, for reducing variance
    (Seeder) in deep learning frameworks.
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