ARTIST-Association / ARTIST-Association/ARTIST

Reproducibility Mode

Open
#51 3 comments 0 reactions 0 assignees View on GitHub
enhancement good first issue
Dominant language
Python
Stars
12
Forks
8
PR merge metrics
No merged PRs in 30d

Description

**Is your feature request related to a problem? Please describe.**
Currently, it may be difficult to reproduce results in ``ARTIST``.

**Describe the solution you'd like**
``ARTIST`` should have a reproducibility mode, which automatically sets all seeds from `Python`, `Numpy`, and `Torch` to a predefined value and activates the ``torch.use_deterministic_algorithms()`` function.

Contributor guide

Open the contributing guide

Research direction

The issue names no files, entry points, or tests. Start by tracing ARTIST's initialization and execution flow to find where Python, NumPy, and Torch randomness are configured. Determine how a reproducibility option would be exposed, then verify that a predefined seed enables deterministic Torch algorithms and produces repeatable results across runs.

Written by the indexing model from the issue text.

Assessment

Tech stack
python, pytorch
Domain
computer-graphics, machine-learning
Issue type
Feature
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Mostly clear
Newbie friendliness
42/100

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