Project-MONAI / Project-MONAI/MONAI
auto3dseg -- training/ensembling deterministic behaviour
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Feature request
- Dominant language
- Python
- Stars
- 8.7k
- Forks
- 1.6k
- Avg merge
- 5d 1h
- Merged PRs (30d)
- 20
Description
It's unclear to the users whether the bundle and algorithm runner can be configured to run deterministically. This feature request is for documentation enhancement, to describe the necessary steps for determinism, or explain which part of the workflows have nondeterministic components.
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by tracing the auto3dseg bundle and algorithm runner workflows and checking which training and ensembling steps expose deterministic configuration. Document the required steps and identify any remaining nondeterministic components. Done means users can tell whether each workflow is deterministic and how to configure it.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- documentation, machine-learning
- Issue type
- Documentation
- Difficulty
- 3/5
- Estimated time
- 1-2 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100