Project-MONAI / Project-MONAI/MONAI

Low GPU utilization (<40%) with spleen bundle

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#5,454 1 comment 0 reactions 0 assignees View on GitHub

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enhancement
Dominant language
Python
Stars
8.7k
Forks
1.6k
Avg merge
5d 1h
Merged PRs (30d)
20

Description

Training with spleen bundle results in low gpu utilization.
I was expected optimized code to have 75 or 80% gpu utilization
image

Contributor guide

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First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

No files, tests, or entry points are identified in the issue. Start by reproducing training with the spleen bundle while profiling GPU utilization, then determine whether the workload or implementation is limiting throughput. Done should include a documented cause and a verified utilization improvement against a clearly defined baseline.

Written by the indexing model from the issue text.

Assessment

Tech stack
python, pytorch
Domain
machine-learning, performance
Issue type
Bug
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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