deepspeedai / deepspeedai/DeepSpeed
How to check the GPU memory occupancy of each part of Param, Grad and Optimizer State?
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- Python
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Description
Is there a tool for check the memory occupancy for each part of model?
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
The issue names no file, test, or entry point to inspect. Begin by locating DeepSpeed's memory- or model-state accounting components, then determine how occupancy for parameters, gradients, and optimizer state should be exposed; done means a documented tool or interface reports each category separately.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- machine-learning, performance
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 20/100