mlcommons / mlcommons/inference
GNN/R-GAT Inference Submission disallows sorting of the nodes. Need a mechanism to prevent and detect sorting.
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- Dominant language
- Python
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Description
GNN/R-GAT Inference task force agreed that the sorting of the nodes is disallowed. Sorting of the nodes reduces number of unique nodes and artificially increases the throughput up to 6x. We need a mechanism to prevent and detect sorting.
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 reviewing the GNN/R-GAT inference submission flow and the task-force agreement that node sorting is disallowed. Determine where sorting can be prevented or detected and how submissions should report violations. Done means sorted nodes cannot inflate the measured throughput, and violations are reliably detected.
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
- 30/100