microsoft / microsoft/Graphormer
What is the maximum number of nodes a graphormer can handle?
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- Python
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Description
the quadratic complexity of the self-attention module restricts Graphormer’s application on large graphs.
The paper describes graphormer as not applicable to large graphs. What is the maximum number of nodes a graphormer can handle?
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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 reading the Graphormer paper and the issue's discussion of quadratic self-attention. Establish whether a maximum node count can be stated without specifying model configuration and hardware; done means providing a supported, clearly scoped answer or documenting why no single limit exists.
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Assessment
- Tech stack
- python
- Domain
- machine-learning
- Issue type
- Documentation
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100