I agree that this is a good proposal! On 2026/02/21 13:11:52 Iskander Fakhrutdinov wrote: > > Hi everyone, > > I'd like to propose adding a new API to GraphAr that enables > resource-efficient data retrieval for GNN (graph neural network) training > workloads. > > The motivation comes from recent work <https://arxiv.org/pdf/2411.11375> on > scaling GNN training via graph databases. Their approach demonstrates memory > savings but shows some bottlenecks (e.g., result conversion overhead). This > proposal takes the same core idea and implements it as optimized operations > directly at the GraphAr layer. > > I've discussed this idea with a few PPMC members, including Sem Sinchenko, > who has agreed to shepherd the proposal. > > The full proposal document is here > <https://docs.google.com/document/d/1oLShCWa9s__OItmwORglzm4oQoig4lzqJQZ1ZcpiEZY/edit?usp=sharing>. > I would appreciate any feedback on the scope, approach, and design direction. > > > Thanks, > Iskander Fakhrutdinov > >
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