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Create a NCCL sub-communicator using ncclCommSplit #2495

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NCCL expects to create a sub-communicator using ncclCommSplit (like we create a MPI sub-communicator using MPI_Comm_split) but raft currently creates a sub-communicator from scratch using ncclCommInitRank on a subset of GPUs.

This first prevents sharing resources among the global communicator and sub-communicators. We also experienced erroneous sub-communicator behaviors when we have a non-power-of-two number of GPUs.

This PR updates raft to create NCCL sub-communicators using ncclCommSplit.

@seunghwak seunghwak requested a review from a team as a code owner November 14, 2024 18:56
@github-actions github-actions bot added the cpp label Nov 14, 2024
@seunghwak seunghwak added improvement Improvement / enhancement to an existing function non-breaking Non-breaking change labels Nov 14, 2024
@seunghwak seunghwak self-assigned this Nov 14, 2024
@seunghwak seunghwak changed the title [WIP] Create a NCCL sub-communicator using ncclCommSplit Create a NCCL sub-communicator using ncclCommSplit Nov 14, 2024
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