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physicsnemo-shard-tensor

NVIDIA/skills ↗

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Official NVIDIA-authored guidance for PhysicsNeMo ShardTensor domain parallelism — integrate domain parallelism into training/inference scripts (new or existing) with DDP or FSDP2, write and register shard patches to enable new layers/ops, and bootstrap multi-GPU correctness tests. Use when working with ShardTensor, scatter_tensor, domain parallelism, sequence/spatial sharding, ring attention, DeviceMesh + DDP/FSDP2 hybrid parallelism, or physicsnemo.domain_parallel. Do NOT use for generic PyTorch DDP/FSDP setup without domain parallelism, picking a PhysicsNeMo model or example (use physicsnemo-discover), or non-distributed training questions.

Install

npx skills add NVIDIA/skills --skill physicsnemo-shard-tensor -a claude-code

Installs to .claude/skills/physicsnemo-shard-tensor/ · Each command fetches the skill straight from GitHub with the open skills CLI.

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