home/categories/debugging/nvidia-tensorrt-llm-claude-skills-perf-torch-sync-free-skill-md
debuggingtools

perf-torch-sync-free

Identify and eliminate host-device synchronizations in PyTorch code. Detects sync points (.item(), .cpu(), boolean indexing, torch.tensor on CUDA), classifies false vs true dependencies, provides sync-free alternatives. Triggers: sync-free, synchronization, .item(), .cpu(), host-device sync, eliminate syncs, CPU stall, non_blocking, set_sync_debug_mode, cudaStreamSynchronize, cudaEventSynchronize, remove syncs, async GPU.

NVIDIA
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NVIDIA
์—…๋ฐ์ดํŠธ๋จ 2026. 4. 8.
์Šคํƒ€
13335
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2271
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Installation and usage

Identify and eliminate host-device synchronizations in PyTorch code. Detects sync points (.item(), .cpu(), boolean indexing, torch.tensor on CUDA), classifies false vs true dependencies, provides sync-free alternatives. Triggers: sync-free, synchronization, .item(), .cpu(), host-device sync, eliminate syncs, CPU stall, non_blocking, set_sync_debug_mode, cudaStreamSynchronize, cudaEventSynchronize, remove syncs, async GPU.

์„ค์น˜
$ install --globalskills.sh
์‚ฌ์šฉ๋ฒ•

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skills use perf-torch-sync-free