claude

gpu-optimization

GPU optimization: profiling, memory management, torch.compile, Flash Attention, Triton kernels, and quantization.

0 on GitHubby Diego Bodartv1.0.0MITupdated 1 month ago
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Plugin gpu-optimization from marketplace libre-mlops in HermeticOrmus/LibreMLOps-Claude-Code. Commands read from the repo's manifest — 1 month ago.

What it installs

Skills (1)

  • gpu-optimization-patterns

    GPU optimization patterns with code: memory profiling and budgeting, torch.compile modes, torch.profiler bottleneck analysis, BF16 and FP16 mixed precision, 4-bit quantization with bitsandbytes, and DataLoader tuning. Use when a GPU workload is slow or runs out of memory.

Slash commands (1)

  • /gpu-optimization:gpu-optimize

    Profile a GPU workload, quantize it with bitsandbytes, GPTQ, or AWQ, apply torch.compile, or benchmark throughput before and after.

Subagents (1)

  • gpu-optimizer

    Use this agent when a deep learning workload is slow, memory-bound, or too expensive on GPU. It profiles first (NVIDIA Nsight, torch.profiler), then applies CUDA memory management, torch.compile, Flash Attention, Triton kernels, or GPTQ, AWQ, and bitsandbytes quantization, and measures after every c

View source on GitHub

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