anthony-maio

Triton Memory Efficient Patterns — AI skill for Claude Code

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Teach an AI agent to minimize GPU memory via seed-based PRNG, fusion, and recomputation in Triton kernels.

How to install Triton Memory Efficient Patterns

Installs to ~/.claude/skills/anthony-maio-triton-skills-triton-memory-efficient-patterns/SKILL.md

Terminal

mkdir -p ~/.claude/skills/anthony-maio-triton-skills-triton-memory-efficient-patterns && curl -fsSL https://raw.githubusercontent.com/anthony-maio/triton-skills/HEAD/skills/triton-memory-efficient-patterns.md -o ~/.claude/skills/anthony-maio-triton-skills-triton-memory-efficient-patterns/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Triton Memory Efficient Patterns does

name: triton-memory-efficient-patterns description: Teach an AI agent to minimize GPU memory via seed-based PRNG, fusion, and recomputation in Triton kernels.

Memory-efficient Triton kernels: seed PRNG, fusion, and recomputation

**Targets:** Triton >= 2.1, SM70+/CDNA2+

Overview This guide describes patterns for minimizing GPU memory footprint in Triton kernels: Philox seed-based PRNG (generate dropout masks on-the-fly), activation checkpointing via recomputation, fused elementwise

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