aiter: Skill for Claude Code

.claude/skills/opus-kernel-best-practice/SKILL.md

opus-kernel-best-practice is a skill for Claude Code from ROCm/aiter. It costs 46 tokens per session (3,152 once invoked), scanned A, original, MIT.

A set of compile-time optimization guidelines for HIP/C++ GPU kernels that use the OPUS header library. HIP is AMD's C++ GPU programming system, while compile time is the time needed to build the kernel.

In plain words
What is it for?
Use it when writing or reviewing OPUS kernels, selecting the required headers, mapping GPU built-ins to OPUS wrappers, or reducing hipcc compilation time.
Why use it?
It helps reduce long builds caused by heavy C++ templates and unnecessary header or runtime dependencies.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

This is ROCm/aiter's own configuration. It tells Claude Code how to work on aiter itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything aiter configures →

Reuse

Borrowing it

Nothing to install: this file belongs to ROCm/aiter. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/ROCm/aiter/main/.claude/skills/opus-kernel-best-practice/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/ROCm/aiter

Made for: Claude Code.

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Per session 46 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,152 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00046 $0.03152
Opus 5.5 $0.00018 $0.01261
Sonnet 5.5 $0.00009 $0.00630
Haiku 4.5 $0.00005 $0.00315

Measured 2mo ago against content hash 75af29fc86fd, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

opus-kernel-best-practice scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/opus-kernel-best-practice/SKILL.md · 275 lines

How it starts

The opening of the file, as written. The whole thing — 275 lines — stays where its author put it; the contents beside it link to each section on GitHub.

OPUS Kernel Compile-Time Best Practices

Techniques for reducing HIP/C++ kernel compile time when using opus.hpp. These patterns were developed while optimizing a GQA flash attention kernel from 4.8s to 1.5s (70% reduction) in device-only compilation.

Required headers and include paths

For kernel development with OPUS, use these headers from csrc/include/:

  • opus/opus.hpp — the OPUS template library + device intrinsic wrappers. This is the only include needed for device code. Provides opus::thread_id_x(), opus::block_id_x(), opus::sync_threads(), opus::warp_all(), etc.
  • opus/hip_minimal.hpp — minimal HIP host-side only declarations (dim3, hipMalloc, hipLaunchKernelGGL, etc.). Use on the host pass instead of <hip/hip_runtime.h>.
hipcc my_kernel.cu -I<aiter_root>/csrc/include -D__HIPCC_RTC__ -std=c++20 -O3 --offload-arch=gfx950
HIP runtime opus:: wrapper LLVM builtin
threadIdx.x opus::thread_id_x() __builtin_amdgcn_workitem_id_x()
blockIdx.x opus::block_id_x() __builtin_amdgcn_workgroup_id_x()
blockDim.x opus::block_size_x() __builtin_amdgcn_workgroup_size_x()
gridDim.x * blockDim.x opus::grid_size_x() __builtin_amdgcn_grid_size_x()
__syncthreads() opus::sync_threads() __builtin_amdgcn_s_barrier()
__all(pred) opus::warp_all(pred) —

If anything is missing, contact the maintainer ([email protected]) for adding support.

0. Always Separate Device and Host Code (Most Important)

This is the single most impactful technique. hipcc always performs two compilation passes on every .hip/.cu file — one for the host (x86_64) and one for the device (AMDGPU). The heavy opus.hpp template library is only needed on the device side, but without a guard, hipcc parses it on BOTH passes, doubling the frontend cost.

Always structure your kernel files like this:

// my_kernel.cu
#ifdef __HIP_DEVICE_COMPILE__
// ── Device pass: include opus.hpp and define kernels ──
#include "opus/opus.hpp"

__global__ __launch_bounds__(256, 2)
void my_kernel(const float* src, float* dst, int n) {
    // ... opus layout, load, store, MMA, etc.
}

#else
// ── Host pass: minimal declarations + launcher only ──
#include "opus/hip_minimal.hpp"

__global__ void my_kernel(const float* src, float* dst, int n);  // declaration only

extern "C" void run_my_kernel(const void* d_src, void* d_dst, int n) {
    dim3 grid((n + 255) / 256), block(256);
    hipLaunchKernelGGL(my_kernel, grid, block, 0, 0,
                       (const float*)d_src, (float*)d_dst, n);
    hipDeviceSynchronize();
}
#endif

Read the full file on GitHub · 275 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 275 lines · 46 tokens per session scan A 75af29fc86fd

Subscribe to this mod's changes

opus-kernel-best-practice is a skill published in the GitHub repository ROCm/aiter (598 stars, last pushed today), licensed MIT. It adds 46 tokens to every session and 3,152 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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