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triton-ascend-case-reduction-weighted-swiglu

triton-ascend-case-reduction-weighted-swiglu is a skill for Claude Code, Codex from wenyi-li/awesome-agent-kernel-skills. It costs 97 tokens per session (780 once invoked), scanned A, original, no licence file.

A performance-optimization method for a specialized 3D tensor operation using Weighted SwiGLU during backward computation. It reshapes data and divides work to improve parallel processing while keeping within on-chip memory limits.

In plain words
What is it for?
Use it to optimize 3D tensor operations that combine elementwise work with reduction, especially when tuning data layout, memory use, and parallel execution.
Why use it?
It addresses performance and memory constraints when optimizing this specific tensor computation on Ascend hardware.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 10repo 5mo ago A scan 97 tokens no licence

Good fit Use it to optimize 3D tensor operations that combine elementwise work with reduction, especially when tuning data layout, memory use, and parallel execution.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wenyi-li/awesome-agent-kernel-skills/triton-ascend-case-reduction-weighted-swiglu
View source ↗ wenyi-li/awesome-agent-kernel-skills
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add wenyi-li/awesome-agent-kernel-skills --skill triton-ascend-case-reduction-weighted-swiglu
Clone the repo
git clone --depth 1 https://github.com/wenyi-li/awesome-agent-kernel-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for triton-ascend-case-reduction-weighted-swiglu

README.md
[![agentmods](https://agentmods.dev/badge/skills/wenyi-li/awesome-agent-kernel-skills/triton-ascend-case-reduction-weighted-swiglu/github.svg)](https://agentmods.dev/skills/wenyi-li/awesome-agent-kernel-skills/triton-ascend-case-reduction-weighted-swiglu)
Your own site
<a href="https://agentmods.dev/skills/wenyi-li/awesome-agent-kernel-skills/triton-ascend-case-reduction-weighted-swiglu"><img src="https://agentmods.dev/badge/skills/wenyi-li/awesome-agent-kernel-skills/triton-ascend-case-reduction-weighted-swiglu/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for triton-ascend-case-reduction-weighted-swiglu

Your own site · 80×15
<a href="https://agentmods.dev/skills/wenyi-li/awesome-agent-kernel-skills/triton-ascend-case-reduction-weighted-swiglu"><img src="https://agentmods.dev/badge/skills/wenyi-li/awesome-agent-kernel-skills/triton-ascend-case-reduction-weighted-swiglu.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 97 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 780 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.
Origin unknown 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 $0.00097 $0.00780
Opus 5.5 $0.00039 $0.00312
Sonnet 5.5 $0.00019 $0.00156
Haiku 4.5 $0.00010 $0.00078

Measured 2mo ago against content hash c6e22c848913, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

triton-ascend-case-reduction-weighted-swiglu 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.

kernel-designer/references/dsl-cases/triton-ascend/triton-ascend-case-reduction-weighted-swiglu/SKILL.md · 65 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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 · 65 lines · 97 tokens per session scan A c6e22c848913

Subscribe to this mod's changes

triton-ascend-case-reduction-weighted-swiglu is a skill published in the GitHub repository wenyi-li/awesome-agent-kernel-skills (10 stars, last pushed 5mo ago), with no licence file. It adds 97 tokens to every session and 780 once invoked, about $0.0004 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 2026-09-03.

Data and AIHardware and IoTcase
Related

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triton-ascend-case-reduction-weighted-swiglu next to 6 skills from other repositories
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triton-ascend-case-reduction-weighted-swigluwenyi-li/awesome-agent-kernel-skillsSkill105mo agononeA97Claude Code, Codex
triton-ascend-case-reduction-amin-atomicmindspore-ai/akgSkill2662d agoApache-2.0A85Claude Code, Codex
triton-ascend-case-reduction-amin-mediummindspore-ai/akgSkill2662d agoApache-2.0A91Claude Code, Codex
triton-ascend-case-reduction-amin-smallmindspore-ai/akgSkill2662d agoApache-2.0A87Claude Code, Codex
triton-ascend-case-reduction-amax-smallmindspore-ai/akgSkill2662d agoApache-2.0A75Claude Code, Codex
spark-environment-setupwshobson/agentsSkill42k2d agoMITA76Claude Code
spark-memory-thermal-opswshobson/agentsSkill42k2d agoMITA59Claude Code