external-gitcode-ascend-atb-aclnn-operator-migration

external-gitcode-ascend-atb-aclnn-operator-migration is a skill for Claude Code from ascend-ai-coding/awesome-ascend-skills. It costs 71 tokens per session (3,005 once invoked), scanned A, original, no licence file.

A migration workflow for moving ATB operators to ACLNN, Ascend's operator library interface. It handles parameter mapping, runner implementation, device-based switching, and functional and performance checks.

In plain words
What is it for?
Use it to migrate ATB operators on Ascend 910B or 950 devices and validate their behavior and performance.
Why use it?
It reduces the manual work of adapting an operator to ACLNN and checking that the migrated version works and remains fast.

Skill for Claude Code

Written for Claude Code: hooks in frontmatter.

Part of the external-gitcode-ascend-skills plugin — 91 skills shipped together

Good fit Use it to migrate ATB operators on Ascend 910B or 950 devices and validate their behavior and performance.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ascend-ai-coding/awesome-ascend-skills/atb-aclnn-operator-migration
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 ascend-ai-coding/awesome-ascend-skills --skill atb-aclnn-operator-migration
Clone the repo
git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills

Made for: Claude Code.

Or install external-gitcode-ascend-skills, the plugin that ships this one along with the rest of its 91 skills.

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 external-gitcode-ascend-atb-aclnn-operator-migration

README.md
[![agentmods](https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/atb-aclnn-operator-migration/github.svg)](https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/atb-aclnn-operator-migration)
Your own site
<a href="https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/atb-aclnn-operator-migration"><img src="https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/atb-aclnn-operator-migration/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 external-gitcode-ascend-atb-aclnn-operator-migration

Your own site · 80×15
<a href="https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/atb-aclnn-operator-migration"><img src="https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/atb-aclnn-operator-migration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 71 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,005 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 $0.00071 $0.03005
Opus 5 $0.00036 $0.01503
Sonnet 5 $0.00014 $0.00601
Haiku 4.5 $0.00007 $0.00300

Measured 8d ago against content hash d9be8ce1840d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

external-gitcode-ascend-atb-aclnn-operator-migration 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 8d 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.

external/gitcode-ascend/atb-aclnn-operator-migration/SKILL.md · 296 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. 8d ago First seen · 296 lines · 71 tokens per session scan A d9be8ce1840d

Subscribe to this mod's changes

external-gitcode-ascend-atb-aclnn-operator-migration is a skill published in the GitHub repository ascend-ai-coding/awesome-ascend-skills (167 stars, last pushed yesterday), with no licence file. It adds 71 tokens to every session and 3,005 once invoked, about $0.0004 per session on Opus 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.

Related

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atb-aclnn-operator-replacement-designer

A design-document generator for replacing an ATB operator with an ACLNN operator. It uses documentation for both interfaces to describe how their parameters correspond and how the replacement should be tested.

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atb-debug-guide

A troubleshooting guide for ATB operator tests and setup. ATB is a software environment for testing computing operators, and an operator is a small piece of a machine-learning or numerical program.

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