external-cannbot-graph-torch-custom-ops-guide

external-cannbot-graph-torch-custom-ops-guide is a skill for Claude Code from ascend-ai-coding/awesome-ascend-skills. It costs 92 tokens per session (1,453 once invoked), scanned A, original, no licence file.

A guide to making custom PyTorch operations work in npugraphex graph mode on Huawei Ascend NPUs. It explains how to register Python custom operations and write the metadata needed to describe their outputs.

In plain words
What is it for?
Use it when developing or adapting operations with `torch.library.customop` or `torch.library.Library`, including fake or metadata registration and mutation declarations.
Why use it?
It helps avoid graph-conversion failures when ordinary eager-mode custom operations are used with compiled graphs.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the external-cannbot-torch-npugraph-ex-skills plugin — 6 skills shipped together

Good fit Use it when developing or adapting operations with torch.library.customop or torch.library.Library, including fake or metadata registration and mutation declarations.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ascend-ai-coding/awesome-ascend-skills/torch-custom-ops-guide
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 torch-custom-ops-guide
Clone the repo
git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills

Made for: Claude Code.

Or install external-cannbot-torch-npugraph-ex-skills, the plugin that ships this one along with the rest of its 6 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-cannbot-graph-torch-custom-ops-guide

README.md
[![agentmods](https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/torch-custom-ops-guide/github.svg)](https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/torch-custom-ops-guide)
Your own site
<a href="https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/torch-custom-ops-guide"><img src="https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/torch-custom-ops-guide/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-cannbot-graph-torch-custom-ops-guide

Your own site · 80×15
<a href="https://agentmods.dev/skills/ascend-ai-coding/awesome-ascend-skills/torch-custom-ops-guide"><img src="https://agentmods.dev/badge/skills/ascend-ai-coding/awesome-ascend-skills/torch-custom-ops-guide.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 92 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,453 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 $0.00092 $0.01453
Opus 5 $0.00046 $0.00727
Sonnet 5 $0.00018 $0.00291
Haiku 4.5 $0.00009 $0.00145

Measured 12d ago against content hash 8d82b1cb5787, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

external-cannbot-graph-torch-custom-ops-guide 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 12d 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/cannbot/graph/torch-custom-ops-guide/SKILL.md · 66 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. 12d ago First seen · 66 lines · 92 tokens per session scan A 8d82b1cb5787

Subscribe to this mod's changes

external-cannbot-graph-torch-custom-ops-guide is a skill published in the GitHub repository ascend-ai-coding/awesome-ascend-skills (168 stars, last pushed yesterday), with no licence file. It adds 92 tokens to every session and 1,453 once invoked, about $0.0005 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 2026-08-30.

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