huaweicloud/huaweicloud-skills · skills/ai/modelarts/huawei-cloud-ascend-op-mfu-calculator/SKILL.md

huawei-cloud-ascend-op-mfu-calculator skillA

huawei-cloud-ascend-op-mfu-calculator is agent-read markdown (skill) from huaweicloud/huaweicloud-skills: Calculate MFU (Machine FLOP Utilization) for operators like matmul/GEMM/FlashAttention on Ascend NPU, providing clear formulas and derivation process Use this skill when the user wants to: (1) calculate MFU for matrix operations, (2) analyze operator performance efficiency, (3) understand hardware utilization, (4) optimize operator implementation Trigger: user mentions "MFU", "machine flop utilization", "operator FLOPs", "matmul performance", "GEMM efficiency", "Ascend MFU", "算子MFU", "算力利用率", "矩.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-ascend-op-mfu-calculator@git:20260605.d128959
Exact content
mdr add huaweicloud/huaweicloud-skills/huawei-cloud-ascend-op-mfu-calculator@sha256:b395d703d9e03547

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_gwhkuysfiqu4x23n.svg)](https://markdownregistry.com/a/art_gwhkuysfiqu4x23n)

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Versions

versioncommittedcommitsizeaudit
git:20260605.d128959 latest2026-06-05 d128959 3,661 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3661 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

huaweicloud/huaweicloud-skills · 49 stars · license MIT · pushed 2026-09-18 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_gwhkuysfiqu4x23n
GET https://markdownregistry.com/api/v1/resolve?ref=huaweicloud/huaweicloud-skills/huawei-cloud-ascend-op-mfu-calculator
GET https://markdownregistry.com/api/v1/blob/b395d703d9e0354752e5907d0ca22dd5d6b41de08d9f275e8369a20b26ea70d1

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.