Agent skill

External Cannbot Model Model Infer Migrator

by ascend-ai-coding in ascend-ai-coding/awesome-ascend-skills

基于 PyTorch 框架的昇腾 NPU 模型推理适配与部署基线技能。从 HF 链接或本地模型代码出发,按 cann-recipes-infer 仓库规范适配到 ModelRunner 推理框架,输出可运行的标准模型目录和性能基线数据。触发场景:新模型适配到昇腾 NPU 推理框架、已有模型的部署基线采集、模型迁移和初始跑通验证。

No licenceAuto-check passedAI & LLM Engineering

Install External Cannbot Model Model Infer Migrator

skills CLI
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-migrator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-model-model-infer-migrator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/external/cannbot/model/model-infer-migrator .claude/skills/external-cannbot-model-model-infer-migrator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
external-cannbot-model-model-infer-migrator
GitHub stars
174
Token cost
~1.8k tokens
SKILL.md length
427 words
Files
3 (incl. scripts, references)
Skills in repo
70
Repo updated
First seen
Licence
None found

At a glance

基于 PyTorch 框架的昇腾 NPU 模型推理适配与部署基线技能。从 HF 链接或本地模型代码出发,按 cann-recipes-infer 仓库规范适配到 ModelRunner 推理框架,输出可运行的标准模型目录和性能基线数据。触发场景:新模型适配到昇腾 NPU 推理框架、已有模型的部署基线采集、模型迁移和初始跑通验证。

  • Works in 4 steps: 环境检测 + 场景判断 → 代码准备(场景 A/B) → 试运行 → …
  • Tasks that involve Deep learning
  • SKILL.md covers 覆盖场景, 执行流程, 代码准备规范(场景 A) and 权重管理, plus 3 more sections
  • Runs Python scripts from its folder; calls bash and python3; reaches huggingface.co

What it does

External Cannbot Model Model Infer Migrator is an agent skill from ascend-ai-coding/awesome-ascend-skills. 基于 PyTorch 框架的昇腾 NPU 模型推理适配与部署基线技能。从 HF 链接或本地模型代码出发,按 cann-recipes-infer 仓库规范适配到 ModelRunner 推理框架,输出可运行的标准模型目录和性能基线数据。触发场景:新模型适配到昇腾 NPU 推理框架、已有模型的部署基线采集、模型迁移和初始跑通验证。

Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts and reference files (for example `references/templates.md` and `scripts/collect_baseline.py`).

It sits in AI & LLM Engineering, covering Deep learning. It works with PyTorch. The repository describes itself as: A comprehensive knowledge base for Huawei Ascend NPU development, structured as distributed Agent Skills. https://ascend-ai-coding.github.io/awesome-ascend-skills/.

When your agent uses it

  • Tasks that involve Deep learning

Example prompts

  • “/external-cannbot-model-model-infer-migrator”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. 环境检测 + 场景判断
  2. 代码准备(场景 A/B)
  3. 试运行
  4. 基线采集

What it can do on your machine

Read from SKILL.md and the folder at commit 62a4ecb. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • bash
    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • huggingface.co

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

External Cannbot Model Model Infer Migrator loads about 1.8k tokens when it runs, and up to ~2.5k if it reads all its reference files. Until then it costs about 52 tokens; SKILL.md has 427 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~52
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 427 words (~1,754 tokens).

“从 HF 模型链接或本地代码出发,按 cann-recipes-infer 仓库规范完成框架适配和部署基线建立。产出符合仓库标准的模型目录结构(Runner + infer.py + infer.sh + YAML 配置),并采集标准化的性能基线数据。”

— opening of SKILL.md by ascend-ai-coding
name
external-cannbot-model-model-infer-migrator
original-name
model-infer-migrator
synced-from
https://gitcode.com/cann/cannbot-skills
synced-date
2026-05-26
synced-commit
ac5bbd2b4cf427d011874e11f8d1e8b1bef66eda
license
UNKNOWN

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (scripts, references) in external/cannbot/model/model-infer-migrator of ascend-ai-coding/awesome-ascend-skills.

  • SKILL.md
  • references/templates.md
  • scripts/collect_baseline.py

Open the folder on GitHubat commit 62a4ecb

Compare with similar skills

External Cannbot Model Model Infer Migrator next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

External Cannbot Model Model Infer Migrator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
External Cannbot Model Model Infer Migrator this skillascend-ai-coding/awesome-ascend-skills174—~1.8kAutomated safety check: PassNone
Add Uint Supportpytorch/pytorch104k2 repos~2.3kAutomated safety check: PassCustom licence
CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs13k7 repos~1.7kAutomated safety check: PassMIT
Add Torch Shapes Examplefacebook/pyrefly7.1k—~1.3kAutomated safety check: PassMIT
MUSA GPU Training Optimizeropen-infra-skills/infra-skills141—~1.7kAutomated safety check: PassApache-2.0
Ghstack CIpytorch/pytorch104k—~1.4kAutomated safety check: PassCustom licence

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Works with

Questions about External Cannbot Model Model Infer Migrator

What does External Cannbot Model Model Infer Migrator do?

基于 PyTorch 框架的昇腾 NPU 模型推理适配与部署基线技能。从 HF 链接或本地模型代码出发,按 cann-recipes-infer 仓库规范适配到 ModelRunner 推理框架,输出可运行的标准模型目录和性能基线数据。触发场景:新模型适配到昇腾 NPU 推理框架、已有模型的部署基线采集、模型迁移和初始跑通验证。. External Cannbot Model Model Infer Migrator is an agent skill from ascend-ai-coding/awesome-ascend-skills.

When should I use External Cannbot Model Model Infer Migrator?

External Cannbot Model Model Infer Migrator fits situations like: tasks that involve Deep learning.

How do I install External Cannbot Model Model Infer Migrator in Claude Code?

Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-migrator -a claude-code`. Or copy the skill folder (external/cannbot/model/model-infer-migrator in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/external-cannbot-model-model-infer-migrator in your project. Claude Code loads it when a task matches its description.

How do I install External Cannbot Model Model Infer Migrator in Codex?

Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-migrator -a codex`. Or copy the skill folder (external/cannbot/model/model-infer-migrator in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/external-cannbot-model-model-infer-migrator in your project. Codex loads it when a task matches its description.

Can I use External Cannbot Model Model Infer Migrator in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-migrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/external-cannbot-model-model-infer-migrator, .gemini/skills/external-cannbot-model-model-infer-migrator, .github/skills/external-cannbot-model-model-infer-migrator and .opencode/skills/external-cannbot-model-model-infer-migrator in your project.

What does External Cannbot Model Model Infer Migrator need to run?

Going by SKILL.md and its folder, External Cannbot Model Model Infer Migrator needs Python for the scripts in its folder and the command-line tools its instructions call (bash and python3). Our summary lists: Python 3.

Does External Cannbot Model Model Infer Migrator access the network?

SKILL.md names 1 domain. In commands or code: huggingface.co; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is External Cannbot Model Model Infer Migrator safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does External Cannbot Model Model Infer Migrator use?

No licence was found for External Cannbot Model Model Infer Migrator or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does External Cannbot Model Model Infer Migrator use?

About 1.8k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 761 tokens, read only when the agent opens those files.

What are the alternatives to External Cannbot Model Model Infer Migrator?

Skills that share tags, products or a category with External Cannbot Model Model Infer Migrator: Add Uint Support (pytorch/pytorch, 104k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), Add Torch Shapes Example (facebook/pyrefly, 7.1k stars) and MUSA GPU Training Optimizer (open-infra-skills/infra-skills, 141 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains External Cannbot Model Model Infer Migrator?

ascend-ai-coding (a GitHub organization) maintains it in ascend-ai-coding/awesome-ascend-skills, which has 174 GitHub stars. The repository holds 70 skills in this directory. The repository was last updated on October 9, 2026.

Source: ascend-ai-coding/awesome-ascend-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.