Add Uint Support
pytorch/pytorch
Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.
Agent skill
External Cannbot Model Model Infer Fusion
by ascend-ai-coding in ascend-ai-coding/awesome-ascend-skills
基于 PyTorch 框架的昇腾 NPU 模型推理融合算子优化技能。分析模型代码，识别可替换为 torchnpu 融合算子的计算模式，生成替换方案。触发场景：torchnpu 融合算子替换、MoE/Attention/FFN/Norm 等模块的推理算子适配、torchnpu API 使用咨询。基于仓库已有模型的融合算子经验，按计算语义推荐最佳方案。
Install External Cannbot Model Model Infer Fusion
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-fusion -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-model-model-infer-fusion --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-fusion .claude/skills/external-cannbot-model-model-infer-fusion && rm -rf skills-srcUse ~/.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/
Install the "external-cannbot-model-model-infer-fusion" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/model/model-infer-fusion into .claude/skills/external-cannbot-model-model-infer-fusion/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-model-model-infer-fusion", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/model/model-infer-fusionType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-fusion -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-model-model-infer-fusion --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/external/cannbot/model/model-infer-fusion .agents/skills/external-cannbot-model-model-infer-fusion && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "external-cannbot-model-model-infer-fusion" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/model/model-infer-fusion into .agents/skills/external-cannbot-model-model-infer-fusion/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-model-model-infer-fusion", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-fusion -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-model-model-infer-fusion --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/external/cannbot/model/model-infer-fusion .cursor/skills/external-cannbot-model-model-infer-fusion && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "external-cannbot-model-model-infer-fusion" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/model/model-infer-fusion into .cursor/skills/external-cannbot-model-model-infer-fusion/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-model-model-infer-fusion", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ascend-ai-coding/awesome-ascend-skills.git --path external/cannbot/model/model-infer-fusion--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-fusion -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-model-model-infer-fusion --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/external/cannbot/model/model-infer-fusion .gemini/skills/external-cannbot-model-model-infer-fusion && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "external-cannbot-model-model-infer-fusion" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/model/model-infer-fusion into .gemini/skills/external-cannbot-model-model-infer-fusion/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-model-model-infer-fusion", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-model-model-infer-fusionInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-fusion -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/external/cannbot/model/model-infer-fusion .github/skills/external-cannbot-model-model-infer-fusion && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "external-cannbot-model-model-infer-fusion" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/model/model-infer-fusion into .github/skills/external-cannbot-model-model-infer-fusion/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-model-model-infer-fusion", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-fusion -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ascend-ai-coding/awesome-ascend-skills external-cannbot-model-model-infer-fusion --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ascend-ai-coding/awesome-ascend-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/external/cannbot/model/model-infer-fusion .opencode/skills/external-cannbot-model-model-infer-fusion && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "external-cannbot-model-model-infer-fusion" agent skill from https://github.com/ascend-ai-coding/awesome-ascend-skills/tree/main/external/cannbot/model/model-infer-fusion into .opencode/skills/external-cannbot-model-model-infer-fusion/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-cannbot-model-model-infer-fusion", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
external-cannbot-model-model-infer-fusion- GitHub stars
- 174
- Token cost
- ~1.7k tokens
- SKILL.md length
- 282 words
- Files
- 7 (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 模型推理融合算子优化技能。分析模型代码，识别可替换为 torchnpu 融合算子的计算模式，生成替换方案。触发场景：torchnpu 融合算子替换、MoE/Attention/FFN/Norm 等模块的推理算子适配、torchnpu API 使用咨询。基于仓库已有模型的融合算子经验，按计算语义推荐最佳方案。
- Works in 7 steps: 完成前置改造（如需要） → 替换该模块的算子代码 → 验证：精度对比（融合前后输出对齐） → …
- Tasks that involve Deep learning
- SKILL.md covers 工作流程 and 参考文档索引
- Runs Python scripts from its folder; calls python3
What it does
External Cannbot Model Model Infer Fusion is an agent skill from ascend-ai-coding/awesome-ascend-skills. 基于 PyTorch 框架的昇腾 NPU 模型推理融合算子优化技能。分析模型代码，识别可替换为 torchnpu 融合算子的计算模式，生成替换方案。触发场景：torchnpu 融合算子替换、MoE/Attention/FFN/Norm 等模块的推理算子适配、torchnpu API 使用咨询。基于仓库已有模型的融合算子经验，按计算语义推荐最佳方案。
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 8 other files, including scripts and reference files (for example `references/module-attention-gqa.md`, `references/module-attention-mla-absorb.md` and `references/module-attention-mla-indexer.md`).
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-fusion”
Requirements
- Python 3
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- 完成前置改造（如需要）
- 替换该模块的算子代码
- 验证：精度对比（融合前后输出对齐）
- 验证：性能对比（确认有收益）
- 若验证通过 → 保留，继续下一个模块
- 若验证失败 → 回退改动，重新分析该模块
- 记录该模块的优化报告：精度对比结果、性能对比结果、日志或报错路径
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:
python3
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
gitcode.com
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 Fusion loads about 1.7k tokens when it runs, and up to ~5.9k if it reads all its reference files. Until then it costs about 55 tokens; SKILL.md has 282 words of instructions outside code blocks.
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 282 words (~1,655 tokens).
“分析 PyTorch 模型代码中的计算模式，匹配 torch_npu 融合算子进行替换优化。基于 torch_npu 本地 docstring 查询脚本（scripts/torch_npu_query.py）和仓库已有模型的融合算子使用经验，按模块逐一分析、匹配、替换、验证。”
- name
- external-cannbot-model-model-infer-fusion
- original-name
- model-infer-fusion
- synced-from
- https://gitcode.com/cann/cannbot-skills
- synced-date
- 2026-05-26
- synced-commit
- ac5bbd2b4cf427d011874e11f8d1e8b1bef66eda
- license
- UNKNOWN
Files
SKILL.md and 6 other files (scripts, references) in external/cannbot/model/model-infer-fusion of ascend-ai-coding/awesome-ascend-skills.
- SKILL.md
- references/module-attention-gqa.md
- references/module-attention-mla-absorb.md
- references/module-attention-mla-indexer.md
- references/moe-fusion-reference.md
- references/rotary-embedding-pattern.md
- scripts/torch_npu_query.py
Open the folder on GitHubat commit 62a4ecb
Compare with similar skills
External Cannbot Model Model Infer Fusion 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| External Cannbot Model Model Infer Fusion this skillascend-ai-coding/awesome-ascend-skills | 174 | — | ~1.7k | Automated safety check: Pass | None | |
| Add Uint Supportpytorch/pytorch | 104k | 2 repos | ~2.3k | Automated safety check: Pass | Custom licence | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Add Torch Shapes Examplefacebook/pyrefly | 7.1k | — | ~1.3k | Automated safety check: Pass | MIT | |
| MUSA GPU Training Optimizeropen-infra-skills/infra-skills | 141 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Ghstack CIpytorch/pytorch | 104k | — | ~1.4k | Automated safety check: Pass | Custom licence |
Similar skills
CLIP Image-Text Matching
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
- Official
Add Torch Shapes Example
facebook/pyrefly
A skill your agent uses when adding a new PyTorch model to Pyrefly's shape-tracking example corpus under tensor-shapes/pyrefly-torch-stubs/examples — i.e.
MUSA GPU Training Optimizer
open-infra-skills/infra-skills
Profiles, benchmarks and tunes AI training workloads on Moore Threads MUSA GPUs with a measurement-first process that keeps model behavior unchanged.
Ghstack CI
pytorch/pytorch
Manage CI for PyTorch ghstack stacks by running CI where its results are useful now and deferring other PRs with [no-ci].
Depth Estimation
SharpAI/DeepCamera
Real-time depth map privacy transforms using Depth Anything v2 (CoreML + PyTorch)
More from ascend-ai-coding/awesome-ascend-skills
All 70 skills in this repoAscend Dmi
ascend-ai-coding/awesome-ascend-skills
当用户需要对华为昇腾 NPU 进行硬件层面的管理、测试或诊断时使用此 skill。典型场景： - 查看 NPU 卡的状态、温度、利用率 - 测试内存带宽（h2d/d2h/d2d/p2p） - 跑算力/功耗基准测试（TFLOPS、TOPS） - 诊断 NPU 硬件故障或做健康检查 - 对 NPU 卡做压力测试（aicore、内存） - 复位/恢复卡住或异常的 NPU 卡 典型用户问题（即使不提…
Ascendc
ascend-ai-coding/awesome-ascend-skills
End-to-end AscendC custom operator development for Ascend NPU in an ascend-kernel (csrc/ops + build.sh + torchnpu PyTorch custom op) project.
Atc Model Converter
ascend-ai-coding/awesome-ascend-skills
Complete toolkit for Huawei Ascend NPU model conversion and end-to-end inference adaptation.
External Cannbot Ops Pypto Op Develop
ascend-ai-coding/awesome-ascend-skills
当需要编写 PyPTO 算子实现时使用此 skill。基于需求规格、设计方案和参考实现，生成完整可运行的 PyPTO 算子实现与配套测试、文档。Triggers: 实现算子、写 kernel、编写实现、写 impl、算子编码、开始编码、code the op、写 test、生成测试、写实现代码、op develop、kernel 实现。
External Gitcode Ascend Megatron Change Analyzer
ascend-ai-coding/awesome-ascend-skills
Analyze official Megatron-LM commits, PRs, and branch change sets to identify feature evolution, candidate breaking changes, and migration-relevant events.
External Gitcode Ascend Megatron Commit Tracker
ascend-ai-coding/awesome-ascend-skills
Track and normalize change requests against the official Megatron-LM repository by branch, PR, commit, commit range, or time window.
Related
Works with
Categories
Questions about External Cannbot Model Model Infer Fusion
What does External Cannbot Model Model Infer Fusion do?
基于 PyTorch 框架的昇腾 NPU 模型推理融合算子优化技能。分析模型代码，识别可替换为 torchnpu 融合算子的计算模式，生成替换方案。触发场景：torchnpu 融合算子替换、MoE/Attention/FFN/Norm 等模块的推理算子适配、torchnpu API 使用咨询。基于仓库已有模型的融合算子经验，按计算语义推荐最佳方案。. External Cannbot Model Model Infer Fusion is an agent skill from ascend-ai-coding/awesome-ascend-skills.
When should I use External Cannbot Model Model Infer Fusion?
External Cannbot Model Model Infer Fusion fits situations like: tasks that involve Deep learning.
How do I install External Cannbot Model Model Infer Fusion in Claude Code?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-fusion -a claude-code`. Or copy the skill folder (external/cannbot/model/model-infer-fusion in ascend-ai-coding/awesome-ascend-skills) into .claude/skills/external-cannbot-model-model-infer-fusion in your project. Claude Code loads it when a task matches its description.
How do I install External Cannbot Model Model Infer Fusion in Codex?
Run `npx skills add ascend-ai-coding/awesome-ascend-skills --skill external-cannbot-model-model-infer-fusion -a codex`. Or copy the skill folder (external/cannbot/model/model-infer-fusion in ascend-ai-coding/awesome-ascend-skills) into .agents/skills/external-cannbot-model-model-infer-fusion in your project. Codex loads it when a task matches its description.
Can I use External Cannbot Model Model Infer Fusion 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-fusion -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-fusion, .gemini/skills/external-cannbot-model-model-infer-fusion, .github/skills/external-cannbot-model-model-infer-fusion and .opencode/skills/external-cannbot-model-model-infer-fusion in your project.
What does External Cannbot Model Model Infer Fusion need to run?
Going by SKILL.md and its folder, External Cannbot Model Model Infer Fusion needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does External Cannbot Model Model Infer Fusion access the network?
SKILL.md names 1 domain. As links in the text: gitcode.com. This is read from the text; nothing was executed.
Is External Cannbot Model Model Infer Fusion 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 Fusion use?
No licence was found for External Cannbot Model Model Infer Fusion 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 Fusion use?
About 1.7k tokens (SKILL.md is roughly 6.6k 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 4.3k tokens, read only when the agent opens those files.
What are the alternatives to External Cannbot Model Model Infer Fusion?
Skills that share tags, products or a category with External Cannbot Model Model Infer Fusion: 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 Fusion?
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 10, 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.