Add Uint Support
pytorch/pytorch
Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.
Fully sharded data-parallel training for large models. An agent skill from Luciole-Studio/Misaka-Agent.
Install Pytorch Fsdp
$ npx skills add Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent pytorch-fsdp --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/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .claude/skills && cp -r skills-src/misaka/core/skills/assets/optional/mlops/pytorch-fsdp .claude/skills/pytorch-fsdp && 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 "pytorch-fsdp" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/mlops/pytorch-fsdp into .claude/skills/pytorch-fsdp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytorch-fsdp", 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/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/mlops/pytorch-fsdpType 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 Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent pytorch-fsdp --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .agents/skills && cp -r skills-src/misaka/core/skills/assets/optional/mlops/pytorch-fsdp .agents/skills/pytorch-fsdp && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pytorch-fsdp" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/mlops/pytorch-fsdp into .agents/skills/pytorch-fsdp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytorch-fsdp", 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 Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent pytorch-fsdp --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/misaka/core/skills/assets/optional/mlops/pytorch-fsdp .cursor/skills/pytorch-fsdp && 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 "pytorch-fsdp" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/mlops/pytorch-fsdp into .cursor/skills/pytorch-fsdp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytorch-fsdp", 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/Luciole-Studio/Misaka-Agent.git --path misaka/core/skills/assets/optional/mlops/pytorch-fsdp--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 Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent pytorch-fsdp --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/misaka/core/skills/assets/optional/mlops/pytorch-fsdp .gemini/skills/pytorch-fsdp && 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 "pytorch-fsdp" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/mlops/pytorch-fsdp into .gemini/skills/pytorch-fsdp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytorch-fsdp", 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 Luciole-Studio/Misaka-Agent pytorch-fsdpInstalls 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 Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .github/skills && cp -r skills-src/misaka/core/skills/assets/optional/mlops/pytorch-fsdp .github/skills/pytorch-fsdp && 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 "pytorch-fsdp" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/mlops/pytorch-fsdp into .github/skills/pytorch-fsdp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytorch-fsdp", 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 Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Luciole-Studio/Misaka-Agent pytorch-fsdp --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Luciole-Studio/Misaka-Agent.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/misaka/core/skills/assets/optional/mlops/pytorch-fsdp .opencode/skills/pytorch-fsdp && 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 "pytorch-fsdp" agent skill from https://github.com/Luciole-Studio/Misaka-Agent/tree/main/misaka/core/skills/assets/optional/mlops/pytorch-fsdp into .opencode/skills/pytorch-fsdp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pytorch-fsdp", 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
pytorch-fsdp- GitHub stars
- 158
- Used in
- 1 other repo
- Token cost
- ~619 tokens
- SKILL.md length
- 260 words
- Files
- 4 (incl. references)
- Skills in repo
- 77
- Repo updated
- First seen
- Licence
- MIT
At a glance
Fully sharded data-parallel training for large models. An agent skill from Luciole-Studio/Misaka-Agent.
- Works in 2 steps: Re-run the scraper with the same… → The skill will be rebuilt with the…
- Tasks that involve Deep learning
- SKILL.md covers When to Use This Skill, Quick Reference, Reference Files and Working with This Skill, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Pytorch Fsdp is an agent skill from Luciole-Studio/Misaka-Agent. Fully sharded data-parallel training for large models.
Its SKILL.md is about 620 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/common-patterns.md`, `references/index.md` and `references/other.md`).
It sits in AI & LLM Engineering, covering Deep learning. It works with PyTorch. The repository describes itself as: A multi-agent research system for the humanities and social sciences. The licence is MIT.
When your agent uses it
- Tasks that involve Deep learning
Example prompts
- “/pytorch-fsdp”
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- Re-run the scraper with the same configuration
- The skill will be rebuilt with the latest information
What it can do on your machine
Read from SKILL.md and the folder at commit 3bcf7a3. 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
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Pytorch Fsdp loads about 619 tokens when it runs, and up to ~125k if it reads all its reference files. Until then it costs about 17 tokens; SKILL.md has 260 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); files beside SKILL.md are not scanned.
SKILL.md
The full file from Luciole-Studio/Misaka-Agent at commit 3bcf7a3, republished under its MIT licence (© Luciole-Studio). 260 words, ~619 tokens.
Download SKILL.mdSave it as
.claude/skills/pytorch-fsdp/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.- name
- pytorch-fsdp
- description
- Fully sharded data-parallel training for large models.
- version
- 1.0.0
- author
- Orchestra Research
- license
- MIT
- dependencies
- torch>=2.0, transformers
- platforms
- linux, macos
Pytorch-Fsdp Skill
Assistance with pytorch-fsdp development, generated from official documentation.
When to Use This Skill
This skill should be triggered when:
- Working with pytorch-fsdp
- Asking about pytorch-fsdp features or APIs
- Implementing pytorch-fsdp solutions
- Debugging pytorch-fsdp code
- Learning pytorch-fsdp best practices
Quick Reference
The full common-patterns catalog (~157k chars of runnable FSDP snippets) lives in
references/common-patterns.md — load it with read_file when you need wrapping,
sharding-strategy, checkpoint, or mixed-precision examples. Start there rather than
reconstructing FSDP incantations from memory.
Reference Files
This skill includes comprehensive documentation in references/:
- other.md - Other documentation
Use view to read specific reference files when detailed information is needed.
Working with This Skill
For Beginners
Start with the getting_started or tutorials reference files for foundational concepts.
For Specific Features
Use the appropriate category reference file (api, guides, etc.) for detailed information.
For Code Examples
The quick reference section above contains common patterns extracted from the official docs.
Resources
references/
Organized documentation extracted from official sources. These files contain:
- Detailed explanations
- Code examples with language annotations
- Links to original documentation
- Table of contents for quick navigation
scripts/
Add helper scripts here for common automation tasks.
assets/
Add templates, boilerplate, or example projects here.
Notes
- This skill was automatically generated from official documentation
- Reference files preserve the structure and examples from source docs
- Code examples include language detection for better syntax highlighting
- Quick reference patterns are extracted from common usage examples in the docs
Updating
To refresh this skill with updated documentation:
- Re-run the scraper with the same configuration
- The skill will be rebuilt with the latest information
© Luciole-Studio, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 3 other files (references) in misaka/core/skills/assets/optional/mlops/pytorch-fsdp of Luciole-Studio/Misaka-Agent.
- SKILL.md
- references/common-patterns.md
- references/index.md
- references/other.md
Open the folder on GitHubat commit 3bcf7a3
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in Luciole-Studio/Misaka-Agent, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Pytorch Fsdp 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 |
|---|---|---|---|---|---|---|
| Pytorch Fsdp this skillLuciole-Studio/Misaka-Agent | 158 | 1 repos | ~619 | Automated safety check: Pass | MIT | |
| 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 |
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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.
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Profiles, benchmarks and tunes AI training workloads on Moore Threads MUSA GPUs with a measurement-first process that keeps model behavior unchanged.
Ghstack CI
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Manage CI for PyTorch ghstack stacks by running CI where its results are useful now and deferring other PRs with [no-ci].
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Works with
Categories
Questions about Pytorch Fsdp
What does Pytorch Fsdp do?
Fully sharded data-parallel training for large models. An agent skill from Luciole-Studio/Misaka-Agent. Pytorch Fsdp is an agent skill from Luciole-Studio/Misaka-Agent. Fully sharded data-parallel training for large models.
When should I use Pytorch Fsdp?
Pytorch Fsdp fits situations like: tasks that involve Deep learning.
How do I install Pytorch Fsdp in Claude Code?
Run `npx skills add Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a claude-code`. Or copy the skill folder (misaka/core/skills/assets/optional/mlops/pytorch-fsdp in Luciole-Studio/Misaka-Agent) into .claude/skills/pytorch-fsdp in your project. Claude Code loads it when a task matches its description.
How do I install Pytorch Fsdp in Codex?
Run `npx skills add Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a codex`. Or copy the skill folder (misaka/core/skills/assets/optional/mlops/pytorch-fsdp in Luciole-Studio/Misaka-Agent) into .agents/skills/pytorch-fsdp in your project. Codex loads it when a task matches its description.
Can I use Pytorch Fsdp 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 Luciole-Studio/Misaka-Agent --skill pytorch-fsdp -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pytorch-fsdp, .gemini/skills/pytorch-fsdp, .github/skills/pytorch-fsdp and .opencode/skills/pytorch-fsdp in your project.
What does Pytorch Fsdp need to run?
SKILL.md names no scripts, command-line tools or credentials: Pytorch Fsdp is instructions for the agent only.
Does Pytorch Fsdp access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Pytorch Fsdp 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. Review the folder before installing.
What licence does Pytorch Fsdp use?
Pytorch Fsdp is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Pytorch Fsdp use?
About 619 tokens (SKILL.md is roughly 2.5k 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 124k tokens, read only when the agent opens those files.
What are the alternatives to Pytorch Fsdp?
Skills that share tags, products or a category with Pytorch Fsdp: 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 Pytorch Fsdp?
Luciole-Studio (a GitHub organization) maintains it in Luciole-Studio/Misaka-Agent, which has 158 GitHub stars. The repository holds 77 skills in this directory. The repository was last updated on October 8, 2026.
Source: Luciole-Studio/Misaka-Agent on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.