Cuda Index Width
pytorch/pytorch
Choose 32-bit vs 64-bit index math in PyTorch CUDA kernels. An agent skill from pytorch/pytorch.
Update tools/scripts/generatebinarybuildmatrix.py when a PyTorch release goes live.
$ npx skills add pytorch/test-infra --skill release-go-live-binary-build-matrix -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install pytorch/test-infra release-go-live-binary-build-matrix --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/pytorch/test-infra.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/release-go-live-binary-build-matrix .claude/skills/release-go-live-binary-build-matrix && 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 "release-go-live-binary-build-matrix" agent skill from https://github.com/pytorch/test-infra/tree/main/.claude/skills/release-go-live-binary-build-matrix into .claude/skills/release-go-live-binary-build-matrix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "release-go-live-binary-build-matrix", 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/pytorch/test-infra/tree/main/.claude/skills/release-go-live-binary-build-matrixType 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 pytorch/test-infra --skill release-go-live-binary-build-matrix -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install pytorch/test-infra release-go-live-binary-build-matrix --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pytorch/test-infra.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/release-go-live-binary-build-matrix .agents/skills/release-go-live-binary-build-matrix && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "release-go-live-binary-build-matrix" agent skill from https://github.com/pytorch/test-infra/tree/main/.claude/skills/release-go-live-binary-build-matrix into .agents/skills/release-go-live-binary-build-matrix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "release-go-live-binary-build-matrix", 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 pytorch/test-infra --skill release-go-live-binary-build-matrix -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install pytorch/test-infra release-go-live-binary-build-matrix --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pytorch/test-infra.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/release-go-live-binary-build-matrix .cursor/skills/release-go-live-binary-build-matrix && 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 "release-go-live-binary-build-matrix" agent skill from https://github.com/pytorch/test-infra/tree/main/.claude/skills/release-go-live-binary-build-matrix into .cursor/skills/release-go-live-binary-build-matrix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "release-go-live-binary-build-matrix", 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/pytorch/test-infra.git --path .claude/skills/release-go-live-binary-build-matrix--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 pytorch/test-infra --skill release-go-live-binary-build-matrix -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install pytorch/test-infra release-go-live-binary-build-matrix --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pytorch/test-infra.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/release-go-live-binary-build-matrix .gemini/skills/release-go-live-binary-build-matrix && 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 "release-go-live-binary-build-matrix" agent skill from https://github.com/pytorch/test-infra/tree/main/.claude/skills/release-go-live-binary-build-matrix into .gemini/skills/release-go-live-binary-build-matrix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "release-go-live-binary-build-matrix", 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 pytorch/test-infra release-go-live-binary-build-matrixInstalls 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 pytorch/test-infra --skill release-go-live-binary-build-matrix -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/pytorch/test-infra.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/release-go-live-binary-build-matrix .github/skills/release-go-live-binary-build-matrix && 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 "release-go-live-binary-build-matrix" agent skill from https://github.com/pytorch/test-infra/tree/main/.claude/skills/release-go-live-binary-build-matrix into .github/skills/release-go-live-binary-build-matrix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "release-go-live-binary-build-matrix", 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 pytorch/test-infra --skill release-go-live-binary-build-matrix -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install pytorch/test-infra release-go-live-binary-build-matrix --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/pytorch/test-infra.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/release-go-live-binary-build-matrix .opencode/skills/release-go-live-binary-build-matrix && 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 "release-go-live-binary-build-matrix" agent skill from https://github.com/pytorch/test-infra/tree/main/.claude/skills/release-go-live-binary-build-matrix into .opencode/skills/release-go-live-binary-build-matrix/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "release-go-live-binary-build-matrix", 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.
release-go-live-binary-build-matrixUpdate tools/scripts/generatebinarybuildmatrix.py when a PyTorch release goes live.
Release Go Live Binary Build Matrix is an agent skill from pytorch/test-infra. Update tools/scripts/generatebinarybuildmatrix.py when a PyTorch release goes live. Advances CURRENTSTABLEVERSION to the new stable, promotes the release-channel CUDA/ROCm arches to match the candidate/test channel, and regenerates the JSON test fixtures. Triggered by mentions of "release go live", "advance stable version", "promote release matrix", or "update binary build matrix" for a new PyTorch X.Y release.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Deep learning and Test data and fixtures. It works with PyTorch and CUDA. The repository describes itself as: This repository hosts code that supports the testing infrastructure for the PyTorch organization. For example, this repo hosts the logic to track disabled tests and slow tests…
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 71b3093. It shows what the files ask for, not the result of running them.
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.
Shell commands in SKILL.md call:
python3gitFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Release Go Live Binary Build Matrix loads about 1.7k tokens when it runs. Until then it costs about 114 tokens; SKILL.md has 561 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.
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.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 561 words (~1,690 tokens).
“Updates tools/scripts/generate_binary_build_matrix.py and the associated test fixtures when a PyTorch release goes live. This mirrors prior PRs such as:”
Just SKILL.md in .claude/skills/release-go-live-binary-build-matrix of pytorch/test-infra.
Open the folder on GitHubat commit 71b3093
Release Go Live Binary Build Matrix 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 |
|---|---|---|---|---|---|---|
| Release Go Live Binary Build Matrix this skillpytorch/test-infra | 113 | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Cuda Index Widthpytorch/pytorch | 104k | — | ~1.6k | Automated safety check: Pass | Custom licence | |
| Graphsignalgraphsignal/graphsignal | 257 | — | ~6.2k | Automated safety check: Pass | Apache-2.0 | |
| Metal Kernelpytorch/pytorch | 104k | — | ~4.9k | Automated safety check: Pass | Custom licence | |
| Validating Pytorch Custom Opsmeta-pytorch/attention-gym | 1.3k | — | ~6.4k | Automated safety check: Pass | BSD-3-Clause | |
| Ako4allTongmingLAIC/AKO4ALL | 369 | — | ~4k | Automated safety check: Pass | MIT |
pytorch/pytorch
Choose 32-bit vs 64-bit index math in PyTorch CUDA kernels. An agent skill from pytorch/pytorch.
graphsignal/graphsignal
Profile AI inference workloads (vLLM, SGLang, TensorRT-LLM, PyTorch, any GPU application) with the Graphsignal profiler and read the results from its local /signals JSON endpoint.
pytorch/pytorch
Write Metal/MPS kernels for PyTorch operators. An agent skill from pytorch/pytorch.
meta-pytorch/attention-gym
Ensures new Attention Gym eager, Triton, CuTeDSL, and external-library implementations are torch.compile-friendly and correctly registered.
TongmingLAIC/AKO4ALL
Drive an agentic loop that iteratively optimizes a GPU kernel for maximum speedup.
PaddlePaddle/Paddle
PaddlePaddle (飞桨) C++ 算子开发指南。提供从 YAML 配置、InferMeta 函数、Kernel 实现、Python API 封装、单元测试到编译验证的完整算子开发流程指导。在以下场景使用此 skill:(1) 为 Paddle 框架新增 C++ 算子 (2) 修改或调试已有 Paddle 算子 (3) 编写算子的 YAML…
pytorch/test-infra
Step-by-step playbook for migrating a pytorch/pytorch .github/workflows/.yml from EC2 to OSDC (ARC) runners — covers both dial-up and 100% opt-in patterns, with the inputs that must be plumbed…
pytorch/test-infra
Load this FIRST whenever working with PyTorch CI data (any pytorch/ org repo), the torchci/HUD codebase, or the PyTorch HUD ClickHouse database.
pytorch/test-infra
Disable or re-enable Cloudflare R2 (download-r2.pytorch.org) usage in managev2.py during R2 outages.
pytorch/test-infra
Find reverts that landed on pytorch/pytorch main but are missing from a release branch (release/X.Y) because the reverted commit was already shipped in a release candidate, and open one cherry-pick…
pytorch/test-infra
Generate (and optionally open) a PyTorch release tracker / cherry-pick tracking issue from a release announcement, like https://github.com/pytorch/pytorch/issues/180506.
pytorch/test-infra
Generate a PyTorch release validation checklist issue by pulling open/closed issues from a GitHub milestone and cherry-picks from a release tracker issue.
Categories
Update tools/scripts/generatebinarybuildmatrix.py when a PyTorch release goes live. Release Go Live Binary Build Matrix is an agent skill from pytorch/test-infra.py when a PyTorch release goes live.
Release Go Live Binary Build Matrix fits situations like: tasks that involve Deep learning; tasks that involve Test data and fixtures.
Run `npx skills add pytorch/test-infra --skill release-go-live-binary-build-matrix -a claude-code`. Or copy the skill folder (.claude/skills/release-go-live-binary-build-matrix in pytorch/test-infra) into .claude/skills/release-go-live-binary-build-matrix in your project. Claude Code loads it when a task matches its description.
Run `npx skills add pytorch/test-infra --skill release-go-live-binary-build-matrix -a codex`. Or copy the skill folder (.claude/skills/release-go-live-binary-build-matrix in pytorch/test-infra) into .agents/skills/release-go-live-binary-build-matrix in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add pytorch/test-infra --skill release-go-live-binary-build-matrix -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/release-go-live-binary-build-matrix, .gemini/skills/release-go-live-binary-build-matrix, .github/skills/release-go-live-binary-build-matrix and .opencode/skills/release-go-live-binary-build-matrix in your project.
Going by SKILL.md and its folder, Release Go Live Binary Build Matrix needs the command-line tools its instructions call (python3 and git). Our summary lists: Python 3.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
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.
Release Go Live Binary Build Matrix has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 1.7k tokens (SKILL.md is roughly 6.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Release Go Live Binary Build Matrix: Cuda Index Width (pytorch/pytorch, 104k stars), Graphsignal (graphsignal/graphsignal, 257 stars), Metal Kernel (pytorch/pytorch, 104k stars) and Validating Pytorch Custom Ops (meta-pytorch/attention-gym, 1.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
pytorch (a GitHub organization) maintains it in pytorch/test-infra, which has 113 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 8, 2026.
Source: pytorch/test-infra on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.