agentmods.dev

perf-torch-cuda-graphs

perf-torch-cuda-graphs is a skill for Claude Code, Codex from wenyi-li/awesome-agent-kernel-skills. It costs 119 tokens per session (5,857 once invoked), scanned A, original, no licence file.

A guide to using CUDA Graphs with PyTorch. CUDA Graphs record a compatible sequence of GPU work so it can be replayed with less launch overhead.

In plain words
What is it for?
Use it to add CUDA Graphs to PyTorch training or inference through supported PyTorch, compiler, Transformer Engine, or manual APIs.
Why use it?
It helps reduce repeated scheduling overhead in workloads with stable execution patterns. It also covers compatibility issues and cases where inputs or control flow change.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 10repo 5mo ago A scan 119 tokens no licence

Good fit Use it to add CUDA Graphs to PyTorch training or inference through supported PyTorch, compiler, Transformer Engine, or manual APIs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wenyi-li/awesome-agent-kernel-skills/perf-torch-cuda-graphs
View source ↗ wenyi-li/awesome-agent-kernel-skills
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add wenyi-li/awesome-agent-kernel-skills --skill perf-torch-cuda-graphs
Clone the repo
git clone --depth 1 https://github.com/wenyi-li/awesome-agent-kernel-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for perf-torch-cuda-graphs

README.md
[![agentmods](https://agentmods.dev/badge/skills/wenyi-li/awesome-agent-kernel-skills/perf-torch-cuda-graphs/github.svg)](https://agentmods.dev/skills/wenyi-li/awesome-agent-kernel-skills/perf-torch-cuda-graphs)
Your own site
<a href="https://agentmods.dev/skills/wenyi-li/awesome-agent-kernel-skills/perf-torch-cuda-graphs"><img src="https://agentmods.dev/badge/skills/wenyi-li/awesome-agent-kernel-skills/perf-torch-cuda-graphs/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for perf-torch-cuda-graphs

Your own site · 80×15
<a href="https://agentmods.dev/skills/wenyi-li/awesome-agent-kernel-skills/perf-torch-cuda-graphs"><img src="https://agentmods.dev/badge/skills/wenyi-li/awesome-agent-kernel-skills/perf-torch-cuda-graphs.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 119 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,857 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00119 $0.05857
Opus 5.5 $0.00048 $0.02343
Sonnet 5.5 $0.00024 $0.01171
Haiku 4.5 $0.00012 $0.00586

Measured 2mo ago against content hash aee437b6c16c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

perf-torch-cuda-graphs scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/verify_workload.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

perf-torch-cuda-graphs/SKILL.md · 635 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 635 lines · 119 tokens per session scan A aee437b6c16c

Subscribe to this mod's changes

perf-torch-cuda-graphs is a skill published in the GitHub repository wenyi-li/awesome-agent-kernel-skills (10 stars, last pushed 5mo ago), with no licence file. It adds 119 tokens to every session and 5,857 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Data and AIOptimizationPyTorchcuda-graph
Related

perf-torch-cuda-graphs compared with skills from other repositories

perf-torch-cuda-graphs next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
perf-torch-cuda-graphswenyi-li/awesome-agent-kernel-skillsSkill105mo agononeA119Claude Code, Codex
ml-training-recipesOrchestra-Research/AI-Research-SKILLsSkill14k26d agoMITA88Claude Code
optimizing-attention-flashsynthetic-sciences/openscienceSkill4.3k2d agoApache-2.0A78Claude Code, Codex
optimizing-attention-flashOrchestra-Research/AI-Research-SKILLsSkill14k26d agoMITA78Claude Code
optimizing-attention-flashOpenLAIR/dr-clawSkill1.2ktodaynoneA78Claude Code, Codex
ml-training-recipesOpenRaiser/NanoResearchSkill1.3k28d agoMITA88Claude Code, Codex
optimizing-attention-flashliortesta/ClawdAgentSkill122mo agoApache-2.0A78Claude Code