Agent skill

Profiling Tilelang Programs

by sablin39 in sablin39/tilelang-cuda-skills

Measure TileLang kernel and workflow performance, choose benchmark or timeline tools, and compare implementations fairly.

No licenceAuto-check passedDevelopment

Install Profiling Tilelang Programs

skills CLI
$ npx skills add sablin39/tilelang-cuda-skills --skill profiling-tilelang-programs -a claude-code

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

GitHub CLI
$ gh skill install sablin39/tilelang-cuda-skills profiling-tilelang-programs --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/sablin39/tilelang-cuda-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tilelang/profiling-tilelang-programs .claude/skills/profiling-tilelang-programs && 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
profiling-tilelang-programs
GitHub stars
144
Token cost
~1.6k tokens
SKILL.md length
586 words
Files
4 (incl. references)
Skills in repo
10
Repo updated
First seen
Licence
None found

At a glance

Measure TileLang kernel and workflow performance, choose benchmark or timeline tools, and compare implementations fairly.

  • Profiler selection
  • SKILL.md covers Choose the measurement, Benchmark a compiled…, Profiler inputs and dynamic… and Trace and inspect a focused…, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Establishing optimization baselines

What it does

Profiling Tilelang Programs is an agent skill from sablin39/tilelang-cuda-skills. Measure TileLang kernel and workflow performance, choose benchmark or timeline tools, and compare implementations fairly. Use for latency, throughput, profiler selection, and establishing optimization baselines.

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `references/iket-profiling.md`, `references/metrics-reference.md` and `references/ncu-bottleneck-guide.md`).

It sits in Development, covering Performance optimization. It works with CUDA. The repository describes itself as: Skills for writing tilelang and debugging with CUDA toolkits.

When your agent uses it

  • Profiler selection
  • Establishing optimization baselines

Example prompts

  • “/profiling-tilelang-programs”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 502a514. 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 (its code samples are python and bash).

    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

Profiling Tilelang Programs loads about 1.6k tokens when it runs, and up to ~4.7k if it reads all its reference files. Until then it costs about 60 tokens; SKILL.md has 586 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~60
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~4.7k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 586 words (~1,556 tokens).

“Define what is being measured: an isolated launch, an operation including output allocation, a graph replay, or a complete forward/backward pipeline. Validate correctness before interpreting speed. Record shapes, dtypes, strides, selected device, versions, warmup, repetition settings, and cache policy.”

— opening of SKILL.md by sablin39
name
profiling-tilelang-programs

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (references) in skills/tilelang/profiling-tilelang-programs of sablin39/tilelang-cuda-skills.

  • SKILL.md
  • references/iket-profiling.md
  • references/metrics-reference.md
  • references/ncu-bottleneck-guide.md

Open the folder on GitHubat commit 502a514

Compare with similar skills

Profiling Tilelang Programs 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.

Profiling Tilelang Programs compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Profiling Tilelang Programs this skillsablin39/tilelang-cuda-skills144—~1.6kAutomated safety check: PassNone
The Art of Debuggingstas00/the-art-of-debugging1.7k—~6.1kAutomated safety check: NotesCC-BY-SA-4.0
Cudatechnillogue/ptx-isa-markdown229—~2.5kAutomated safety check: PassNone
Cppcrazyguitar/cppcheatsheet290—~1.8kAutomated safety check: PassMIT
Tilelang SkillslowlyC/agent-gpu-skills169—~1.8kAutomated safety check: PassMIT
Veomni ProfileByteDance-Seed/VeOmni2.2k—~1.7kAutomated safety check: PassApache-2.0

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More from sablin39/tilelang-cuda-skills

All 10 skills in this repo
  • Torch Profiling Tilelang Programs

    sablin39/tilelang-cuda-skills

    Inspect a PyTorch baseline with torch.compile graphs/code and torch.profiler before drafting a custom kernel, then compare TileLang and PyTorch timelines, forward/backward regions, and allocations.

    144 GitHub stars~1.3k tokensUpdated 22 days ago
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  • Writing Tilelang Design Docs

    sablin39/tilelang-cuda-skills

    Write human-facing TileLang design documents for proposed or completed kernel implementations.

    144 GitHub stars~2.2k tokensUpdated 22 days ago
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  • Cuda

    sablin39/tilelang-cuda-skills

    Draft, debug, and measure CUDA kernels and host launch workflows.

    144 GitHub stars~990 tokensUpdated 22 days ago
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  • Debugging Tilelang Programs

    sablin39/tilelang-cuda-skills

    Diagnose TileLang compilation, host argument, memory-liveness, runtime, and numerical failures.

    144 GitHub stars~1.6k tokensUpdated 22 days ago
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  • Designing With Tilefoundry

    sablin39/tilelang-cuda-skills

    Describe model or operator HIR with TileFoundry, inspect topology and placement, run static cost analysis, visualize authored dataflow, and check a runtime implementation against its evaluator.

    144 GitHub stars~3.4k tokensUpdated 22 days ago
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  • Optimizing Tilelang Programs

    sablin39/tilelang-cuda-skills

    Tune a correct TileLang kernel using measured bottlenecks, tile sizes, layouts, pipelining, fusion, and autotuning.

    144 GitHub stars~1k tokensUpdated 22 days ago
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Works with

Categories

Questions about Profiling Tilelang Programs

What does Profiling Tilelang Programs do?

Measure TileLang kernel and workflow performance, choose benchmark or timeline tools, and compare implementations fairly. Profiling Tilelang Programs is an agent skill from sablin39/tilelang-cuda-skills. Measure TileLang kernel and workflow performance, choose benchmark or timeline tools, and compare implementations fairly.

When should I use Profiling Tilelang Programs?

Profiling Tilelang Programs fits situations like: profiler selection; establishing optimization baselines.

How do I install Profiling Tilelang Programs in Claude Code?

Run `npx skills add sablin39/tilelang-cuda-skills --skill profiling-tilelang-programs -a claude-code`. Or copy the skill folder (skills/tilelang/profiling-tilelang-programs in sablin39/tilelang-cuda-skills) into .claude/skills/profiling-tilelang-programs in your project. Claude Code loads it when a task matches its description.

How do I install Profiling Tilelang Programs in Codex?

Run `npx skills add sablin39/tilelang-cuda-skills --skill profiling-tilelang-programs -a codex`. Or copy the skill folder (skills/tilelang/profiling-tilelang-programs in sablin39/tilelang-cuda-skills) into .agents/skills/profiling-tilelang-programs in your project. Codex loads it when a task matches its description.

Can I use Profiling Tilelang Programs 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 sablin39/tilelang-cuda-skills --skill profiling-tilelang-programs -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/profiling-tilelang-programs, .gemini/skills/profiling-tilelang-programs, .github/skills/profiling-tilelang-programs and .opencode/skills/profiling-tilelang-programs in your project.

What does Profiling Tilelang Programs need to run?

SKILL.md names no scripts, command-line tools or credentials: Profiling Tilelang Programs is instructions for the agent only. Our summary lists: Python 3.

Does Profiling Tilelang Programs 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 Profiling Tilelang Programs 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 Profiling Tilelang Programs use?

No licence was found for Profiling Tilelang Programs or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Profiling Tilelang Programs use?

About 1.6k tokens (SKILL.md is roughly 6.2k 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 3.1k tokens, read only when the agent opens those files.

What are the alternatives to Profiling Tilelang Programs?

Skills that share tags, products or a category with Profiling Tilelang Programs: The Art of Debugging (stas00/the-art-of-debugging, 1.7k stars), Cuda (technillogue/ptx-isa-markdown, 229 stars), Cpp (crazyguitar/cppcheatsheet, 290 stars) and Tilelang Skill (slowlyC/agent-gpu-skills, 169 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Profiling Tilelang Programs?

sablin39 (a GitHub user) maintains it in sablin39/tilelang-cuda-skills, which has 144 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on September 15, 2026.

Source: sablin39/tilelang-cuda-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.