perf-example-device SKILL.md skillA
perf-example-device from hw-native-sys/simpler is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add hw-native-sys/simpler/perf-example-device@git:20260814.317a19cPins git:20260814.317a19c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- hw-native-sys/simpler
- Path
.claude/skills/perf-example-device/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260814.317a19c, committed Aug 14, 2026
- First version recorded
- Jun 29, 2026
- Size
- 1,626 bytes
- Repository stars
- 46
- License
- a license file GitHub does not identify
Benchmark the hardware performance of a single example ($ARGUMENTS). Use when the user asks to benchmark or measure the latency of one example on hardware.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Benchmark the hardware performance of a single example at $ARGUMENTS Reference `tools/benchmark_rounds.sh` for the full implementation pattern (device log resolution, timing parsing, reporting format) — this skill runs the same logic for a single example. Detection / isolation procedures live in [`../../lib/onboard-detection.md`](../../lib/onboard-detection.md). 1. Locate the test file under `$ARGUMENTS/`: pick the single `test_*.py` that lives directly in that directory. If none exists, tell the user the directory is not a scene test and stop. 2. If `command -v npu-smi` is not found, tell the user this requires hardware and stop. 3. **Precheck + detect platform** (§A) — derive the arch from `$ARGUMENTS`, gate on real silicon, then read the detected arch into `PLATFORM`. 4. **Select a single idle device** (§C) — or let `task-submit` pick via `--device auto --device-num 1`. 5. **Run through `task-submit`** (§E, `--device-num 1`) following the same pattern as `run_bench()` in `tools/benchmark_rounds.sh`: snapshot logs, run `python $ARGUMENTS/test_<name>.py -p <platform> -d $TASK_DEVICE --rounds 10 --skip-golden`, …
Read the whole file at its exact version.
How to install
mdr add hw-native-sys/simpler/perf-example-device@sha256:1e5bed5009f90016The line at the top of this page pins the label git:20260814.317a19c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_5zra3rbfs6w2jsv4)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jun 29, 2026 and Aug 14, 2026, about one every 46 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260814.317a19c latest | 2026-08-14 | 317a19c | 1,626 B | A | view · diff |
| git:20260629.b025b10 | 2026-06-29 | b025b10 | 1,418 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1626 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
hw-native-sys/simpler · 46 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5zra3rbfs6w2jsv4 GET https://markdownregistry.com/api/v1/resolve?ref=hw-native-sys/simpler/perf-example-device GET https://markdownregistry.com/api/v1/blob/1e5bed5009f900164f7b2bc9d309dc2eef372fee9353d5defcc6e8506b4fdaa7
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.