dpnp-troubleshooting SKILL.md skillA
dpnp-troubleshooting from intel/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add intel/skills/dpnp-troubleshooting@v1.0Pins v1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- intel/skills
- Path
skills/dpnp-troubleshooting/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0, committed Sep 3, 2026
- Size
- 6,700 bytes
- Repository stars
- 29
- License
- Apache-2.0
Diagnosing dpnp failures on Intel CPUs and GPUs. Use when dpnp raises NotImplementedError or an unexpected TypeError, when the import fails or a SYCL runtime library is missing, when no SYCL device is visible, when dpctl reports a device the user did not expect, or when dpnp code runs slower than the NumPy it replaced. Covers the fallback pattern for unimplemented APIs, install repair, forcing CPU execution, and the handoff to libraries that only accept NumPy arrays.
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
# dpnp troubleshooting ## Purpose Turns a `dpnp` failure into the next command to run. Covers the five things that actually go wrong: an API that is not implemented, an import that cannot find the SYCL runtime, no visible device, a device that is not the one expected, and code that got slower instead of faster. Prefer this skill over reading the traceback and guessing. Each symptom below has a check that produces an answer, and most of them are one line. ## When to Use This Skill Use this skill when: - `dpnp` raises `NotImplementedError`, `AttributeError`, or a `TypeError` about a keyword argument. - `import dpnp` fails, or fails on a missing `libsycl` shared object. - No SYCL device is found, or `dpctl` lists a different device than expected. - `dpnp` code is slower than the NumPy it replaced. - Another library rejects a `dpnp` array. Do **not** use this skill to plan a migration (`dpnp-quickstart`), to size a workload against device memory (`dpnp-memory`), or as a source of speedup figures. ## Quick Start Three commands answer most questions before any code changes: ```bash python -c "import dpnp; print(dpnp.__version__)" …
Read the whole file at its exact version.
How to install
mdr add intel/skills/dpnp-troubleshooting@sha256:458a9792e5b6388eThe line at the top of this page pins the label v1.0, 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_oebnbmlcigrig74s)
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Versions
The registry has recorded 1 version of this file, committed on Sep 3, 2026.
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 (6700 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
intel/skills · 29 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_oebnbmlcigrig74s GET https://markdownregistry.com/api/v1/resolve?ref=intel/skills/dpnp-troubleshooting GET https://markdownregistry.com/api/v1/blob/458a9792e5b6388e96603f69c753910fec03ef59f2393f8cc15c2fbc1fdf0136
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.