dpnp-migration SKILL.md skillA
dpnp-migration 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-migration@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-migration/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0, committed Sep 3, 2026
- Size
- 8,731 bytes
- Repository stars
- 29
- License
- Apache-2.0
Porting an existing NumPy or CuPy program to dpnp on Intel CPUs and GPUs. Use when deciding whether a codebase can run on dpnp at all, when a call raises NotImplementedError or AttributeError after the import was swapped, when the user asks whether dpnp supports a specific NumPy function or family, or when CuPy code has to move to Intel hardware. Covers probing the installed release for what it actually implements, the families that have no device counterpart, the fallback wrapper for the ones…
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 migration from NumPy and CuPy ## Purpose Answers one question about an existing program: which of its array calls `dpnp` implements, and what to do with the rest. Swapping `import numpy as np` for `import dpnp as np` moves the calls it covers and raises on the calls it does not, so a port is an inventory problem before it is a performance one. The method here is to **probe the installed release rather than consult a coverage list**. A list of supported functions is the single most perishable claim about `dpnp`: it is accurate for the release someone wrote it against and silently wrong afterwards, in both directions. `hasattr` is not. ## When to Use This Skill Use this skill when: - A NumPy or CuPy codebase has to run on Intel hardware and the question is whether it can. - A call raises `NotImplementedError` or `AttributeError` after the import swap. - The user asks whether `dpnp` supports a specific function or family. - CuPy code needs the `dpnp` spelling of device selection or of a host copy. Do **not** use this skill to diagnose a broken install or a missing SYCL runtime (`dpnp-troubleshooting`), to hand arrays to pandas, scikit-learn, PyTorch, or …
Read the whole file at its exact version.
How to install
mdr add intel/skills/dpnp-migration@sha256:2d7d949bf10024a1The 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_ljxjatdiwrmtddw7)
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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 (8731 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_ljxjatdiwrmtddw7 GET https://markdownregistry.com/api/v1/resolve?ref=intel/skills/dpnp-migration GET https://markdownregistry.com/api/v1/blob/2d7d949bf10024a16a282d30d99de69a3e10c32e4ffdc8ae126387cccfc80bb9
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.