dpnp-interop SKILL.md skillA
dpnp-interop 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-interop@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-interop/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0, committed Sep 3, 2026
- Size
- 6,635 bytes
- Repository stars
- 29
- License
- Apache-2.0
Passing dpnp arrays to and from other Python libraries on Intel CPUs and GPUs. Use when dpnp numeric work has to feed pandas, scikit-learn, PyTorch, or TensorFlow, when one of those libraries raises a type error on a dpnp array, when a pipeline mixes device math with host-only libraries, or when the user asks where in a pipeline the conversion belongs. Covers the boundary conversion pattern per library, the Intel extensions that accelerate the host side, and why a conversion inside a loop…
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 interoperability ## Purpose Connects `dpnp` to the libraries around it. None of pandas, scikit-learn, PyTorch, or TensorFlow accepts a `dpnp` array: they check for a NumPy array, so every handoff is a `dpnp.asnumpy()` on the way out and a `dpnp.array()` on the way back. This skill is where that conversion goes, per library, and what it costs. Prefer it when `dpnp` is one stage of a longer pipeline. The failure it prevents is not a crash — it is a pipeline that converts on every iteration and ends up slower than the NumPy version it replaced. ## When to Use This Skill Use this skill when: - A `dpnp` result has to reach pandas, scikit-learn, PyTorch, or TensorFlow. - One of those libraries raises a type error on a `dpnp` array. - A pipeline alternates between device math and host-only libraries. - The user asks where the conversion belongs. Do **not** use this skill for file formats (`dpnp-io`), for device placement (`dpnp-memory`), or to decide whether the numeric stage belongs on a device at all (`dpnp-quickstart`). ## Quick Start ```python import dpnp x = dpnp.random.randn(10000, 100) # device gram = dpnp.dot(x, x.T) # device …
Read the whole file at its exact version.
How to install
mdr add intel/skills/dpnp-interop@sha256:e3e0f64f8dbdbaa8The 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_cyevw6j7vd34cmtl)
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Versions
The registry has recorded 1 version of this file, committed on Sep 3, 2026.
Audit of the latest version
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- 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
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- pass: No instruction to read or print local credentials
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Source
intel/skills · 29 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cyevw6j7vd34cmtl GET https://markdownregistry.com/api/v1/resolve?ref=intel/skills/dpnp-interop GET https://markdownregistry.com/api/v1/blob/e3e0f64f8dbdbaa8554c132151148d42d09379b44b96f1d484eea7203e680ced
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.