nvidia/skills · skills/cupynumeric-parallel-data-load/SKILL.md

cupynumeric-parallel-data-load skillA

cupynumeric-parallel-data-load is agent-read markdown (skill) from nvidia/skills: Load a sharded, on-disk dataset (sharded .npy, Parquet/Arrow, raw binary, sharded HDF5, custom layouts) into a distributed cuPyNumeric ndarray via a manual partition + leaf @task launch with CPU/OMP/GPU variants. Use when no single-call loader fits, including when per-shard row counts differ across files. Prefer cupynumeric.load or legate.io.hdf5.from_file when they apply..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add nvidia/skills/cupynumeric-parallel-data-load@v1.0.0
Exact content
mdr add nvidia/skills/cupynumeric-parallel-data-load@sha256:2ae4b284c285b5be

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_lrfmmfh5h5ofsvm7.svg)](https://markdownregistry.com/a/art_lrfmmfh5h5ofsvm7)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v1.0.0 latest2026-07-31 ea1d5b5 18,178 BA view · diff
v1.0.02026-05-30 942ea1e 18,194 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (18178 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

GitHub

nvidia/skills · 3,326 stars · license Apache-2.0 · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lrfmmfh5h5ofsvm7
GET https://markdownregistry.com/api/v1/resolve?ref=nvidia/skills/cupynumeric-parallel-data-load
GET https://markdownregistry.com/api/v1/blob/2ae4b284c285b5be96f9d9fe0cd3a6e51d86f3d12da3e9867ecde75265b99708

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.