cuequivariance-torch SKILL.md skillA
This file is byte-identical to the first copy the registry indexed, one of 3 indexed copies. Same content hash, so the same checks give both the same grade.
cuequivariance-torch from nvidia-bionemo/bionemo-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nvidia-bionemo/bionemo-agent-toolkit/cuequivariance-torch@git:20261105.dbff972Pins git:20261105.dbff972 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia-bionemo/bionemo-agent-toolkit
- Path
skills/bionemo-agent-toolkit/skills/cuequivariance-torch/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261105.dbff972, committed Nov 5, 2026
- Size
- 19,966 bytes
- Repository stars
- 503
- License
- a license file GitHub does not identify
Use when building or debugging cuEquivariance PyTorch tensor products or equivariant GNNs, especially CPU references, layouts, indexing, and gradients.
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
# cuEquivariance in PyTorch ## Purpose Execute `cuequivariance` (`cue`) descriptors with `cuequivariance_torch` (`cuet`): CPU references, CUDA backends, equivariant layers, and autograd. Preserve the project's environment. ## Inputs Required inputs: operation, SO3/O3 irreps, layout, device, dtype, and weight ownership; infer from the request or code. Graphs also need source/destination counts and indices. Optional inputs: backend, performance, export targets. ## Instructions 1. Probe once and reuse working PyTorch. **Never recursively delete directories during setup or recovery**, including partial temporary environments; use a fresh unique path when isolation is needed. 2. Set `method="naive"` at construction for CPU. Match parameters, features, weights, and references in device and dtype. Use float64 for small numerical and gradient checks. 3. Specify layout and weight ownership explicitly. Derive sizes and output order from the module/descriptor; do not guess multiplicities from a filter. …
Read the whole file at its exact version.
How to install
mdr add nvidia-bionemo/bionemo-agent-toolkit/cuequivariance-torch@sha256:1bbe4c974bda86e0The line at the top of this page pins the label git:20261105.dbff972, 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_aml2u5gbytscblqo)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Nov 5, 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 (19966 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
nvidia-bionemo/bionemo-agent-toolkit · 503 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_aml2u5gbytscblqo GET https://markdownregistry.com/api/v1/resolve?ref=nvidia-bionemo/bionemo-agent-toolkit/cuequivariance-torch GET https://markdownregistry.com/api/v1/blob/1bbe4c974bda86e02dc88e1e63484331bd9ed8158f9b75402211fd99c852ba5b
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.
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