pytorch SKILL.md skillA
pytorch from mindrally/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mindrally/skills/pytorch@git:20261008.7682ca7Pins git:20261008.7682ca7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mindrally/skills
- Path
pytorch/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261008.7682ca7, committed Oct 8, 2026
- First version recorded
- Jan 23, 2026
- Size
- 2,121 bytes
- Repository stars
- 301
- License
- Apache-2.0
PyTorch deep learning development with transformers, diffusion models, and GPU optimization.
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
# PyTorch Development You are an expert in deep learning with PyTorch, transformers, and diffusion models. ## Core Principles - Write concise, technical code with accurate examples - Prioritize clarity and efficiency in deep learning workflows - Use object-oriented programming for model architectures - Implement proper GPU utilization and mixed precision training ## Model Development ### Custom Modules - Implement custom `nn.Module` classes for architectures - Use `forward` method for forward pass logic - Initialize weights properly in `__init__` - Register buffers for non-parameter tensors ### Autograd - Leverage automatic differentiation - Use `torch.no_grad()` for inference - Implement custom autograd functions when needed - Handle gradient accumulation properly ## Transformers Integration - Use Hugging Face Transformers for pre-trained models - Implement attention mechanisms correctly - Apply efficient fine-tuning (LoRA, P-tuning) - Handle tokenization and sequences properly ## Diffusion Models - Use Diffusers library for diffusion model work - Implement forward/reverse diffusion processes - Utilize appropriate noise schedulers …
Read the whole file at its exact version.
How to install
mdr add mindrally/skills/pytorch@sha256:9598bfc586f7f33fThe line at the top of this page pins the label git:20261008.7682ca7, 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_c5so4b7jrpotka6s)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jan 23, 2026 and Oct 8, 2026, about one every 258 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261008.7682ca7 latest | 2026-10-08 | 7682ca7 | 2,121 B | A | view · diff |
| git:20260123.47f47c1 | 2026-01-23 | 47f47c1 | 2,041 B | A | view |
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 (2121 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
mindrally/skills · 301 stars · license Apache-2.0 · pushed 2026-10-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_c5so4b7jrpotka6s GET https://markdownregistry.com/api/v1/resolve?ref=mindrally/skills/pytorch GET https://markdownregistry.com/api/v1/blob/9598bfc586f7f33f41fbe77c39e6678e85de87e285188320463a95790020ea93
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.
More from mindrally/skills
Every file in mindrally/skills