pytorch-lightning SKILL.md skillA
pytorch-lightning from foryourhealth111-pixel/vibe-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add foryourhealth111-pixel/vibe-skills/pytorch-lightning@git:20260226.1632f40Pins git:20260226.1632f40 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- foryourhealth111-pixel/vibe-skills
- Path
bundled/skills/pytorch-lightning/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260226.1632f40, committed Feb 26, 2026
- Size
- 6,607 bytes
- Repository stars
- 3,805
- License
- Apache-2.0
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.
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 Lightning ## Overview PyTorch Lightning is a deep learning framework that organizes PyTorch code to eliminate boilerplate while maintaining full flexibility. Automate training workflows, multi-device orchestration, and implement best practices for neural network training and scaling across multiple GPUs/TPUs. ## When to Use This Skill This skill should be used when: - Building, training, or deploying neural networks using PyTorch Lightning - Organizing PyTorch code into LightningModules - Configuring Trainers for multi-GPU/TPU training - Implementing data pipelines with LightningDataModules - Working with callbacks, logging, and distributed training strategies (DDP, FSDP, DeepSpeed) - Structuring deep learning projects professionally ## Core Capabilities ### 1. LightningModule - Model Definition Organize PyTorch models into six logical sections: 1. **Initialization** - `__init__()` and `setup()` 2. **Training Loop** - `training_step(batch, batch_idx)` 3. **Validation Loop** - `validation_step(batch, batch_idx)` 4. **Test Loop** - `test_step(batch, batch_idx)` 5. **Prediction** - `predict_step(batch, batch_idx)` …
Read the whole file at its exact version.
How to install
mdr add foryourhealth111-pixel/vibe-skills/pytorch-lightning@sha256:eee01eae6c25e531The line at the top of this page pins the label git:20260226.1632f40, 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_jzo3zdlsrdj6m3lr)
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Versions
The registry has recorded 1 version of this file, committed on Feb 26, 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 (6607 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
foryourhealth111-pixel/vibe-skills · 3,805 stars · license Apache-2.0 · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_jzo3zdlsrdj6m3lr GET https://markdownregistry.com/api/v1/resolve?ref=foryourhealth111-pixel/vibe-skills/pytorch-lightning GET https://markdownregistry.com/api/v1/blob/eee01eae6c25e53154a67175887beacea130556ded04c42da5e39c4e2c4bacd0
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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