rope

Complete technical guide based on RoFormer paper (arXiv 2104.09864) and HuggingFace transformers implementation.

Skills
AI research
0

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/rope && curl -fsSL https://doutorai.pt/data/lib/skills__rope.md -o .claude/skills/rope/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# RoPE: Rotary Position Embeddings

Complete technical guide based on RoFormer paper (arXiv 2104.09864) and HuggingFace transformers implementation.

## Table of Contents
- Mathematical Formulation
- Implementation Details
- Scaling Techniques
- Production Usage

## Mathematical Formulation

**Source**: RoFormer: Enhanced Transformer with Rotary Position Embedding (arXiv 2104.09864)

### Core Idea

RoPE encodes absolute position with a rotation matrix while naturally incorporating relative position dependency in attention.

### Formulation

Given position index `m` and embedding dimension `d`:

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