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npx skills add yonesuke/skills --skill "linear-solver"
Install specific skill from multi-skill repository
# Description
Solves linear systems (Ax=b) using NumPy, JAX, PyTorch, and Lineax. Covers dense, sparse, and specialized (tridiagonal) solvers.
# SKILL.md
name: linear-solver
description: Solves linear systems (Ax=b) using NumPy, JAX, PyTorch, and Lineax. Covers dense, sparse, and specialized (tridiagonal) solvers.
Linear Solver Skill
Solves $Ax=b$. Choose the backend based on your hardware and scale.
Contents
- Examples
- Code snippets for NumPy, JAX, PyTorch, and Lineax.
- Reference
- Detailed breakdown of methods (LU, Cholesky, CG, GMRES).
Quick Decision Tree
- CPU Only? -> Use
NumPy(scripts/numpy_dense.py). - GPU/TPU? -> Use
JAXorPyTorch. - Advanced/Stable JAX? -> Use
Lineax(scripts/lineax_solvers.py). - Tridiagonal? -> Use specialized solvers (
scripts/tridiagonal.py).
# Supported AI Coding Agents
This skill is compatible with the SKILL.md standard and works with all major AI coding agents:
Learn more about the SKILL.md standard and how to use these skills with your preferred AI coding agent.