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npx skills add yonesuke/skills --skill "interpolation"
Install specific skill from multi-skill repository
# Description
Techniques for 1D and 2D data interpolation using SciPy (CPU) and JAX/Interpax (GPU/Differentiable).
# SKILL.md
name: interpolation
description: Techniques for 1D and 2D data interpolation using SciPy (CPU) and JAX/Interpax (GPU/Differentiable).
Interpolation Skill
Connect the dots. Choose SciPy for standard usage, JAX for gradient-based optimization.
Contents
- Examples
- Cubic Splines, PCHIP, Regular Grids.
- Reference
- Theoretical background on splines and grid methods.
Quick Decision Tree
- Standard/CPU? ->
SciPy(CubicSpline,RegularGridInterpolator). - Differentiable/GPU? ->
Interpax(interpax.interp1d). - Monotonicity Important? -> Use
PCHIP(SciPy) orcubic2(Interpax).
# 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.