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Sparse Grid Interpolation Toolbox for Python

Project description

spinterp

Sparse Grid Interpolation Toolbox for Python

Tests Documentation Ruff

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Sparse Grid Interpolation Toolbox for Python.

Grid types

Grid type Basis Max depth
Clenshaw-Curtis Piecewise linear 8
Chebyshev Polynomial (DCT) 10
Gauss-Patterson Nested Gaussian 6
Maximum Piecewise linear 8
NoBoundary Piecewise linear 8

Routines

Python binding Description
spvals Compute hierarchical surpluses
spinterp Evaluate interpolant (and gradient) at points
spquad Integrate interpolant over domain
spgrid Return sparse grid node coordinates
spgetseq Generate multi-index level sequences

Quick example

import spinterp

z = spinterp.spvals(lambda x, y, t: x**2 + y**2 - 2 * t, d=3)
f = spinterp.spinterp(z, 0.5, 0.2, 0.2)
q = spinterp.spquad(z)

Installation

pip install spinterp

Requires Python 3.10+ and NumPy.

Build from source

python bin/build.py install   # build and install via uv
python bin/build.py wheel     # produce a wheel in dist/
python bin/build.py clean     # remove all build artifacts

Requires gfortran, Meson, and f2py (numpy).

Documentation

  • Theory — hierarchical basis, Smolyak construction, algorithms
  • Quickstart — runnable examples
  • API Reference — function signatures and arguments

License

GNU General Public License v3 (GPLv3) — see LICENSE.

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