pardiso-mkl-jax

JAX-compatible interface to the oneMKL Pardiso direct sparse solver.

import jax

jax.config.update("jax_enable_x64", True)

import jax.numpy as jnp
import pardiso_mkl_jax as pmj

indptr = jnp.array([0, 2, 3, 4], dtype=jnp.int32)
indices = jnp.array([0, 1, 1, 2], dtype=jnp.int32)
values = jnp.array([4.0, 1.0, 3.0, 2.0], dtype=jnp.float64)
right_hand_side = jnp.array([1.0, 2.0, 3.0], dtype=jnp.float64)

x = pmj.solve(
    indptr, indices, values, right_hand_side, matrix_type=pmj.MatrixType.REAL_NONSYMMETRIC
)

Install with uv add pardiso-mkl-jax (or pip install pardiso-mkl-jax) and read the documentation here.

Development

uv sync
uv run pytest
uv run ty check

The compiled extension rebuilds automatically on import while developing, so the default editable install (uv sync) is what you want day to day. Building the documentation site needs a non-editable install instead, since mkdocstrings' static analysis cannot resolve import aliases through the editable loader:

uv sync --group docs --no-editable
uv run --no-sync zensical build
uv run --no-sync pytest --markdown-docs docs

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0.2.2

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pardiso-mkl-jax 0.2.1

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