JAX-compatible interface to the oneMKL Pardiso direct sparse solver
Project description
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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