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Tip revision: 9e62994bce7c7fcbb2f6a50c9ef89526cd2c2be6 authored by jax authors on 09 May 2024, 19:32:51 UTC
Merge pull request #21135 from hawkinsp:release
Merge pull request #21135 from hawkinsp:release
Tip revision: 9e62994
jax.experimental.sparse.rst
``jax.experimental.sparse`` module
==================================
.. automodule:: jax.experimental.sparse
.. currentmodule:: jax.experimental.sparse
Sparse API Reference
--------------------
.. autosummary::
:toctree: _autosummary
sparsify
grad
value_and_grad
empty
eye
todense
random_bcoo
JAXSparse
BCOO Data Structure
~~~~~~~~~~~~~~~~~~~
:class:`BCOO` is the *Batched COO format*, and is the main sparse data structure
implemented in :mod:`jax.experimental.sparse`.
Its operations are compatible with JAX's core transformations, including batching
(e.g. :func:`jax.vmap`) and autodiff (e.g. :func:`jax.grad`).
.. autosummary::
:toctree: _autosummary
BCOO
bcoo_broadcast_in_dim
bcoo_concatenate
bcoo_dot_general
bcoo_dot_general_sampled
bcoo_dynamic_slice
bcoo_extract
bcoo_fromdense
bcoo_gather
bcoo_multiply_dense
bcoo_multiply_sparse
bcoo_update_layout
bcoo_reduce_sum
bcoo_reshape
bcoo_slice
bcoo_sort_indices
bcoo_squeeze
bcoo_sum_duplicates
bcoo_todense
bcoo_transpose
BCSR Data Structure
~~~~~~~~~~~~~~~~~~~
:class:`BCSR` is the *Batched Compressed Sparse Row* format, and is under development.
Its operations are compatible with JAX's core transformations, including batching
(e.g. :func:`jax.vmap`) and autodiff (e.g. :func:`jax.grad`).
.. autosummary::
:toctree: _autosummary
BCSR
bcsr_dot_general
bcsr_extract
bcsr_fromdense
bcsr_todense
Other Sparse Data Structures
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
Other sparse data structures include :class:`COO`, :class:`CSR`, and :class:`CSC`. These are
reference implementations of simple sparse structures with a few core operations implemented.
Their operations are generally compatible with autodiff transformations such as :func:`jax.grad`,
but not with batching transforms like :func:`jax.vmap`.
.. autosummary::
:toctree: _autosummary
COO
CSC
CSR
coo_fromdense
coo_matmat
coo_matvec
coo_todense
csr_fromdense
csr_matmat
csr_matvec
csr_todense
``jax.experimental.sparse.linalg``
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. automodule:: jax.experimental.sparse.linalg
.. currentmodule:: jax.experimental.sparse.linalg
.. autosummary::
:toctree: _autosummary
spsolve
lobpcg_standard