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40 changes: 40 additions & 0 deletions _sources/domains/sparse_linear_algebra.rst
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.. _onemkl_sparse_linear_algebra:

Sparse Linear Algebra
=====================

See the latest specification for the sparse domain `here
<https://oneapi-spec.uxlfoundation.org/specifications/oneapi/latest/elements/onemkl/source/domains/spblas/spblas>`_.

This page documents implementation specific or backend specific details of the
sparse domain.

OneMKL Intel CPU and GPU backends
---------------------------------

Currently known limitations:

- All operations' algorithms except ``no_optimize_alg`` map to the default
algorithm.
- The required external workspace size is always 0 bytes.
- ``oneapi::mkl::sparse::set_csr_data`` and
``oneapi::mkl::sparse::set_coo_data`` functions cannot be used on a handle
that has already been used for an operation or its optimize function. Doing so
will throw an ``oneapi::mkl::unimplemented`` exception.
- Using ``spsv`` with the ``oneapi::mkl::sparse::spsv_alg::no_optimize_alg`` and
a sparse matrix that does not have the
``oneapi::mkl::sparse::matrix_property::sorted`` property will throw an
``oneapi::mkl::unimplemented`` exception.
- Using ``spmm`` on Intel GPU with a sparse matrix that is
``oneapi::mkl::transpose::conjtrans`` and has the
``oneapi::mkl::sparse::matrix_property::symmetric`` property will throw an
``oneapi::mkl::unimplemented`` exception.
- Using ``spmv`` with a sparse matrix that is
``oneapi::mkl::transpose::conjtrans`` with a ``type_view``
``matrix_descr::symmetric`` or ``matrix_descr::hermitian`` will throw an
``oneapi::mkl::unimplemented`` exception.
- Using ``spsv`` on Intel GPU with a sparse matrix that is
``oneapi::mkl::transpose::conjtrans`` and will throw an
``oneapi::mkl::unimplemented`` exception.
- Scalar parameters ``alpha`` and ``beta`` should be host pointers to prevent
synchronizations and copies to the host.
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onemkl-datatypes.rst
domains/dense_linear_algebra.rst
domains/sparse_linear_algebra.rst
create_new_backend.rst
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</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="domains/sparse_linear_algebra.html">Sparse Linear Algebra</a></li>
<li class="toctree-l1"><a class="reference internal" href="create_new_backend.html">Integrating a Third-Party Library to oneAPI Math Kernel Library (oneMKL) Interfaces</a></li>
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<li class="toctree-l1"><a class="reference internal" href="create_new_backend.html">Integrating a Third-Party Library to oneAPI Math Kernel Library (oneMKL) Interfaces</a></li>
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<li class="toctree-l1"><a class="reference internal" href="create_new_backend.html">Integrating a Third-Party Library to oneAPI Math Kernel Library (oneMKL) Interfaces</a></li>
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<link rel="icon" href="_static/favicons.png"/>
<link rel="index" title="Index" href="genindex.html" />
<link rel="search" title="Search" href="search.html" />
<link rel="prev" title="ungqr_batch_scratchpad_size" href="domains/lapack/ungqr_batch_scratchpad_size.html" />
<link rel="prev" title="Sparse Linear Algebra" href="domains/sparse_linear_algebra.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
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</li>
<li class="toctree-l1"><a class="reference internal" href="domains/sparse_linear_algebra.html">Sparse Linear Algebra</a></li>
<li class="toctree-l1 current active"><a class="current reference internal" href="#">Integrating a Third-Party Library to oneAPI Math Kernel Library (oneMKL) Interfaces</a></li>
</ul>

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<div class="prev-next-area">
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