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.. _onemkl_sparse_linear_algebra: | ||
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Sparse Linear Algebra | ||
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===================== | ||
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See the latest specification for the sparse domain here: https://oneapi-spec.uxlfoundation.org/specifications/oneapi/latest/elements/onemkl/source/domains/spblas/spblas | ||
See the latest specification for the sparse domain `here | ||
<https://oneapi-spec.uxlfoundation.org/specifications/oneapi/latest/elements/onemkl/source/domains/spblas/spblas>`_. | ||
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This page documents implementation specific or backend specific details. | ||
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OneMKL Intel CPU and GPU backends | ||
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
--------------------------------- | ||
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Known limitations as of Intel oneMKL product release 2024.1: | ||
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- All operations' algorithms except `no_optimize_alg` map to the default | ||
algorithm. | ||
- `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 `spmm` 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 `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. |
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