Update documentation

_sources/domains/sparse_linear_algebra.rst

@@ -13,16 +13,17 @@ OneMKL Intel CPU and GPU backends
 
 Known limitations as of Intel oneMKL product release 2024.1:
 
-- All operations' algorithms except `no_optimize_alg` map to the default
+- 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.
+- ``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.

domains/sparse_linear_algebra.html

@@ -541,19 +541,20 @@ <h2> Contents </h2>
 <h2>OneMKL Intel CPU and GPU backends<a class="headerlink" href="#onemkl-intel-cpu-and-gpu-backends" title="Link to this heading">#</a></h2>
 <p>Known limitations as of Intel oneMKL product release 2024.1:</p>
 <ul class="simple">
-<li><p>All operations’ algorithms except <cite>no_optimize_alg</cite> map to the default
+<li><p>All operations’ algorithms except <code class="docutils literal notranslate"><span class="pre">no_optimize_alg</span></code> map to the default
 algorithm.</p></li>
-<li><p><cite>oneapi::mkl::sparse::set_csr_data</cite> and <cite>oneapi::mkl::sparse::set_coo_data</cite>
-functions cannot be used on a handle that has already been used for an operation
-or its optimize function. Doing so will throw an <cite>oneapi::mkl::unimplemented</cite>
-exception.</p></li>
-<li><p>Using <cite>spmm</cite> with a sparse matrix that is <cite>oneapi::mkl::transpose::conjtrans</cite>
-and has the <cite>oneapi::mkl::sparse::matrix_property::symmetric</cite> property will
-throw an <cite>oneapi::mkl::unimplemented</cite> exception.</p></li>
-<li><p>Using <cite>spsv</cite> with the <cite>oneapi::mkl::sparse::spsv_alg::no_optimize_alg</cite> and a
-sparse matrix that does not have the
-<cite>oneapi::mkl::sparse::matrix_property::sorted</cite> property will throw an
-<cite>oneapi::mkl::unimplemented</cite> exception.</p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">oneapi::mkl::sparse::set_csr_data</span></code> and
+<code class="docutils literal notranslate"><span class="pre">oneapi::mkl::sparse::set_coo_data</span></code> functions cannot be used on a handle
+that has already been used for an operation or its optimize function. Doing so
+will throw an <code class="docutils literal notranslate"><span class="pre">oneapi::mkl::unimplemented</span></code> exception.</p></li>
+<li><p>Using <code class="docutils literal notranslate"><span class="pre">spmm</span></code> with a sparse matrix that is
+<code class="docutils literal notranslate"><span class="pre">oneapi::mkl::transpose::conjtrans</span></code> and has the
+<code class="docutils literal notranslate"><span class="pre">oneapi::mkl::sparse::matrix_property::symmetric</span></code> property will throw an
+<code class="docutils literal notranslate"><span class="pre">oneapi::mkl::unimplemented</span></code> exception.</p></li>
+<li><p>Using <code class="docutils literal notranslate"><span class="pre">spsv</span></code> with the <code class="docutils literal notranslate"><span class="pre">oneapi::mkl::sparse::spsv_alg::no_optimize_alg</span></code> and
+a sparse matrix that does not have the
+<code class="docutils literal notranslate"><span class="pre">oneapi::mkl::sparse::matrix_property::sorted</span></code> property will throw an
+<code class="docutils literal notranslate"><span class="pre">oneapi::mkl::unimplemented</span></code> exception.</p></li>
 </ul>
 </section>
 </section>