Put in a NOTE call out box and change to AMD ROCm.

Author: naromero77amd

advanced_source/cpp_extension.rst

@@ -7,6 +7,11 @@ Custom C++ and CUDA Extensions
     This tutorial is deprecated as of PyTorch 2.4. Please see :ref:`custom-ops-landing-page`
     for the newest up-to-date guides on extending PyTorch with Custom C++/CUDA Extensions.
 
+.. note::
+
+    A blog on writing extensions for AMD ROCm can be found `here
+    <https://rocm.blogs.amd.com/artificial-intelligence/cpp-extn/readme.html>`_.
+
 PyTorch provides a plethora of operations related to neural networks, arbitrary
 tensor algebra, data wrangling and other purposes. However, you may still find
 yourself in need of a more customized operation. For example, you might want to
@@ -1207,9 +1212,3 @@ examples displayed in this note `here
 <https://github.com/pytorch/extension-cpp>`_. If you have questions, please use
 `the forums <https://discuss.pytorch.org>`_. Also be sure to check our `FAQ
 <https://pytorch.org/cppdocs/notes/faq.html>`_ in case you run into any issues.
-
-PyTorch C++ Extension on AMD GPU
---------------------------------
-
-A blog on writing extensions for the AMD GPU can be found `here
-<https://rocm.blogs.amd.com/artificial-intelligence/cpp-extn/readme.html>`_.