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diff --git a/doc/tutorial/describing-code.rst b/doc/tutorial/describing-code.rst
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+Describing code in Sphinx
+=========================
+
+In the previous sections of the tutorial you can read how to write narrative
+or prose documentation in Sphinx. In this section you will describe code
+objects instead.
+
+Documenting Python objects
+--------------------------
+
+Sphinx offers several roles and directives to document Python objects,
+all grouped together in the Python
+:doc:`domain </usage/restructuredtext/domains>`. For example, you can
+use the :rst:dir:`py:function` directive to document a Python function,
+as follows:
+
+.. code-block:: rst
+   :caption: docs/source/usage.rst
+
+   Creating recipes
+   ----------------
+
+   To retrieve a list of random ingredients,
+   you can use the ``lumache.get_random_ingredients()`` function:
+
+   .. py:function:: lumache.get_random_ingredients([kind=None])
+
+      Return a list of random ingredients as strings.
+
+      :param kind: Optional "kind" of ingredients.
+      :type kind: list[str] or None
+      :return: The ingredients list.
+      :rtype: list[str]
+
+Which will render like this:
+
+.. figure:: /_static/tutorial/lumache-py-function.png
+   :width: 80%
+   :align: center
+   :alt: HTML result of documenting a Python function in Sphinx
+
+   HTML result of documenting a Python function in Sphinx
+
+Notice several things:
+
+- Sphinx parsed the argument of the ``.. py:function`` directive and
+  highlighted the module, the function name, and the parameters appropriately.
+- Putting a parameter inside square brackets usually conveys that it is
+  optional (although it is not mandatory to use this syntax).
+- The directive content includes a one-line description of the function,
+  as well as a :ref:`field list <rst-field-lists>` containing the function
+  parameter, its expected type, the return value, and the return type.
+
+.. note::
+
+   Since Python is the default :term:`domain`, you can write
+   ``.. function::`` directly without having to prefix the directive with
+   ``py:``.
+
+Cross-referencing Python objects
+--------------------------------
+
+By default, most of these directives generate entities that can be
+cross-referenced from any part of the documentation by using
+:ref:`a corresponding role <python-roles>`. For the case of functions,
+you can use :rst:role:`py:func` for that, as follows:
+
+.. code-block:: rst
+   :caption: docs/source/usage.rst
+
+   The ``kind`` parameter should be either ``"meat"``, ``"fish"``,
+   or ``"veggies"``. Otherwise, :py:func:`lumache.get_random_ingredients`
+   will raise an exception.
+
+In some contexts, Sphinx will generate a cross-reference automatically just
+by using the name of the object, without you having to explicitly use a role
+for that. For example, you can describe the custom exception raised by the
+function using the :rst:dir:`py:exception` directive:
+
+.. code-block:: rst
+   :caption: docs/source/usage.rst
+
+   .. py:exception:: lumache.InvalidKindError
+
+      Raised if the kind is invalid.
+
+Then, add this exception to the original description of the function:
+
+.. code-block:: rst
+   :caption: docs/source/usage.rst
+   :emphasize-lines: 7
+
+   .. py:function:: lumache.get_random_ingredients([kind=None])
+
+      Return a list of random ingredients as strings.
+
+      :param kind: Optional "kind" of ingredients.
+      :type kind: list[str] or None
+      :raise lumache.InvalidKindError: If the kind is invalid.
+      :return: The ingredients list.
+      :rtype: list[str]
+
+And finally, this is how the result would look like:
+
+.. figure:: /_static/tutorial/lumache-py-function-full.png
+   :width: 80%
+   :align: center
+   :alt: HTML result of documenting a Python function in Sphinx
+         with cross-references
+
+   HTML result of documenting a Python function in Sphinx with cross-references
+
+Beautiful, isn't it?
diff --git a/doc/tutorial/index.rst b/doc/tutorial/index.rst
index 06179f9d0..370afe716 100644
--- a/doc/tutorial/index.rst
+++ b/doc/tutorial/index.rst
@@ -33,4 +33,5 @@ project.
    first-steps
    more-sphinx-customization
    narrative-documentation
+   describing-code
    end