igalshilman commented on a change in pull request #54: [FLINK-16515][docs] 
Refactor statefun documentation for multi-language SDKs
URL: https://github.com/apache/flink-statefun/pull/54#discussion_r390257618
 
 

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 File path: statefun-docs/docs/sdk/python.rst
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+.. Licensed to the Apache Software Foundation (ASF) under one
+   or more contributor license agreements.  See the NOTICE file
+   distributed with this work for additional information
+   regarding copyright ownership.  The ASF licenses this file
+   to you under the Apache License, Version 2.0 (the
+   "License"); you may not use this file except in compliance
+   with the License.  You may obtain a copy of the License at
+   http://www.apache.org/licenses/LICENSE-2.0
+   Unless required by applicable law or agreed to in writing,
+   software distributed under the License is distributed on an
+   "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+   KIND, either express or implied.  See the License for the
+   specific language governing permissions and limitations
+   under the License.
+
+.. _python:
+
+######
+Python
+######
+
+Stateful functions are the building blocks of applications; they are atomic 
units of isolation, distribution, and persistence.
+As objects, they encapsulate the state of a single entity (e.g., a specific 
user, device, or session) and encode its behavior.
+Stateful functions can interact with each other, and external systems, through 
message passing.
+The Python SDK is supported as a :ref:`remote_module`.
+
+To get started, add the Python SDK as a dependency to your application.
+
+.. code-block:: bash
+
+    apache-flink-statefun=={version}
+
+.. contents:: :local:
+
+Defining A Stateful Function
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+A stateful function is any function that that takes two parameters, a 
``context`` and ``message``.
+The function is bound to the runtime through the stateful functions decorator.
+The following is an example of a simple hello world function.
+
+.. literalinclude:: ../../src/main/python/HelloWorld.py
+    :language: python
+    :lines: 19-
+
+This code declares a function with in the namespace ``flink`` and of type 
``hello`` and binds it to the ``hello_function`` Python instance.
+
+Messages's are untyped and passed through the system as 
``google.protobuf.Any`` so one function can potentially process multiple types 
of messages.
+
+The ``context`` provides metadata about the current message and function, and 
is how you can call other functions or external systems.
+A full reference of all methods supported by the context object are listed at 
the :ref:`bottom of this page <context_reference>`.
+
+Type Hints
+==========
+
+If the function has a static set of known supported types, they may be 
specified as `type hints <https://docs.python.org/3/library/typing.html>`_.
+This includes `union types 
<https://docs.python.org/3/library/typing.html#typing.Union>`_ for functions 
that support multiple input message types.
+
+
+.. literalinclude:: ../../src/main/python/TypeHint.py
+    :language: python
+    :lines: 19-
+
+Function Types and Messaging
+^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+
+The decorator ``bind`` registers each function with the runtime under a 
function type.
 
 Review comment:
   perhaps we should also mention that it is also possible to call 
`functions.register(typename, fun)` is decorating is not possible.

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