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Issue #390 add ProcessBuilder and openeo.processes docs
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soxofaan committed Mar 15, 2023
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4 changes: 4 additions & 0 deletions docs/_static/custom.css
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font-size: 75%;
padding: 0 1ex;
}

nav.contents.local {
border: none;
}
87 changes: 87 additions & 0 deletions docs/api-processbuilder.rst
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.. FYI this file is intended to be inlined (with "include" RST directive)
in the ProcessBuilder class doc block,
which in turn is covered with autodoc/automodule from api-processes.rst.
The :py:class:`ProcessBuilder <openeo.processes.ProcessBuilder>` class
is a helper class that implements
(much like the :ref:`openEO process functions <openeo_processes_functions>`)
each openEO process as a method.
On top of that it also adds syntactic sugar to support Python operators as well
(e.g. ``+`` is translated to the ``add`` process).

.. attention::
As normal user, you should never create a
:py:class:`ProcessBuilder <openeo.processes.ProcessBuilder>` instance
directly.

You should only interact with this class inside a callback
function/lambda while building a child callback process graph
as discussed at :ref:`child_callback_callable`.


For example, let's start from this simple usage snippet
where we want to reduce the temporal dimension
by taking the temporal mean of each timeseries:

.. code-block:: python
def my_reducer(data):
return data.mean()
cube.reduce_dimension(reducer=my_reducer, dimension="t")
Note that this ``my_reducer`` function has a ``data`` argument,
which conceptually corresponds to an array of pixel values
(along the temporal dimension).
However, it's important to understand that the ``my_reducer`` function
is actually *not evaluated when you execute your process graph*
on an openEO back-end, e.g. as a batch jobs.
Instead, ``my_reducer`` is evaluated
*while building your process graph client-side*
(at the time you execute that ``cube.reduce_dimension()`` statement to be precise).
This means that that ``data`` argument is actually not a concrete array of EO data,
but some kind of *virtual placeholder*,
a :py:class:`ProcessBuilder <openeo.processes.ProcessBuilder>` instance,
that keeps track of the operations you intend to do on the EO data.

To make that more concrete, it helps to add type hints
which will make it easier to discover what you can do with the argument
(depending on which editor or IDE you are using):

.. code-block:: python
from openeo.processes import ProcessBuilder
def my_reducer(data: ProcessBuilder) -> ProcessBuilder:
return data.mean()
cube.reduce_dimension(reducer=my_reducer, dimension="t")
Because :py:class:`ProcessBuilder <openeo.processes.ProcessBuilder>` methods
return new :py:class:`ProcessBuilder <openeo.processes.ProcessBuilder>` instances,
and because it support syntactic sugar to use Python operators on it,
and because :ref:`openeo.process functions <openeo_processes_functions>`
also accept and return :py:class:`ProcessBuilder <openeo.processes.ProcessBuilder>` instances,
we can mix methods, functions and operators in the callback function like this:

.. code-block:: python
from openeo.processes import ProcessBuilder, cos
def my_reducer(data: ProcessBuilder) -> ProcessBuilder:
return cos(data.mean()) + 1.23
cube.reduce_dimension(reducer=my_reducer, dimension="t")
or compactly, using an anonymous lambda expression:

.. code-block:: python
from openeo.processes import cos
cube.reduce_dimension(
reducer=lambda data: cos(data.mean())) + 1.23,
dimension="t"
)
69 changes: 69 additions & 0 deletions docs/api-processes.rst
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=========================
API: ``openeo.processes``
=========================

The ``openeo.processes`` module contains building blocks and helpers
to construct so called "child callbacks" for openEO processes like
:py:meth:`openeo.rest.datacube.DataCube.apply` and
:py:meth:`openeo.rest.datacube.DataCube.reduce_dimension`,
as discussed at :ref:`child_callback_callable`.

.. note::
The contents of the ``openeo.processes`` module is automatically compiled
from the official openEO process specifications.
Developers that want to fix bugs in, or add implementations to this
module should not touch the file directly, but instead address it in the
upstream `openeo-processes <https://github.com/Open-EO/openeo-processes>`_ repository
or in the internal tooling to generate this file.


.. contents:: Sections:
:depth: 1
:local:
:backlinks: top


.. _openeo_processes_functions:

Functions in ``openeo.processes``
---------------------------------

The ``openeo.processes`` module implements (at top-level)
a regular Python function for each openEO process
(not only the official stable ones, but also experimental ones in "proposal" state).

These functions can be used directly as child callback,
for example as follows:

.. code-block:: python
from openeo.processes import absolute, max
cube.apply(absolute)
cube.reduce_dimension(max, dimension="t")
Note how the signatures of the parent :py:class:`DataCube <openeo.rest.datacube.DataCube>` methods
and the callback functions match up:

- :py:meth:`DataCube.apply() <openeo.rest.datacube.DataCube.apply>`
expects a callback that receives a single numerical value,
which corresponds to the parameter signature of :py:func:`openeo.processes.absolute`
- :py:meth:`DataCube.reduce_dimension() <openeo.rest.datacube.DataCube.reduce_dimension>`
expects a callback that receives an array of numerical values,
which corresponds to the parameter signature :py:func:`openeo.processes.max`


.. automodule:: openeo.processes
:members:
:exclude-members: ProcessBuilder, process, _process


``ProcessBuilder`` helper class
--------------------------------

.. FYI the ProcessBuilder docs are provided through its doc block
with an RST "include" of "api-processbuilder.rst"
.. automodule:: openeo.processes
:members: ProcessBuilder
6 changes: 3 additions & 3 deletions docs/api.rst
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===
API
===
=============
API (General)
=============

High level Interface
--------------------
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1 change: 1 addition & 0 deletions docs/index.rst
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Expand Up @@ -60,6 +60,7 @@ Table of contents
configuration
cookbook/index
api
api-processes
process_mapping
development
best_practices
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9 changes: 9 additions & 0 deletions docs/process_mapping.py
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import datetime
import sys
from textwrap import dedent
import importlib

from openeo.internal.documentation import _process_registry

Expand Down Expand Up @@ -38,6 +39,14 @@ def main():
* - openEO process
- openEO Python Client Method
"""))
# Import some submodules to make sure `_process_registry` is populated
for mod in [
"openeo.rest.datacube",
"openeo.rest.vectorcube",
"openeo.rest.mlmodel",
"openeo.processes",
]:
importlib.import_module(mod)

for process_id in sorted(_process_registry.keys()):
functions = [x[0] for x in _process_registry[process_id]]
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