compose
The classic compose
, with all the Pythonic features.
This compose
follows the lead of functools.partial
and returns callable compose
objects which:
- have a regular and unambiguous
repr
, - retain correct signature introspection,
- allow introspection of the composed callables,
- can be type-checked,
- can be weakly referenced,
- can have attributes,
- will merge when nested, and
- can be pickled (if all composed callables can be pickled).
For async
/await
support, different variants of
compose
are included.
Versioning
This library's version numbers follow the SemVer 2.0.0 specification <https://semver.org/spec/v2.0.0.html>
_.
Installation
::
pip install compose
For static type checking, also install the type hint stubs <https://pypi.org/project/compose-stubs>
_:
::
pip install compose-stubs
Usage
Basics
Import ``compose``:
.. code:: python
>>> from compose import compose
All the usual function composition you know and love:
.. code:: python
>>> def double(x):
... return x * 2
...
>>> def increment(x):
... return x + 1
...
>>> double_then_increment = compose(increment, double)
>>> double_then_increment(1)
3
Of course any number of functions can be composed:
.. code:: python
>>> def double(x):
... return x * 2
...
>>> times_eight = compose(double, double, double)
>>> times_16 = compose(double, double, double, double)
We still get the correct signature introspection:
.. code:: python
>>> def f(a, b, c=0, **kwargs):
... pass
...
>>> def g(x):
... pass
...
>>> g_of_f = compose(g, f)
>>> import inspect
>>> inspect.signature(g_of_f)
<Signature (a, b, c=0, **kwargs)>
And we can inspect all the composed callables:
.. code:: python
>>> g_of_f.functions # in order of execution:
(<function f at 0x...>, <function g at 0x...>)
``compose`` instances flatten when nested:
.. code:: python
>>> times_eight_times_two = compose(double, times_eight)
>>> times_eight_times_two.functions == times_16.functions
True
When programmatically inspecting arbitrary callables, we
can check if we are looking at a ``compose`` instance:
.. code:: python
>>> isinstance(g_of_f, compose)
True
``compose`` raises a ``TypeError`` when called with
no arguments or with any non-callable arguments:
.. code:: python
>>> compose()
Traceback (most recent call last):
...
TypeError: compose() needs at least one argument
.. code:: python
>>> compose(increment, 'oops', increment)
Traceback (most recent call last):
...
TypeError: compose() arguments must be callable
``async``/``await``
We can compose async
code by using acompose
:
.. code:: python
>>> import asyncio
>>> from compose import acompose
>>>
>>> async def get_data():
... # pretend this data is fetched from some async API
... await asyncio.sleep(0)
... return 42
...
>>> get_and_double_data = acompose(double, get_data)
>>> asyncio.run(get_and_double_data())
84
acompose
can compose any number of async
and regular functions, in any order:
.. code:: python
>>> async def async_double(x):
... await asyncio.sleep(0)
... return x * 2
...
>>> async_times_16 = acompose(async_double, double, async_double, double)
>>> asyncio.run(async_times_16(1))
16
acompose
instances always return awaitable values,
even if none of the composed functions are async
:
.. code:: python
>>> awaitable_times_16 = acompose(double, double, double, double)
>>> asyncio.run(awaitable_times_16(1))
16
sacompose
is like acompose
, but sacompose
instances return an awaitable value only if any of
the composed functions return an awaitable value:
.. code:: python
>>> from compose import sacompose
>>>
>>> regular_times_4 = sacompose(double, double)
>>> async_times_4 = sacompose(double, async_double)
>>>
>>> regular_times_4(1)
4
>>> asyncio.run(async_times_4(1))
4
If |markcoroutinefunction|_ is available,
acompose
and sacompose
instances
will be correctly detected as coroutine functions:
.. |markcoroutinefunction| replace:: inspect.markcoroutinefunction
.. _markcoroutinefunction: https://docs.python.org/3/library/inspect.html#inspect.markcoroutinefunction
.. code:: python
>>> inspect.iscoroutinefunction(async_times_16)
True
>>> inspect.iscoroutinefunction(awaitable_times_16)
True
>>> inspect.iscoroutinefunction(regular_times_4)
False
>>> inspect.iscoroutinefunction(async_times_4)
True
acompose
and sacompose
instances flatten when nested:
.. code:: python
>>> acompose(f, acompose(f, f)).functions == (f, f, f)
True
>>> acompose(sacompose(f, f), f).functions == (f, f, f)
True
>>> sacompose(acompose(f, f), f).functions == (f, f, f)
True
>>> sacompose(f, sacompose(f, f)).functions == (f, f, f)
True
But compose
instances don't flatten when nested
into acompose
and sacompose
, and vice versa:
.. code:: python
>>> acompose(g_of_f).functions
(compose(<function g at 0x...>, <function f at 0x...>),)
>>> sacompose(g_of_f).functions
(compose(<function g at 0x...>, <function f at 0x...>),)
>>> compose(acompose(g, f)).functions
(acompose(<function g at 0x...>, <function f at 0x...>),)
>>> compose(sacompose(g, f)).functions
(sacompose(<function g at 0x...>, <function f at 0x...>),)
compose
, acompose
, and sacompose
instances are all distinct types:
.. code:: python
>>> isinstance(g_of_f, compose)
True
>>> isinstance(g_of_f, (acompose, sacompose))
False
>>> isinstance(async_times_16, acompose)
True
>>> isinstance(async_times_16, (compose, sacompose))
False
>>> isinstance(async_times_4, sacompose)
True
>>> isinstance(async_times_4, (compose, acompose))
False