Multiple argument dispatching.
Project description
Multimethod provides a decorator for adding multiple argument dispatching to functions. The decorator creates a multimethod object as needed, and registers the function with its annotations.
There are several multiple dispatch libraries on PyPI. This one aims for simplicity and speed. With caching of argument types, it should be the fastest pure Python implementation possible.
Usage
There are a couple options which trade-off dispatch speed for flexibility.
Decorator | Speed | Dispatch | Arguments |
---|---|---|---|
multimethod | faster | cached lookup | positional only |
multidispatch | slower | binds to first signature + cached lookup | positional + keywords |
Dispatching on simple types which use issubclass
is cached. Advanced types which use isinstance
require a linear scan.
multimethod
from multimethod import multimethod
@multimethod
def func(x: int, y: float):
...
func
is now a multimethod
which will delegate to the above function, when called with arguments of the specified types. Subsequent usage will register new types and functions to the existing multimethod of the same name.
@multimethod
def func(x: float, y: int):
...
Alternatively, functions can be explicitly registered in the same style as functools.singledispatch. This syntax is also compatible with mypy, which by default checks that each name is defined once.
@func.register
def _(x: bool, y: bool):
...
@func.register(object, bool)
@func.register(bool, object)
def _(x, y): # stackable without annotations
...
Multimethods are implemented as mappings from signatures to functions, and can be introspected as such.
method[type, ...] # get registered function
method[type, ...] = func # register function by explicit types
Multimethods support any types that satisfy the issubclass
relation, including abstract base classes in collections.abc
. Note typing
aliases do not support issubclass
consistently, and are no longer needed for subscripts. Using ABCs instead is recommended. Subscripted generics are supported:
Union[...]
or... | ...
Mapping[...]
- the first key-value pair is checkedtuple[...]
- all args are checkedIterable[...]
- the first arg is checkedType[...]
Literal[...]
Callable[[...], ...]
- parameter types are contravariant, return type is covariant
Naturally checking subscripts is slower, but the implementation is optimized, cached, and bypassed if no subscripts are in use in the parameter. Empty iterables match any subscript, but don't special-case how the types are normally resolved.
Dispatch resolution details:
- If an exact match isn't registered, the next closest method is called (and cached).
- If there are ambiguous methods - or none - a custom
TypeError
is raised. - Keyword-only parameters may be annotated, but won't affect dispatching.
- A skipped annotation is equivalent to
: object
. - If no types are specified, it will inherently match all arguments.
multidispatch
multidispatch
is a wrapper to provide compatibility with functools.singledispatch
. It requires a base implementation and use of the register
method instead of namespace lookup. It also supports dispatching on keyword arguments.
instance checks
subtype
provisionally provides isinstance
and issubclass
checks for generic types. When called on a non-generic, it will return the origin type.
from multimethod import subtype
cls = subtype(int | list[int])
for obj in (0, False, [0], [False], []):
assert isinstance(obj, cls)
for obj in (0.0, [0.0], (0,)):
assert not isinstance(obj, cls)
for subclass in (int, bool, list[int], list[bool]):
assert issubclass(subclass, cls)
for subclass in (float, list, list[float], tuple[int]):
assert not issubclass(subclass, cls)
If a type implements a custom __instancecheck__
, it can opt-in to dispatch (without caching) by registering its metaclass and bases with subtype.origins
. parametric
provides a convenient constructor, which will match the base class, predicate functions, and check attributes.
from multimethod import parametric
Coroutine = parametric(Callable, asyncio.iscoroutinefunction)
IntArray = parametric(array, typecode='i')
overload
used to dispatch on annotated predicate functions. It is deprecated because a custom instance check - including using parametric
- offers the same functionality. Any predicate function can be wrapped with the closest matching base class, including object
if necessary.
Cls = parametric(object, predicate)
Digits = parametric(str, str.isdigit)
assert isinstance('0', Digits)
assert not isinstance('a', Digits)
@meth.register
def _(arg: Digits): ...
classes
classmethod
and staticmethod
may be used with a multimethod, but must be applied last, i.e., wrapping the final multimethod definition after all functions are registered. For class and instance methods, cls
and self
participate in the dispatch as usual. They may be left blank when using annotations, otherwise use object
as a placeholder.
class Cls:
# @classmethod: only works here if there are no more functions
@multimethod
def meth(cls, arg: str): ...
# @classmethod: can not be used with `register` because `_` is not the multimethod
@meth.register
def _(cls, arg: int): ...
meth = classmethod(meth) # done with registering
If a method spans multiple classes, then the namespace lookup can not work. The register
method can be used instead.
class Base:
@multimethod
def meth(self, arg: str): ...
class Subclass(Base):
@Base.meth.register
def _(self, arg: int): ...
If the base class can not be modified, the decorator - like any - can be called explicitly.
class Subclass(Base):
meth = multimethod(Base.meth)
...
multimeta
creates a class with a special namespace which converts callables to multimethods, and registers duplicate callables with the original.
class Cls(metaclass=multimeta):
... # all methods are multimethods
Installation
% pip install multimethod
Tests
100% branch coverage.
% pytest [--cov]
Project details
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