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.
There are a few options which trade-off dispatch speed for flexibility.
Decorator | Speed | Dispatch | Arguments |
---|---|---|---|
multimethod | fastest | cached lookup | positional only |
multidispatch | - | binds to first signature + cached lookup | + keywords |
overload | slowest | checks all signatures serially | + keywords & predicates |
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
and typing
. 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 the
issubclass
relation is ambiguous, mro position is used as a tie-breaker. - If there are still ambiguous methods - or none - a custom
TypeError
is raised. - Default and 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.
classmethod
and staticmethod
may be used with a multimethod, but must be applied last, i.e., wrapping the final multimethod definition. 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 Foo:
@multimethod
def bar(cls, x: str):
...
@classmethod # <- only put this @classmethod here on the final definition
@bar.register
def _(cls, x: int):
...
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.
Overloads dispatch on annotated predicates. Each predicate is checked in the reverse order of registration.
The implementation is separate from multimethod
due to the different performance characteristics. If an annotation is a type instead of a predicate, it will be converted into an isinstance
check. Provisionally supports generics as well.
from multimethod import overload
@overload
def func(obj: str):
...
@overload
def func(obj: str.isalnum):
...
@overload
def func(obj: str.isdigit):
...
Use metaclass=multimeta
to create a class with a special namespace which converts callables to multimethods, and registers duplicate callables with the original.
from multimethod import multimeta
class Foo(metaclass=multimeta):
def bar(self, x: str):
...
def bar(self, x: int):
...
Equivalent to:
from multimethod import multimethod
class Foo:
@multimethod
def bar(self, x: str):
...
@bar.register
def bar(self, x: int):
...
% pip install multimethod
100% branch coverage.
% pytest [--cov]
dev
- Python >=3.8 required
Type[...]
dispatches on class arguments|
syntax for union types
1.9.1
- Dispatch is thread-safe
1.9
- Python 3.11 supported
- Fixes for
Callable
andobject
annotations
1.8
Callable
checks parameters and return type- Support for
NewType
1.7
overload
allows types and converts them to anisa
check- Only functions with docstrings combine signatures
- Fixes for subscripted union and literal checks
1.6
- Python >=3.7 required
- Improved checking for TypeErrors
multidispatch
has provisional support for dispatching on keyword argumentsmultidispatch
supports static analysis of return type- Fix for forward references and subscripts
- Checking type subscripts is done minimally based on each parameter
- Provisionally dispatch on
Literal
type - Provisionally empty iterables match subscript
1.5
- Postponed evaluation of nested annotations
- Variable-length tuples of homogeneous type
- Ignore default and keyword-only parameters
- Resolved ambiguous
Union
types - Fixed an issue with name collision when defining a multimethod
- Resolved dispatch errors when annotating parameters with meta-types such as
type
1.4
- Python >=3.6 required
- Expanded support for subscripted type hints
1.3
- Python 3 required
- Support for subscripted ABCs
1.2
- Support for typing generics
- Stricter dispatching consistent with singledispatch
1.1
- Fix for Python 2 typing backport
- Metaclass for automatic multimethods
1.0
- Missing annotations default to object
- Removed deprecated dispatch stacking
0.7
- Forward references allowed in type hints
- Register method
- Overloads with predicate dispatch
0.6
- Multimethods can be defined inside a class
0.5
- Optimized dispatching
- Support for
functools.singledispatch
syntax
0.4
- Dispatch on Python 3 annotations