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Implementation of a tail-call optimizing function decorator and accompanying types in Python.
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from dataclasses import dataclass, field | |
from typing import Any, Callable, Dict, Generic, Optional, Tuple, TypeVar, Union | |
ReturnType = TypeVar("ReturnType") | |
@dataclass | |
class TailCall: | |
args: Tuple[Any, ...] = field(default_factory=tuple) | |
kwargs: Dict[str, Any] = field(default_factory=dict) | |
@dataclass | |
class Return(Generic[ReturnType]): | |
return_val: ReturnType | |
Thunk = Union[TailCall, Return[ReturnType]] | |
def tco(fn: Callable[..., Thunk]) -> Callable[..., ReturnType]: | |
"""Annotating a tail-recursive function `fn` with this decorator allows | |
tail-call optimization. When the function wants to make a recursive call, | |
it returns a Thunk with a tuple of positional arguments, a dictionary of | |
keyword arguments, and a None return_val. When the function does not want | |
to make a tail call but simply wants to return, it should return a Thunk | |
with a return_val of type ReturnType. | |
Parameters | |
---------- | |
fn tail-recursive function in need of optimization | |
Returns | |
------- | |
tail call optimized version of function `fn` | |
""" | |
def inner(*args, **kwargs) -> ReturnType: | |
result = fn(*args, **kwargs) | |
while isinstance(result, TailCall): | |
result = fn(*result.args, **result.kwargs) | |
else: | |
return result.return_val | |
return inner | |
if __name__ == "__main__": | |
# examples | |
@tco | |
def factorial(n: int, acc: int = 1) -> Thunk: | |
if n == 0: | |
return Return(acc) | |
else: | |
return TailCall((n - 1, n * acc)) | |
actual = list(map(factorial, range(10))) | |
expected = [1, 1, 2, 6, 24, 120, 720, 5040, 40320, 362880] | |
assert actual == expected | |
assert factorial(10000) is not None | |
@tco | |
def fibonacci(n: int, cur: int = 1, nxt: int = 1) -> Thunk: | |
if n == 0: | |
return Return(cur) | |
else: | |
return TailCall((n - 1, nxt, cur + nxt)) | |
actual = list(map(fibonacci, range(10))) | |
expected = [1, 1, 2, 3, 5, 8, 13, 21, 34, 55] | |
assert actual == expected | |
assert fibonacci(10000) is not None |
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