How to resolve the algorithm Church numerals step by step in the Python programming language
Published on 12 May 2024 09:40 PM
How to resolve the algorithm Church numerals step by step in the Python programming language
Table of Contents
Problem Statement
In the Church encoding of natural numbers, the number N is encoded by a function that applies its first argument N times to its second argument.
Arithmetic operations on natural numbers can be similarly represented as functions on Church numerals. In your language define:
You should:
Let's start with the solution:
Step by Step solution about How to resolve the algorithm Church numerals step by step in the Python programming language
Church numerals are a way of representing natural numbers using lambda functions.
In this code, the following Church numerals are defined:
churchZero
: The identity function, which does not apply any function to its argument.churchSucc
: The successor of a given Church numeral, which applies the given function one additional time.churchAdd
: The arithmetic sum of two Church numerals.churchMult
: The arithmetic product of two Church numerals.churchExp
: Exponentiation of Church numerals.churchFromInt
: The Church numeral equivalent of a given integer.intFromChurch
: The integer equivalent of a given Church numeral.
The code also defines some generic functions, including:
compose
: A left-to-right composition of two functions.foldl
: Left-to-right reduction of a list, using the binary operator f, and starting with an initial value a.identity
: The identity function.replicate
: A list of length n in which every element has the value x.succ
: The successor of a value.
The main
function tests the Church numerals by creating Church numerals for the numbers 3 and 4, and then performing various operations on them.
Here is an example of how to use the Church numerals:
cThree = churchFromInt(3)
cFour = churchFromInt(4)
print(intFromChurch(churchAdd(cThree)(cFour))) # prints 7
Source code in the python programming language
'''Church numerals'''
from itertools import repeat
from functools import reduce
# ----- CHURCH ENCODINGS OF NUMERALS AND OPERATIONS ------
def churchZero():
'''The identity function.
No applications of any supplied f
to its argument.
'''
return lambda f: identity
def churchSucc(cn):
'''The successor of a given
Church numeral. One additional
application of f. Equivalent to
the arithmetic addition of one.
'''
return lambda f: compose(f)(cn(f))
def churchAdd(m):
'''The arithmetic sum of two Church numerals.'''
return lambda n: lambda f: compose(m(f))(n(f))
def churchMult(m):
'''The arithmetic product of two Church numerals.'''
return lambda n: compose(m)(n)
def churchExp(m):
'''Exponentiation of Church numerals. m^n'''
return lambda n: n(m)
def churchFromInt(n):
'''The Church numeral equivalent of
a given integer.
'''
return lambda f: (
foldl
(compose)
(identity)
(replicate(n)(f))
)
# OR, alternatively:
def churchFromInt_(n):
'''The Church numeral equivalent of a given
integer, by explicit recursion.
'''
if 0 == n:
return churchZero()
else:
return churchSucc(churchFromInt(n - 1))
def intFromChurch(cn):
'''The integer equivalent of a
given Church numeral.
'''
return cn(succ)(0)
# ------------------------- TEST -------------------------
# main :: IO ()
def main():
'Tests'
cThree = churchFromInt(3)
cFour = churchFromInt(4)
print(list(map(intFromChurch, [
churchAdd(cThree)(cFour),
churchMult(cThree)(cFour),
churchExp(cFour)(cThree),
churchExp(cThree)(cFour),
])))
# ------------------ GENERIC FUNCTIONS -------------------
# compose (flip (.)) :: (a -> b) -> (b -> c) -> a -> c
def compose(f):
'''A left to right composition of two
functions f and g'''
return lambda g: lambda x: g(f(x))
# foldl :: (a -> b -> a) -> a -> [b] -> a
def foldl(f):
'''Left to right reduction of a list,
using the binary operator f, and
starting with an initial value a.
'''
def go(acc, xs):
return reduce(lambda a, x: f(a)(x), xs, acc)
return lambda acc: lambda xs: go(acc, xs)
# identity :: a -> a
def identity(x):
'''The identity function.'''
return x
# replicate :: Int -> a -> [a]
def replicate(n):
'''A list of length n in which every
element has the value x.
'''
return lambda x: repeat(x, n)
# succ :: Enum a => a -> a
def succ(x):
'''The successor of a value.
For numeric types, (1 +).
'''
return 1 + x if isinstance(x, int) else (
chr(1 + ord(x))
)
if __name__ == '__main__':
main()
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