How to resolve the algorithm Boustrophedon transform step by step in the Python programming language
How to resolve the algorithm Boustrophedon transform step by step in the Python programming language
Table of Contents
Problem Statement
A boustrophedon transform is a procedure which maps one sequence to another using a series of integer additions. Generally speaking, given a sequence:
(
a
0
,
a
1
,
a
2
, … )
{\displaystyle (a_{0},a_{1},a_{2},\ldots )}
, the boustrophedon transform yields another sequence:
(
b
0
,
b
1
,
b
2
, … )
{\displaystyle (b_{0},b_{1},b_{2},\ldots )}
, where
b
0
{\displaystyle b_{0}}
is likely defined equivalent to
a
0
{\displaystyle a_{0}}
. There are a few different ways to effect the transform. You may construct a boustrophedon triangle and read off the edge values, or, may use the recurrence relationship: The transformed sequence is defined by
b
n
=
T
n , n
{\displaystyle b_{n}=T_{n,n}}
(for
T
2 , 2
{\displaystyle T_{2,2}}
and greater indices). You are free to use a method most convenient for your language. If the boustrophedon transform is provided by a built-in, or easily and freely available library, it is acceptable to use that (with a pointer to where it may be obtained).
If your language supports big integers, show the first and last 20 digits, and the digit count of the 1000th element of each sequence.
Let's start with the solution:
Step by Step solution about How to resolve the algorithm Boustrophedon transform step by step in the Python programming language
This Python code explores different number sequences and applies a mathematical operation called the Boustrophedon transform to them. Let's break down the code step by step:
-
Importing Libraries:
from math import factorial
: Imports thefactorial
function from themath
module.from itertools import islice
: Imports theislice
function from theitertools
module.from sys import setrecursionlimit
: Imports thesetrecursionlimit
function from thesys
module.
-
Recursion Limit:
setrecursionlimit(1000000)
: Sets the maximum recursion depth to 1 million to handle deeper recursive calls in subsequent code.
-
Generator Functions:
gen_one_followed_by_zeros()
: A generator function that yields 1 followed by an infinite sequence of 0s.gen_ones()
: A generator function that yields an infinite sequence of 1s.gen_alternating_signs()
: A generator function that yields alternating 1s and -1s.gen_primes()
: A generator function that yields an infinite sequence of prime numbers.gen_fibonacci()
: A generator function that yields an infinite sequence of Fibonacci numbers.gen_factorials()
: A generator function that yields an infinite sequence of factorial numbers.
-
compressed
Function:compressed(n)
: Takes an integern
and returns a compressed representation of it as a string, showing the first 20 digits, the last 20 digits, and the total number of digits.
-
boustrophedon
Function:boustrophedon(a)
: This function takes a lista
and applies the Boustrophedon transform to it. The Boustrophedon transform involves building a 2D array (or matrix) representing the sequencea
and then summing elements along diagonals. The function returns a list containing the sums of these diagonals.- The function initializes a cache
cache
to memoize the results and an output listb
to store the transformed sequence. It then iterates over the elements ofa
and calculates the Boustrophedon transform using a recursive functionT
.
-
Main Loop:
- The main loop iterates over a dictionary
funcs
containing different title-function pairs:- Each title corresponds to a specific sequence generated by the corresponding function.
- The loop generates 1000 elements from each sequence using
islice
. - It then applies the Boustrophedon transform to each sequence and prints the first 15 transformed elements along with the 1000th element in a compressed format.
- The main loop iterates over a dictionary
In summary, this code explores several different number sequences, applies the Boustrophedon transform to them, and prints the results. The Boustrophedon transform creates a 2D representation of a sequence and calculates the sums along diagonals, yielding a new sequence. The code demonstrates the behavior of this transform on various types of number sequences.
Source code in the python programming language
# bt_transform.py by Xing216
from math import factorial
from itertools import islice
from sys import setrecursionlimit
setrecursionlimit(1000000)
def gen_one_followed_by_zeros():
yield 1
while True:
yield 0
def gen_ones():
while True:
yield 1
def gen_alternating_signs():
s = 1
while True:
yield s
s *= -1
def gen_primes():
"""Code by David Eppstein, UC Irvine, 28 Feb 2002 http://code.activestate.com/recipes/117119/"""
D = {}
q = 2
while True:
if q not in D:
yield q
D[q * q] = [q]
else:
for p in D[q]:
D.setdefault(p + q, []).append(p)
del D[q]
q += 1
def gen_fibonacci():
a=0
b=1
while True:
yield b
a,b= b,a+b
def gen_factorials():
f = 0
while True:
yield factorial(f)
f += 1
def compressed(n):
strn = str(n)
return f"{strn[:20]}...{strn[-20:]} ({len(strn)} digits)"
def boustrophedon(a):
# Copied from the Wren Solution
k = len(a)
cache = [None] * k
for i in range(k): cache[i] = [0] * k
b = [0] * k
b[0] = a[0]
def T(k,n):
if n == 0: return a[k]
if cache[k][n] > 0: return cache[k][n]
cache[k][n] = T(k,n-1) + T(k-1,k-n)
return cache[k][n]
for n in range(1,k):
b[n] = T(n,n)
return b
funcs = {"One followed by an infinite series of zeros:":gen_one_followed_by_zeros,
"Infinite sequence of ones:": gen_ones,
"Alternating 1, -1, 1, -1:": gen_alternating_signs,
"Sequence of prime numbers:": gen_primes,
"Sequence of Fibonacci numbers:": gen_fibonacci,
"Sequence of factorial numbers:": gen_factorials}
for title, func in funcs.items():
x = list(islice(func(), 1000))
y = boustrophedon(x)
print(title)
print(y[:15])
print(f"1000th element: {compressed(y[-1])}\n")
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