Gray codes are often used in positioning systems, see the wiki article for more details. I want to generate gray codes with python, and I'd like to generate all possible gray codes for a specific number of positions and number of bits. The maximum number of positions for a gray code is 2^numbits i.e. a 4 bit gray code can have at most 16 positions. It can also have fewer. If you want the gray code to be circular i.e. the first and last code have hamming distance 1, then there needs to be an even number of positions. Odd is fine if you don't care if it is circular.

There are of course algorithms for generating gray codes, but a constraint solver works really well, and also allows you to generate all possible gray codes for a specific number of positions. The python code below is for generating gray codes using python-constraint:

from constraint import *

from itertools import product

numbits = 4

numpos = 16

# this generates a list of all binary vectors of numbits bits

vecs = list(product(*(((1,0),)*numbits)))

problem = Problem()

# we will have numpos variables, i.e. one var for each code,

# each var is an index into vecs, has 2^numbits possible vals

problem.addVariables(list(range(numpos)), list(range(len(vecs))))

# vecs holds our binary vectors.

# we want True if hamming distance between vecs[a] and vecs[b] is 1

# False otherwise. This will be our constraint.

def hammingDist1(a,b):

hamming = sum([vecs[a][i]^vecs[b][i] for i in range(numbits)])

if hamming == 1: return True

return False

# add the important constraints

for i in range(numpos):

j = (i+1)%numpos

problem.addConstraint(hammingDist1,[i,j])

# make sure all the vectors are different

problem.addConstraint(AllDifferentConstraint())

# print out the first solution we come across

sol = problem.getSolution()

for i,j in enumerate(sol):

print(vecs[sol[i]])

The main thing to note is that we add constraints so that each code has a hamming distance of 1 with its neighbour, and also that all the codes are diferent.

An example run looks like this (for a 4-bit, 16 position code):

C:\Users\james\Desktop>python gray.py

(0, 0, 0, 0)

(0, 0, 0, 1)

(0, 0, 1, 1)

(0, 0, 1, 0)

(0, 1, 1, 0)

(0, 1, 1, 1)

(0, 1, 0, 1)

(1, 1, 0, 1)

(1, 0, 0, 1)

(1, 0, 0, 0)

(1, 0, 1, 0)

(1, 0, 1, 1)

(1, 1, 1, 1)

(1, 1, 1, 0)

(1, 1, 0, 0)

(0, 1, 0, 0)

This comment has been removed by a blog administrator.

ReplyDeleteThis comment has been removed by a blog administrator.

ReplyDeleteImmediately the following superb web-site will obviously unquestionably remain celebrated between a lot of crafting your site both males and females, for any meticulous subject material and customer feedback. free psn codes

ReplyDeleteI admire this article for the well-researched content and excellent wording. I got so involved in this material that I couldn’t stop reading. I am impressed with your work and skill. Thank you so much. free psn codes

ReplyDeleteGreat Article

ReplyDeleteFinal Year Projects for CSE in Python

Python Training in Chennai

FInal Year Project Centers in Chennai

Python Training in Chennai

شركة تسليك مجاري

ReplyDelete