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Turning integers into booleans for rapid comparison of subsets

asked 2021-06-29 17:48:36 +0100

I am writing a program which, among many tasks, needs to compare subsets of a given finite set $S$ to each other a lot of times, and decide if a given subset is contained in another one.

The moment $|S|$ grows, the individual comparison becomes costly. Together with the fact that I need to compare hundreds of subsets to each other, it becomes undoable. It also takes a lot of memory. However, it has been pointed out to me that since $S$ doesn't change, I can represent each subset as an array of booleans. Then two arrays of booleans can be compared, e.g. if $a\&b=a$ (where & is 'and'), then $S_a\subseteq S_b$. Since one would expect comparison of booleans arrays to be fast (at least in C and/or assembler, it is really fast for the types int/longint), this should be much faster than what I do currently (which is using the 'set' class).

Now, how to implement this? I need a choice of boolean tuple class that can be 'efficient' and can manage an arbitrarily long tuple (in one application $|S|=84$ but if this becomes as efficient as I hope for, I am likely to think of applications where this number is larger). Of course I could just make it A colleague who doesn't use sage has suggested https://pypi.org/project/bitarray/ Is this a reasonable choice? Can I use bitarray in Sage without installing anything? If not, does Sage have a similar thing or one that comes by default? Or is there a way to tell Sage to install bitsize when the program is execute? I intend to turn my programme into a package. If I need to include bitsize in it, is there a 'canonical' way of doing this?

The second thing I need is to have a good way of matching the arrays of booleans to the specific subsets they represent. Since for the comparison I don't need to know what each boolean represents, it is something I can do it when I create the boolean/subset and after I carry out all the comparisons necessary to translate it back into the represented objects. I guess the way to go is to choose an arbitrary ordering of $S$ and then have a function that given $s\in S$ it gives an array of booleans and given an array of booleans gives back an $s\in S$. I may implement this with a dictionary. Does this sound too cumbersome?

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answered 2021-06-29 18:24:40 +0100

There are "bitsets" in Sage: https://doc.sagemath.org/html/en/refe.... But read the warning at the top of that page. It should also be possible to install bitarray in Sage, depending on what your Sage installation is like. Is it your own personal copy, or installed by a system administrator, or what? What OS?

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Asked: 2021-06-29 17:48:36 +0100

Seen: 181 times

Last updated: Jun 29 '21