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A class for managing on-disk hash trees.

Project description

Disk Hash Tree Python Package

An implementation for storing and searching through a large set of hashes.

What's this for?

This project was originally being developed for MLC@home as a solution to storing and testing membership for a large amounts of hashes in a memory-cheap, fast and persistent data structure. It uses the optimisations of the filesystem to do all the hard work of storing and checking membership of a hash in a set.

Why make this?

Other than pickling and managing a set() object on-disk with a custom script, I couldn't find any other Python solution to implement a quick, persistent set()-like object that could support big data.

At the time of making this, I am studying Advanced Computer Science at Western Sydney Univeristy and was tasked with this as an extra-cirricula activity, so why not turn this into something a little bit bigger?

Getting started

This package can be run standalone or imported into any Python script.

Installing

pip install diskhashtree

Importing and quickstart

from diskhashtree import DiskHashTree

dht = DiskHashTree('./mydht/')

dht.add('aaaaaa')
dht.add('zzzzzz')

print(dht.contains('aaaaaa'))

print(dht.pop())

dht.discard('aaaaaa')
dht.discard('zzzzzz')

print(dht.is_empty())

Running standalone

DiskHashTree can be run straight from the commandline with no additional overhead compared to running it natively in Python. All the information is in the help function:

diskhashtree -h

The maths

I had no idea until I finished this project and started showing it off that I realised this package is in fact an implementation of a radix tree on a file system and had no idea radix trees existed until this point. You can check out the operations and complexity on Wikipedia.

What I am saying is that this structure is not exactly a radix tree but it is almost exactly the same.

Project details


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