Giter VIP home page Giter VIP logo

py-tarjan's Introduction

Python implementation of Tarjan's algorithm

Tarjan's algorithm takes as input a directed (possibly cyclic!) graph and returns as output its strongly connected components in a topological order.

Example

>>> tarjan({1:[2],2:[1,5],3:[4],4:[3,5],5:[6],6:[7],7:[8],8:[6,9],9:[]})
[[9], [8, 7, 6], [5], [2, 1], [4, 3]]

Uses

Cyclic dependencies

In various cases, dependencies might be cyclic and a group of interdependant actions must be executed simultaneously. It is not uncommon that the simulataneous execution is costly. With Tarjan's algorithm, one can determine an efficient order in which to execute the groups of interdependant actions.

Transitive closure

Using Tarjan's algorithm, one can efficiently compute the transitive closure of a graph. (Given a graph G, the transitive closure of G is a graph that contains the same vertices and contains an edge from v to w if and only if there is a path from v to w in G.)

The transitive closure is implemented in tarjan.tc:

>>> tc({1:[2],2:[1,5],3:[4],4:[3,5],5:[6],6:[7],7:[8],8:[6,9],9:[]})
{1: (1, 2, 5, 6, 7, 8, 9),
 2: (1, 2, 5, 6, 7, 8, 9),
 3: (3, 4, 5, 6, 7, 8, 9),
 4: (3, 4, 5, 6, 7, 8, 9),
 5: (8, 9, 6, 7),
 6: (8, 9, 6, 7),
 7: (8, 9, 6, 7),
 8: (8, 9, 6, 7),
 9: ()}

Expand group hierarchies

Given a graph of groups, one can use the transitive closure to determine all indirect members of a group. (Someone is an indirect member of a group, if it is a member of a group that is a member of a group that ... is a member of the group.)

Installation

Simply execute

easy_install tarjan

or from this source distribution, run

python setup.py install

py-tarjan's People

Contributors

bwesterb avatar

Watchers

rekarthik avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.