Code Monkey home page Code Monkey logo

hungarian_assignment's Introduction

A simple and fast C++ implementation of maximum cost matching

(also known as Hungarian algorithm or Kuhn algorithm)

It is designed to be used first from other lanuguages, particularly ones where the implementation of this approach is much slower, notably, from python.

Using from python

import numpy as np
import system

cost_matrix = np.random.rand(100, 100)
np.savetxt(open('input.txt', 'w'), cost_matrix)
os.system('bin/hungarian_solver %d %d < input.txt > output.txt' % cost_matrix.shape)
assignment = np.int32(np.loadtxt(open('output.txt', 'r')))
solution_cost = np.sum(cost_matrix[assignment[:, 0], assignment[:, 1]])

Using from the command line

bin/hungarian_solver matrix_row_num matrix_col_num [< input_file [> output_file]]

Compiling

make

Speed

You can also call 'bin/test' to see the speed of the approach. For example, for 300x300 matrices, it computes the result in ~1s., while the python 'munkres' requires 176s.

Configuration

If you need matrices bigger than 6kx6k, or values bigger than 1e6 in magnitude, modify the appropriate constants in src/hungarian_assignment.h.

####NOTE Traditionally, minimum cost matching is performed. This approach computes maximum cost mapping. Multiply your matrix by -1 if you need the former.

hungarian_assignment's People

Contributors

maksay avatar

Watchers

James Cloos 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.