Usage Guide
This guide shows how to use GraphLab.jl for various tasks.
Running Examples
The package includes example scripts in the GraphLab/examples/ directory. These scripts demonstrate how to use the package to benchmark and compare different graph partitioning methods.
To run these examples you need to clone the repo using the command:
git clone https://github.com/lechekhabm/GraphLab.jlQuick Start Example
using GraphLab
A, coords = GraphLab.build_adjacency("network")
p = GraphLab.part_spectral(A)
GraphLab.draw_graph(A, coords, p, file_name="test.png")A simple example demonstrating the usage of GraphLab.jl is available in this Google Colab notebook: Open in Colab.
Example 1: Comparing Partitioning Methods
Script: GraphLab.jl/examples/ex1.jl
This example compares different graph partitioning methods, including:
- Coordinate Bisection
- Inertial Bisection
- Spectral Bisection
- Bisection using METIS
The script evaluates these methods on a series of different graphs, providing insights into their performance and effectiveness.
Coordinate Bisection |
Inertial Bisection |
Spectral Bisection |
METIS |
How to Run Example 1
Navigate to the
examplesdirectory:cd GraphLab.jl/examplesRun the example script in the Julia or directly from the terminal:
julia ex1.jl
Example 2: Recursive Bisection
Script: GraphLab.jl/examples/ex2.jl
This example demonstrates recursive bisection using different methods, including:
- Coordinate Bisection
- Inertial Bisection
- Spectral Bisection
- Recursive Bisection using METIS K-way
Recursive Coordinate Bisection |
Recursive Inertial Bisection |
Recursive Spectral Bisection |
Recursive METIS Bisection (K-way is also available) |
How to Run Example 2
Navigate to the
examplesdirectory:cd GraphLab.jl/examplesRun the example script in the Julia or directly from the terminal:
julia ex2.jl