matplotlab 0.1.18

Laboratory Intelligence Toolkit - Swarm Intelligence Module

matplotlab - Laboratory Intelligence Toolkit

A lightweight Python library implementing Swarm Intelligence algorithms from lab coursework.

Features

Swarm Intelligence (SI)

• Particle Swarm Optimization (PSO) - 3 implementations (basic, adaptive, modular)
• Ant Colony Optimization (ACO) for Traveling Salesman Problem
• 6 benchmark fitness functions (sphere, rastrigin, quadratic, oscillating, multi_modal, lab6_custom)
• 5 boundary handling strategies (clamping, reflecting, wraparound, random reset, velocity damping)
• 2 search methods (random search, brute force)
• 7 lab implementation codes

Installation

Local Installation (Development)

pip install -e .

From PyPI (After Publishing)

pip install matplotlab

Quick Start

SI Module

from matplotlab.si import pso_adaptive, rastrigin
import numpy as np

best_x, best_val, history = pso_adaptive(
    rastrigin,
    dim=10,
    bounds=(-5.12, 5.12),
    num_particles=30,
    iterations=100
)
print(f"Best solution: {best_x}, Value: {best_val}")

Available Functions

from matplotlab.si import show_all_params

# View all 25 available functions and their parameters
show_all_params()

Get Help on Any Function

from matplotlab.si import pso_basic

# View function documentation and parameters
pso_basic.help()

# View quick parameter reference
pso_basic.params()

# View source code
pso_basic.show()

from matplotlab.si import run_aco

best_path, best_distance = run_aco(
    distances=distance_matrix,
    n_ants=20,
    n_iterations=50,
    alpha=1,
    beta=2,
    evaporation=0.5
)
print(f"Best tour: {best_path}, Distance: {best_distance}")

Requirements

• Python 3.8+
• numpy >= 1.19.0
• matplotlib >= 3.3.0

Modules

SI (Swarm Intelligence)

• algorithms.pso - PSO implementations
• algorithms.aco - Ant Colony Optimization
• algorithms.search - Random and Brute Force Search
• optimization.fitness - Fitness functions
• optimization.boundaries - Boundary handling strategies

CV (Computer Vision)

• To be implemented

HCI (Human-Computer Interaction)

• To be implemented

License

MIT License