fgb-opram 0.1.31

Fuzzy Granular-Ball and OPRAm-based spatial query answering framework

FGB-OPRAm (Fuzzy Granular-Ball and OPRAm Spatial Query Answering)

Package Name: fgb-opram
Version: 0.1.31
Author: Bongjae Kwon [e-mail]
GitHub: https://github.com/bongjaekwon/FGB-OPRAm-SQAUE

Overview

The fgb-opram package integrates the Fuzzy Granular-Ball model with OPRAm (Oriented Point Relation Algebra modulo m) directional calculus and fuzzy RCC-8 (Region Connection Calculus) topology. It enables robust spatial query answering under uncertainty.

Key Features

• GranularBall: A class representing a fuzzy spatial region using a Gaussian membership function.
• fuzzy_overlap and compute_fuzzy_rcc8: Functions to compute fuzzy intersection, union, and RCC-8 topological relations between two regions.
• opram_direction, opram_converse, opram_composition: OPRAm-based directional reasoning utilities.
• SpatialQueryEngine: Engine that produces pairwise spatial relations (direction + topology) among multiple fuzzy regions.
• visualize_fuzzy_balls: A Matplotlib-based function to visualize two fuzzy regions and their overlap.
• GUI Example: A Tkinter-based window that redirects stdout to a scrolling text widget, demonstrating the entire pipeline.

Installation

From PyPI

pip install fgb-opram

From Source (Development Mode)

git clone https://github.com/bongjaekwon/FGB-OPRAm-SQAUE.git
cd FGB-OPRAm-SQAUE
pip install .

Usage Example

from fgb_opram import GranularBall, opram_direction, compute_fuzzy_rcc8

# Create two fuzzy regions
ballA = GranularBall(center=(37.5651, 126.9895), radius=1, sigma=0.5)
ballB = GranularBall(center=(37.5670, 126.9800), radius=1, sigma=0.5)

# Compute membership of a point
muA = ballA.membership((37.5675, 126.9810))
muB = ballB.membership((37.5675, 126.9810))
print(f"Ball A Membership: {muA:.4f}, Ball B Membership: {muB:.4f}")

# Compute fuzzy RCC-8 topological relations
rcc8_relations = compute_fuzzy_rcc8(ballA, ballB)
print("Fuzzy RCC-8 memberships:", rcc8_relations)

# Compute OPRAm direction (m=2 → 8 directions)
direction_label = opram_direction(ballA.center, ballB.center, m=2)
print("OPRAm-2 direction from A to B:", direction_label)

GUI Example

After installation, run the following command in your terminal to launch the GUI example:

fgb_opram_gui

This will open a Tkinter window that prints spatial reasoning results (memberships, overlap, RCC-8, OPRAm, etc.) into a scrolling text widget and displays a Matplotlib plot of two fuzzy regions.

License

This project is licensed under the MIT License. See the LICENSE file for details.