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A package for solving various optimization problems. Developed by Ramanujan Computing Centre, Anna University.

Project description

VROR

VROR is a Python package designed to solve various optimization problems. It includes implementations for Critical Path Method (CPM), graphical methods for linear programming, simplex method, transportation problems, and assignment problems. Installation

You can install VROR from PyPI using pip:

pip install vror

Usage

Graphical Method

Solve linear programming problems using graphical methods.

from vrorRCC.graphical_method import *

constraints_min = np.array([[2, 1, 10], [1, 3, 18], [3, 1, 15]])
objective_function_min = [5, 4, 0] 
graphical_method(constraints_min, objective_function_min, 'min')

Simplex Method

Solve linear programming problems using the simplex algorithm.

from vrorRCC.simplex_method import *

Objective_Function = np.array([-3, -2, 0])  
constraints = np.array([[2, 1, 0], [-4, 5, 0], [-1, -2, 0]]) 
RHS = np.array([20, -10, 5])  
simplex(Objective_Function, constraints, RHS, maximize=True, plot_3d = False)

Transportation Problems

Solve transportation problems using optimization techniques.

from vrorRCC.transportation_problem import *

cost_matrix = [
    [2, 2, 2, 1, 4],
    [10, 8, 5, 4, 6],
    [7, 6, 6, 8, 6]
]
supply = [30, 70, 50]
demand = [40, 30, 40, 20, 20]
transportation(supply, demand, cost_matrix)

Assignment Problems

Solve assignment problems, typically using the Hungarian algorithm.

from vrorRCC.assignment_problem import *

cost_matrix = np.array([
    [8, 6, 7, 3, 4, 5],
    [4, 8, 5, 7, 3, 7],
    [2, 5, 1, 6, 8, 9],
    [1, 6, 7, 8, 4, 9],
    [3, 8, 5, 7, 5, 1],
    [6, 5, 1, 5, 6, 4],  
])
assignment(cost_matrix)

Critical Path Method (CPM)

Find the critical path in a project network.

from vrorRCC.cpm import *

graph = create_graph()
add_event(graph, 'A', {})
add_event(graph, 'B', {'A': 3})
add_event(graph, 'C', {'A': 2})
add_event(graph, 'D', {'B': 1, 'C': 5})
add_event(graph, 'E', {'D': 3})
add_event(graph, 'F', {'E': 4})


visualize_graph(graph)
critical_path, length = find_critical_path(graph)
print(f"Critical Path: {critical_path} with duration {length}")

Contributing

If you'd like to contribute to VROR, please fork the repository and submit a pull request. For more details, refer to the contributing guidelines. License

VROR is licensed under the MIT License. See the LICENSE file for more details. Contact

For any questions or issues, please contact:

Author: Ragu and Team
Email: https.ragu@gmail.com

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