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Create a problem with general constraints that use operator abs


Type: Programming
Rating: 2 (easy-medium)
Description: Create a simple problem using the modelling methods abs for creating general constraints.
File(s): general_constraints_abs.py


general_constraints_abs.py
# Example using general constraints - the abs() operator
#
# (C) Fair Isaac Corp., 1983-2020

import xpress as xp

# Here we use the abs operator of the Python interface to create a new
# optimization problem.

# Find the point that minimizes the l-1 norm within a given polytope,
# i.e. the sum of the absolute values of the coordinates of a point in
# a polytope.

p = xp.problem()

# Read data from a problem of MIPLIB 2017
p.read('pk1.mps.gz')

# Retrieve all variables of the original problem
x = p.getVariable()

# Change objective function to the l-1 norm of the variable vector, to
# be minimized.
p.setObjective (xp.Sum(xp.abs(v) for v in x))

# Set time limit to 20 seconds
p.controls.maxtime = -20
p.solve()

print("solution:", p.getSolution())