def build_model_from_mps_file(self, filename):
if not os.path.exists(filename):
raise IOError("Path doesn't exist: %s" % filename)
decoder = mps.Decoder()
with open(filename, "r") as stream:
decoder.decode(stream)
return MPModelBuilder.build_from(decoder)
def test_objective_management(self):
builder = MPModelBuilder()
x = builder.add_binary_variable('x')
y = builder.add_binary_variable('y')
z = builder.add_binary_variable('z')
builder.set_objective(3.0 * x + 4.0 * y + 5.0 * z)
self.assert_equal(3.0 * x + 4.0 * y + 5.0 * z, builder.get_objective()._expr)
def test_build_from_scratch2(self):
model = MPModelBuilder.build_from_scratch(
[8, 2, 5, 5, 8, 3, 9, 7, 6],
[[2, 3, 4, 1, 0, 0, 0, 0, 0],
[1, 2, 3, 2, 0, 0, 0, 0, 0],
[0, 0, 1, 4, 3, 4, 2, 0, 0],
[0, 0, 2, 1, 1, 2, 5, 0, 0],
[0, 0, 0, 0, 0, 0, 2, 1, 2],
[0, 0, 0, 0, 0, 0, 3, 4, 1]],
['L'] * 6,
[7, 6, 9, 7, 3, 5])
self.assert_equal(9, model.get_num_columns())
self.assert_equal(6, model.get_num_rows())
def test_variables_management(self):
builder = MPModelBuilder()
x = builder.add_binary_variable('x')
self.assert_equal('x', x.get_name())
y = builder.add_binary_variable('y')
self.assert_equal('y', y.get_name())
z = builder.add_binary_variable('z')
self.assert_equal('z', z.get_name())
self.assert_equal(3, builder.get_num_variables())
self.assert_equal([x, y, z], builder.get_variables())
def test_constraints_management(self):
builder = MPModelBuilder()
x = builder.add_binary_variable("x")
y = builder.add_binary_variable("y")
c1 = builder.add_constraint(5.0 * x + 3.0 * y <= 7, "c1")
self.assert_equal(1, builder.get_num_constraints())
self.assert_true(set([id(var) for var in c1.get_variables()]) ==
set([id(x), id(y)]))
c3 = builder.add_constraint(4.0 * x + 6.0 * y <= 5, "c3")
c2 = builder.add_constraint(2.0 * x + 2.0 * y <= 4, "c2")
self.assert_equal([c1, c3, c2], builder.get_constraints())
from les.mp_model import MPModel from les.mp_model.mp_model_builder.formats import mps from les.mp_model.mp_model_builder import MPModelBuilder decoder = mps.Decoder() filename = "/home/ira/les/data/demos/demo6.mps"#"/home/ira/Downloads/demo4.mps"#"/home/ira/Downloads/Tasks/demo_3f.mps" with open(filename, "r") as stream: decoder.decode(stream) model = MPModelBuilder.build_from(decoder) model.pprint() print model.optimize() print model.get_objective_value() nm, res = model.preproc() nm.pprint() nm.optimize() print nm.get_objective_value() for i in res: print i for i in range(len(nm.get_variables_names())): print nm.get_variables_names()[i], nm.columns_values[i]
import os
import timeit
from les.mp_model import MPModel
from les.backend_solvers.scip import SCIP
from les.frontend_solver import FrontendSolver
from les.mp_model.optimization_parameters import OptimizationParameters
from les.ext.google.operations_research.linear_solver import pywraplp
from les.mp_model.mp_model_builder.formats import mps
from les.mp_model.mp_model_builder import MPModelBuilder
directory = '.' #'/home/ira/Desktop/imp/diploma/'
tests = os.listdir(directory)
for t in tests:
if t.endswith('.mps'):
model = MPModelBuilder.build_from(t)
print "\n\n", t, "\n"
print "LES"
params = OptimizationParameters()
params.driver.driver = 0
solver = FrontendSolver()
solver.load_model(model)
start_time = timeit.default_timer()
sol2 = solver.solve(params)
print sol2.get_objective_value(), timeit.default_timer() - start_time
print "SCIP"
params = pywraplp.MPSolverParameters()
params.SetIntegerParam(params.PRESOLVE, params.PRESOLVE_OFF)
def test_build_from_scratch1(self):
model = MPModelBuilder.build_from_scratch(
[1, 2, 3], [[1, 2, 3], [7, 8, 9]], ['L', 'L'], [2, 5])
self.assert_equal(3, model.get_num_columns())
self.assert_equal(2, model.get_num_rows())
def test_build_simple_2x2_model(self):
builder = MPModelBuilder()
x1, x2 = builder.x1(), builder.x2()
builder.set_objective(2 * x1 + 3 * x2)
builder.set_constraints([4 * x1 + 6 * x2 <= 5,
2 * x1 + 2 * x2 <= 4])
for constraint in builder.get_constraints():
self.assert_equal(set([id(var) for var in constraint.get_variables()]),
set([id(x1), id(x2)]))
self.assert_equal(2, builder.get_num_variables())
self.assert_equal(2, builder.get_num_constraints())
for var in builder.get_variables():
var.set_type(MPVariable.BINARY)
self.assert_true(builder.is_binary())
