def test_fix_all(self):
poly = BinaryPolynomial.from_hising(h={
1: -1.3,
2: 1.2,
3: -1.2,
4: -0.5
},
J={
(1, 2, 3, 4): -0.6,
(1, 2, 4): -0.3,
(1, 3, 4): -0.8
},
offset=0)
exact_sampler = ExactPolySolver()
response_exact = exact_sampler.sample_poly(poly)
gs = response_exact.first.sample
gse = response_exact.first.energy
sampler = PolyFixedVariableComposite(ExactPolySolver())
fixed_variables = {k: v for k, v in gs.items()}
response = sampler.sample_poly(poly, fixed_variables=fixed_variables)
self.assertIsInstance(response, SampleSet)
self.assertEqual(response.first.sample, gs)
self.assertAlmostEqual(response.first.energy, gse)
def test_sample_with_labels(self):
poly = BinaryPolynomial.from_hising(h={
'a': -1.3,
'b': 1.2,
'c': -1.2,
'd': -0.5
},
J={
'abcd': -0.6,
'abd': -0.3,
'acd': -0.8
},
offset=0)
exact_sampler = ExactPolySolver()
response_exact = exact_sampler.sample_poly(poly)
gs = response_exact.first.sample
gse = response_exact.first.energy
sampler = PolyFixedVariableComposite(ExactPolySolver())
fixed_variables = {k: v for k, v in gs.items() if k in {'a', 'c'}}
response = sampler.sample_poly(poly, fixed_variables=fixed_variables)
self.assertIsInstance(response, SampleSet)
self.assertEqual(response.first.sample, gs)
self.assertAlmostEqual(response.first.energy, gse)
def test_empty_fix(self):
linear = {1: -1.3, 4: -0.5, 3: -2.0, 2: 1.0}
high_order = {(1, 3, 4): -0.6, (1, 2, 4): +0.6}
exact_sampler = ExactPolySolver()
response_exact = exact_sampler.sample_hising(linear, high_order)
gs = response_exact.first.sample
gse = response_exact.first.energy
sampler = PolyFixedVariableComposite(ExactPolySolver())
response = sampler.sample_hising(linear, high_order)
self.assertIsInstance(response, SampleSet)
self.assertEqual(response.first.sample, gs)
self.assertAlmostEqual(response.first.energy, gse)
def test_instantiation_smoketest(self):
sampler = PolyFixedVariableComposite(ExactPolySolver())
dtest.assert_composite_api(sampler)
def test_empty_poly(self):
poly = BinaryPolynomial({}, 'SPIN')
sampler = PolyFixedVariableComposite(ExactPolySolver())
response = sampler.sample_poly(poly)
self.assertIsInstance(response, SampleSet)