def numpy2DArrayToStdVectorStdVectorDouble(array):
"""
Convert a 2D numpy array to a std::vector<std::vector<double> > representation.
:param array: The array to convert.
:returns: A corresponding std::vector<std::vector<double> > object.
"""
# Get the shape of the array.
shape = numpy.shape(array)
nI = shape[0]
nJ = shape[1]
# Setup the c++ object.
cpp_2D_vector = Backend.StdVectorStdVectorDouble(nI)
# Copy the values over.
for i in range(nI):
cpp_vector = Backend.StdVectorDouble(nJ)
for j in range(nJ):
cpp_vector[j] = array[i][j]
cpp_2D_vector[i] = cpp_vector
# Done.
return cpp_2D_vector
def testBackendWithCustomRates(self):
""" Test that we can construct the backend object with custom rates. """
# A first process.
coords = [[1.0, 2.0, 3.4], [1.1, 1.2, 1.3]]
types0 = ["A", "B"]
types1 = ["B", "A"]
rate_0_1 = 3.5
process_0 = KMCProcess(coords,
types0,
types1,
basis_sites=[0],
rate_constant=rate_0_1)
# A second process.
types0 = ["A", "C"]
types1 = ["C", "A"]
rate_0_1 = 1.5
process_1 = KMCProcess(coords,
types0,
types1,
basis_sites=[0],
rate_constant=rate_0_1)
processes = [process_0, process_1]
# Set the custom rates class to use.
custom_rates_class = CustomRateCalculator
# Set the rate function on the custom rates calculator for testing.
ref_rnd = numpy.random.uniform(0.0, 1.0)
def testRateFunction(obj, coords, types_before, types_after,
rate_const, process_number, global_coordinate):
return ref_rnd
# Store the original.
custom_rate_function = custom_rates_class.rate
try:
custom_rates_class.rate = testRateFunction
# Construct the interactions object.
kmc_interactions = KMCInteractions(processes=processes,
implicit_wildcards=False)
# Setup a dict with the possible types.
possible_types = {
"A": 13,
"D": 2,
"B": 3,
"J": 4,
"C": 5,
}
# Use a dummy argument for the configuration.
config = "DummyConfig"
# Test that it fails if the rate calculator is of wrong class.
kmc_interactions.setRateCalculator(rate_calculator=Error)
self.assertRaises(
Error,
lambda: kmc_interactions._backend(possible_types, 2, config))
# Test that it fails if the rate calculator is the base class.
kmc_interactions.setRateCalculator(
rate_calculator=KMCRateCalculatorPlugin)
self.assertRaises(
Error,
lambda: kmc_interactions._backend(possible_types, 2, config))
# But this should work.
kmc_interactions.setRateCalculator(
rate_calculator=custom_rates_class)
# Construct the backend.
cpp_interactions = kmc_interactions._backend(
possible_types, 2, config)
# Test that the configuration on the custom rate class is the one given.
self.assertTrue(
kmc_interactions._KMCInteractions__rate_calculator.
configuration == config) # <- Check by reference.
# Get the rate calculator reference out of the C++ object and
# check that a call from C++ calls the Python extension.
cpp_coords = Backend.StdVectorDouble()
cpp_types1 = Backend.StdVectorString()
cpp_types2 = Backend.StdVectorString()
rate_constant = 543.2211
process_number = 33
coordinate = (1.2, 3.4, 5.6)
self.assertAlmostEqual(
cpp_interactions.rateCalculator().backendRateCallback(
cpp_coords,
cpp_coords.size() / 3, cpp_types1, cpp_types2,
rate_constant, process_number, coordinate[0],
coordinate[1], coordinate[2]), ref_rnd, 12)
self.assertAlmostEqual(
kmc_interactions._KMCInteractions__rate_calculator.
backendRateCallback(cpp_coords,
cpp_coords.size() / 3, cpp_types1,
cpp_types2, rate_constant, process_number,
coordinate[0], coordinate[1],
coordinate[2]), ref_rnd, 12)
finally:
# Reset the class.
custom_rates_class.rate = custom_rate_function
# Construct a C++ RateCalculator object directly and check that this object
# returns the rate given to it.
cpp_rate_calculator = Backend.RateCalculator()
self.assertAlmostEqual(
cpp_rate_calculator.backendRateCallback(
cpp_coords,
cpp_coords.size() / 3, cpp_types1, cpp_types2, rate_constant,
process_number, coordinate[0], coordinate[1], coordinate[2]),
rate_constant, 12)
def testBackendWithCustomRates(self):
""" Test that we can construct the backend object with custom rates. """
# A first process.
coords = [[1.0, 2.0, 3.4], [1.1, 1.2, 1.3]]
types0 = ["A", "B"]
types1 = ["B", "A"]
rate_0_1 = 3.5
process_0 = KMCProcess(coords,
types0,
types1,
basis_sites=[0],
rate_constant=rate_0_1)
# A second process.
types0 = ["A", "C"]
types1 = ["C", "A"]
rate_0_1 = 1.5
process_1 = KMCProcess(coords,
types0,
types1,
basis_sites=[0],
rate_constant=rate_0_1)
processes = [process_0, process_1]
# Set the custom rates class to use.
custom_rates_class = CustomRateCalculator
# Construct the interactions object.
kmc_interactions = KMCInteractions(processes=processes,
implicit_wildcards=False)
kmc_interactions.setRateCalculator(rate_calculator=custom_rates_class)
# Set the rate function on the custom rates calculator for testing.
ref_rnd = numpy.random.uniform(0.0, 1.0)
def testRateFunction(coords, types_before, types_after, rate_const,
process_number, global_coordinate):
return ref_rnd
kmc_interactions._KMCInteractions__rate_calculator.rate = testRateFunction
# Setup a dict with the possible types.
possible_types = {
"A": 13,
"D": 2,
"B": 3,
"J": 4,
"C": 5,
}
# Construct the backend.
cpp_interactions = kmc_interactions._backend(possible_types, 2)
# Get the rate calculator reference out of the C++ object and
# check that a call from C++ calls the Python extension.
cpp_coords = Backend.StdVectorDouble()
cpp_types1 = Backend.StdVectorString()
cpp_types2 = Backend.StdVectorString()
rate_constant = 543.2211
process_number = 33
coordinate = (1.2, 3.4, 5.6)
self.assertAlmostEqual(
cpp_interactions.rateCalculator().backendRateCallback(
cpp_coords,
cpp_coords.size() / 3, cpp_types1, cpp_types2, rate_constant,
process_number, coordinate[0], coordinate[1], coordinate[2]),
ref_rnd, 12)
self.assertAlmostEqual(
kmc_interactions._KMCInteractions__rate_calculator.
backendRateCallback(cpp_coords,
cpp_coords.size() / 3, cpp_types1, cpp_types2,
rate_constant, process_number, coordinate[0],
coordinate[1], coordinate[2]), ref_rnd, 12)
# Construct a C++ RateCalculator object directly and check that this object
# returns the rate given to it.
cpp_rate_calculator = Backend.RateCalculator()
self.assertAlmostEqual(
cpp_rate_calculator.backendRateCallback(
cpp_coords,
cpp_coords.size() / 3, cpp_types1, cpp_types2, rate_constant,
process_number, coordinate[0], coordinate[1], coordinate[2]),
rate_constant, 12)
