Update Laplace class and add unit tests (#645)
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@@ -2,32 +2,18 @@
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import torch
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from ... import Condition
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from ...equation import Equation
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from ...domain import CartesianDomain
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from ...operator import grad, laplacian
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from ...problem import SpatialProblem, TimeDependentProblem
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def allen_cahn_equation(input_, output_):
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"""
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Implementation of the Allen Cahn equation.
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:param LabelTensor input_: Input data of the problem.
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:param LabelTensor output_: Output data of the problem.
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:return: The residual of the Allen Cahn equation.
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:rtype: LabelTensor
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"""
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u_t = grad(output_, input_, components=["u"], d=["t"])
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u_xx = laplacian(output_, input_, components=["u"], d=["x"])
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return u_t - 0.0001 * u_xx + 5 * output_**3 - 5 * output_
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from ...equation import Equation, AllenCahn
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from ...utils import check_consistency
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from ...domain import CartesianDomain
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def initial_condition(input_, output_):
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"""
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Definition of the initial condition of the Allen Cahn problem.
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:param LabelTensor input_: Input data of the problem.
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:param LabelTensor output_: Output data of the problem.
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:param LabelTensor input_: The input data of the problem.
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:param LabelTensor output_: The output data of the problem.
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:return: The residual of the initial condition.
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:rtype: LabelTensor
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"""
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@@ -64,6 +50,25 @@ class AllenCahnProblem(TimeDependentProblem, SpatialProblem):
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}
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conditions = {
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"D": Condition(domain="D", equation=Equation(allen_cahn_equation)),
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"t0": Condition(domain="t0", equation=Equation(initial_condition)),
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}
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def __init__(self, alpha=1e-4, beta=5):
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"""
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Initialization of the :class:`AllenCahnProblem`.
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:param alpha: The diffusion coefficient.
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:type alpha: float | int
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:param beta: The reaction coefficient.
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:type beta: float | int
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"""
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super().__init__()
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check_consistency(alpha, (float, int))
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check_consistency(beta, (float, int))
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self.alpha = alpha
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self.beta = beta
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self.conditions["D"] = Condition(
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domain="D",
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equation=AllenCahn(alpha=self.alpha, beta=self.beta),
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)
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