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Create test_fem.py
Browse files- tests/test_fem.py +316 -0
tests/test_fem.py
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| 1 |
+
"""Comprehensive FEM Tests - 100% Vendor-Based Testing
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| 2 |
+
|
| 3 |
+
Tests for mesh generation, boundary conditions, and FEM solver.
|
| 4 |
+
Uses pytest and numpy for validation.
|
| 5 |
+
"""
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| 6 |
+
|
| 7 |
+
import pytest
|
| 8 |
+
import numpy as np
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| 9 |
+
import sys
|
| 10 |
+
from pathlib import Path
|
| 11 |
+
|
| 12 |
+
# Add parent directory to path
|
| 13 |
+
sys.path.insert(0, str(Path(__file__).parent.parent))
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| 14 |
+
|
| 15 |
+
try:
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| 16 |
+
import skfem
|
| 17 |
+
SKFEM_AVAILABLE = True
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| 18 |
+
except ImportError:
|
| 19 |
+
SKFEM_AVAILABLE = False
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| 20 |
+
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| 21 |
+
try:
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| 22 |
+
import pygmsh
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| 23 |
+
import meshio
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| 24 |
+
MESH_LIBS_AVAILABLE = True
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| 25 |
+
except ImportError:
|
| 26 |
+
MESH_LIBS_AVAILABLE = False
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| 27 |
+
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| 28 |
+
pytestmark = pytest.mark.skipif(
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| 29 |
+
not (SKFEM_AVAILABLE and MESH_LIBS_AVAILABLE),
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| 30 |
+
reason="FEM libraries not available"
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| 31 |
+
)
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| 32 |
+
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| 33 |
+
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| 34 |
+
class TestMeshGenerator:
|
| 35 |
+
"""Test mesh generation using vendor libraries."""
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| 36 |
+
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| 37 |
+
def test_import_mesh_generator(self):
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| 38 |
+
"""Test mesh_generator module imports."""
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| 39 |
+
from fem_core.mesh_generator import MeshGenerator
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| 40 |
+
assert MeshGenerator is not None
|
| 41 |
+
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| 42 |
+
def test_rectangle_mesh_generation(self):
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| 43 |
+
"""Test 2D rectangular mesh generation."""
|
| 44 |
+
from fem_core.mesh_generator import MeshGenerator
|
| 45 |
+
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| 46 |
+
gen = MeshGenerator()
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| 47 |
+
mesh = gen.generate_rectangle_mesh(width=2.0, height=1.0, nx=5, ny=5)
|
| 48 |
+
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| 49 |
+
assert mesh is not None
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| 50 |
+
assert len(mesh.points) > 0
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| 51 |
+
assert len(mesh.cells) > 0
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| 52 |
+
|
| 53 |
+
def test_circle_mesh_generation(self):
|
| 54 |
+
"""Test circular mesh generation."""
|
| 55 |
+
from fem_core.mesh_generator import MeshGenerator
|
| 56 |
+
|
| 57 |
+
gen = MeshGenerator()
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| 58 |
+
mesh = gen.generate_circle_mesh(radius=0.5, mesh_size=0.1)
|
| 59 |
+
|
| 60 |
+
assert mesh is not None
|
| 61 |
+
assert len(mesh.points) > 0
|
| 62 |
+
|
| 63 |
+
def test_mesh_info(self):
|
| 64 |
+
"""Test mesh information extraction."""
|
| 65 |
+
from fem_core.mesh_generator import MeshGenerator
|
| 66 |
+
|
| 67 |
+
gen = MeshGenerator()
|
| 68 |
+
mesh = gen.generate_rectangle_mesh(1.0, 1.0, 3, 3)
|
| 69 |
+
info = gen.get_mesh_info(mesh)
|
| 70 |
+
|
| 71 |
+
assert 'num_points' in info
|
| 72 |
+
assert 'num_cells' in info
|
| 73 |
+
assert info['num_points'] > 0
|
| 74 |
+
assert info['num_cells'] > 0
|
| 75 |
+
|
| 76 |
+
|
| 77 |
+
class TestBoundaryConditions:
|
| 78 |
+
"""Test boundary condition handling."""
|
| 79 |
+
|
| 80 |
+
def test_import_boundary_conditions(self):
|
| 81 |
+
"""Test boundary_conditions module imports."""
|
| 82 |
+
from fem_core.boundary_conditions import (
|
| 83 |
+
BoundaryCondition,
|
| 84 |
+
BoundaryType,
|
| 85 |
+
BoundaryConditionHandler
|
| 86 |
+
)
|
| 87 |
+
assert BoundaryCondition is not None
|
| 88 |
+
assert BoundaryType is not None
|
| 89 |
+
|
| 90 |
+
def test_dirichlet_bc_creation(self):
|
| 91 |
+
"""Test Dirichlet BC creation."""
|
| 92 |
+
from fem_core.boundary_conditions import (
|
| 93 |
+
create_dirichlet_bc,
|
| 94 |
+
BoundaryType
|
| 95 |
+
)
|
| 96 |
+
|
| 97 |
+
bc = create_dirichlet_bc(value=1.0)
|
| 98 |
+
assert bc.bc_type == BoundaryType.DIRICHLET
|
| 99 |
+
assert bc.value == 1.0
|
| 100 |
+
|
| 101 |
+
def test_neumann_bc_creation(self):
|
| 102 |
+
"""Test Neumann BC creation."""
|
| 103 |
+
from fem_core.boundary_conditions import (
|
| 104 |
+
create_neumann_bc,
|
| 105 |
+
BoundaryType
|
| 106 |
+
)
|
| 107 |
+
|
| 108 |
+
bc = create_neumann_bc(value=0.5)
|
| 109 |
+
assert bc.bc_type == BoundaryType.NEUMANN
|
| 110 |
+
assert bc.value == 0.5
|
| 111 |
+
|
| 112 |
+
def test_bc_evaluation(self):
|
| 113 |
+
"""Test BC evaluation at points."""
|
| 114 |
+
from fem_core.boundary_conditions import create_dirichlet_bc
|
| 115 |
+
|
| 116 |
+
# Constant value
|
| 117 |
+
bc = create_dirichlet_bc(value=2.0)
|
| 118 |
+
x = np.array([[0.0, 0.0], [1.0, 1.0]])
|
| 119 |
+
values = bc.evaluate(x)
|
| 120 |
+
assert np.allclose(values, 2.0)
|
| 121 |
+
|
| 122 |
+
# Function value
|
| 123 |
+
bc_func = create_dirichlet_bc(value=lambda x: np.sin(x[0]))
|
| 124 |
+
values = bc_func.evaluate(x)
|
| 125 |
+
assert len(values) == 2
|
| 126 |
+
|
| 127 |
+
|
| 128 |
+
class TestFEMSolver:
|
| 129 |
+
"""Test FEM solver functionality."""
|
| 130 |
+
|
| 131 |
+
def test_import_solver(self):
|
| 132 |
+
"""Test solver module imports."""
|
| 133 |
+
from fem_core.solver import FEMSolver, solve_poisson_2d
|
| 134 |
+
assert FEMSolver is not None
|
| 135 |
+
assert solve_poisson_2d is not None
|
| 136 |
+
|
| 137 |
+
def test_solver_initialization(self):
|
| 138 |
+
"""Test FEM solver initialization."""
|
| 139 |
+
from fem_core.solver import FEMSolver
|
| 140 |
+
|
| 141 |
+
# Create simple mesh using scikit-fem
|
| 142 |
+
mesh = skfem.MeshTri()
|
| 143 |
+
solver = FEMSolver(mesh)
|
| 144 |
+
|
| 145 |
+
assert solver.mesh is not None
|
| 146 |
+
assert solver.basis is not None
|
| 147 |
+
|
| 148 |
+
def test_poisson_solve_simple(self):
|
| 149 |
+
"""Test Poisson equation with simple source."""
|
| 150 |
+
from fem_core.solver import FEMSolver
|
| 151 |
+
|
| 152 |
+
# Unit square mesh
|
| 153 |
+
mesh = skfem.MeshTri()
|
| 154 |
+
mesh = mesh.refined(2) # Refine for better accuracy
|
| 155 |
+
|
| 156 |
+
solver = FEMSolver(mesh)
|
| 157 |
+
|
| 158 |
+
# Constant source term
|
| 159 |
+
def source(x):
|
| 160 |
+
return np.ones_like(x[0])
|
| 161 |
+
|
| 162 |
+
solution = solver.solve_poisson(source, dirichlet_val=0.0)
|
| 163 |
+
|
| 164 |
+
assert solution is not None
|
| 165 |
+
assert len(solution) == solver.basis.N
|
| 166 |
+
assert np.all(np.isfinite(solution))
|
| 167 |
+
|
| 168 |
+
def test_poisson_manufactured_solution(self):
|
| 169 |
+
"""Test Poisson with manufactured solution."""
|
| 170 |
+
from fem_core.solver import FEMSolver
|
| 171 |
+
|
| 172 |
+
# Manufactured solution: u = x*(1-x)*y*(1-y)
|
| 173 |
+
# Then -Laplacian(u) = 2*y*(1-y) + 2*x*(1-x)
|
| 174 |
+
|
| 175 |
+
mesh = skfem.MeshTri()
|
| 176 |
+
mesh = mesh.refined(3)
|
| 177 |
+
|
| 178 |
+
solver = FEMSolver(mesh)
|
| 179 |
+
|
| 180 |
+
def source(x):
|
| 181 |
+
return 2*x[1]*(1-x[1]) + 2*x[0]*(1-x[0])
|
| 182 |
+
|
| 183 |
+
def exact(x):
|
| 184 |
+
return x[0]*(1-x[0])*x[1]*(1-x[1])
|
| 185 |
+
|
| 186 |
+
solution = solver.solve_poisson(source, dirichlet_val=0.0)
|
| 187 |
+
|
| 188 |
+
# Check boundary conditions
|
| 189 |
+
boundary_dofs = solver.basis.get_dofs()
|
| 190 |
+
assert np.allclose(solution[boundary_dofs], 0.0, atol=1e-10)
|
| 191 |
+
|
| 192 |
+
def test_helmholtz_solve(self):
|
| 193 |
+
"""Test Helmholtz equation solver."""
|
| 194 |
+
from fem_core.solver import FEMSolver
|
| 195 |
+
|
| 196 |
+
mesh = skfem.MeshTri()
|
| 197 |
+
mesh = mesh.refined(2)
|
| 198 |
+
|
| 199 |
+
solver = FEMSolver(mesh)
|
| 200 |
+
|
| 201 |
+
k_squared = 1.0
|
| 202 |
+
|
| 203 |
+
def source(x):
|
| 204 |
+
return np.ones_like(x[0])
|
| 205 |
+
|
| 206 |
+
solution = solver.solve_helmholtz(k_squared, source, dirichlet_val=0.0)
|
| 207 |
+
|
| 208 |
+
assert solution is not None
|
| 209 |
+
assert np.all(np.isfinite(solution))
|
| 210 |
+
|
| 211 |
+
|
| 212 |
+
class TestIntegration:
|
| 213 |
+
"""Integration tests for complete workflows."""
|
| 214 |
+
|
| 215 |
+
def test_full_poisson_workflow(self):
|
| 216 |
+
"""Test complete Poisson solve workflow."""
|
| 217 |
+
from fem_core.mesh_generator import create_unit_square_mesh
|
| 218 |
+
from fem_core.solver import solve_poisson_2d
|
| 219 |
+
|
| 220 |
+
# Generate mesh
|
| 221 |
+
mesh = create_unit_square_mesh(n=5)
|
| 222 |
+
|
| 223 |
+
# Define problem
|
| 224 |
+
def source(x):
|
| 225 |
+
return -2.0 * (x[0]**2 + x[1]**2)
|
| 226 |
+
|
| 227 |
+
# Solve
|
| 228 |
+
solution, solver = solve_poisson_2d(mesh, source, bc_value=0.0)
|
| 229 |
+
|
| 230 |
+
assert solution is not None
|
| 231 |
+
assert solver is not None
|
| 232 |
+
assert len(solution) > 0
|
| 233 |
+
|
| 234 |
+
def test_convergence_rate(self):
|
| 235 |
+
"""Test mesh convergence for Poisson equation."""
|
| 236 |
+
from fem_core.solver import FEMSolver
|
| 237 |
+
|
| 238 |
+
# Manufactured solution
|
| 239 |
+
def exact(x):
|
| 240 |
+
return np.sin(np.pi*x[0]) * np.sin(np.pi*x[1])
|
| 241 |
+
|
| 242 |
+
def source(x):
|
| 243 |
+
return 2*np.pi**2 * np.sin(np.pi*x[0]) * np.sin(np.pi*x[1])
|
| 244 |
+
|
| 245 |
+
errors = []
|
| 246 |
+
mesh_sizes = []
|
| 247 |
+
|
| 248 |
+
for refinement in [1, 2, 3]:
|
| 249 |
+
mesh = skfem.MeshTri()
|
| 250 |
+
mesh = mesh.refined(refinement)
|
| 251 |
+
|
| 252 |
+
solver = FEMSolver(mesh)
|
| 253 |
+
solution = solver.solve_poisson(source, dirichlet_val=0.0)
|
| 254 |
+
|
| 255 |
+
# Compute L2 error (simplified)
|
| 256 |
+
points = solver.basis.doflocs
|
| 257 |
+
exact_vals = exact(points)
|
| 258 |
+
error = np.linalg.norm(solution - exact_vals) / np.sqrt(len(solution))
|
| 259 |
+
|
| 260 |
+
errors.append(error)
|
| 261 |
+
mesh_sizes.append(1.0 / (2**refinement))
|
| 262 |
+
|
| 263 |
+
# Check that error decreases with refinement
|
| 264 |
+
assert errors[0] > errors[1] > errors[2]
|
| 265 |
+
|
| 266 |
+
|
| 267 |
+
# Empirical validation tests
|
| 268 |
+
class TestEmpiricalValidation:
|
| 269 |
+
"""Empirical validation of FEM implementation."""
|
| 270 |
+
|
| 271 |
+
def test_symmetry_of_stiffness_matrix(self):
|
| 272 |
+
"""Verify stiffness matrix is symmetric."""
|
| 273 |
+
from fem_core.solver import FEMSolver
|
| 274 |
+
from skfem import BilinearForm, asm
|
| 275 |
+
from skfem.helpers import dot, grad
|
| 276 |
+
|
| 277 |
+
mesh = skfem.MeshTri()
|
| 278 |
+
solver = FEMSolver(mesh)
|
| 279 |
+
|
| 280 |
+
@BilinearForm
|
| 281 |
+
def laplacian(u, v, _):
|
| 282 |
+
return dot(grad(u), grad(v))
|
| 283 |
+
|
| 284 |
+
K = asm(laplacian, solver.basis)
|
| 285 |
+
|
| 286 |
+
# Check symmetry
|
| 287 |
+
assert np.allclose(K.toarray(), K.T.toarray())
|
| 288 |
+
|
| 289 |
+
def test_mass_conservation(self):
|
| 290 |
+
"""Test mass conservation in heat equation."""
|
| 291 |
+
# Placeholder for heat equation mass conservation test
|
| 292 |
+
assert True
|
| 293 |
+
|
| 294 |
+
def test_boundary_value_enforcement(self):
|
| 295 |
+
"""Verify boundary values are enforced correctly."""
|
| 296 |
+
from fem_core.solver import FEMSolver
|
| 297 |
+
|
| 298 |
+
mesh = skfem.MeshTri()
|
| 299 |
+
mesh = mesh.refined(2)
|
| 300 |
+
|
| 301 |
+
solver = FEMSolver(mesh)
|
| 302 |
+
|
| 303 |
+
def source(x):
|
| 304 |
+
return np.ones_like(x[0])
|
| 305 |
+
|
| 306 |
+
bc_value = 5.0
|
| 307 |
+
solution = solver.solve_poisson(source, dirichlet_val=bc_value)
|
| 308 |
+
|
| 309 |
+
boundary_dofs = solver.basis.get_dofs()
|
| 310 |
+
|
| 311 |
+
# All boundary DOFs should equal bc_value
|
| 312 |
+
assert np.allclose(solution[boundary_dofs], bc_value, atol=1e-10)
|
| 313 |
+
|
| 314 |
+
|
| 315 |
+
if __name__ == "__main__":
|
| 316 |
+
pytest.main([__file__, "-v"])
|