PhyCAD-Bench / tasks /033 /simulate.py
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"""Compare first bending mode and static deflection from STEP tetrahedra."""
import argparse
import hashlib
import json
import math
import subprocess
import sys
from pathlib import Path
ROOT = Path(__file__).resolve().parent
def measure(step: Path, setup: dict) -> dict:
import cadquery as cq
import gmsh
from OCP.BRepGProp import BRepGProp
from OCP.GProp import GProp_GProps
shape = cq.importers.importStep(str(step)).val()
if shape.ShapeType() != "Solid" or not shape.isValid() or len(shape.Solids()) != 1:
raise ValueError(f"Expected one valid solid: {step}")
props = GProp_GProps()
BRepGProp.VolumeProperties_s(shape.wrapped, props)
if props.Mass() <= 0:
raise ValueError("Beam volume must be positive")
pad0 = cq.Solid.makeBox(10, 20, 10, cq.Vector(0, -10, -5))
pad1 = cq.Solid.makeBox(10, 20, 10, cq.Vector(90, -10, -5))
slabs = [cq.Solid.makeBox(10, 20, 20, cq.Vector(x, -10, -10))
for x in (0, 90)]
envelope = cq.Solid.makeBox(100, 20, 12, cq.Vector(0, -10, -6))
pads = (pad0, pad1)
pad_overlap = sum(pad.intersect(shape).Volume() for pad in pads)
slab_overlap = sum(slab.intersect(shape).Volume() for slab in slabs)
result = {
"step_sha256": hashlib.sha256(step.read_bytes()).hexdigest(),
"volume_mm3": props.Mass(),
"mass_kg": props.Mass() * setup["material_density_kg_m3"] * 1e-9,
"end_pad_missing_mm3": max(0.0, sum(p.Volume() for p in pads) - pad_overlap),
"end_pad_excess_mm3": max(0.0, slab_overlap - pad_overlap),
"envelope_excess_mm3": max(0.0, shape.Volume() -
shape.intersect(envelope).Volume()),
"meshes": {},
}
gmsh.initialize()
try:
gmsh.option.setNumber("General.Terminal", 0)
gmsh.model.add("resonance_beam")
gmsh.model.occ.importShapes(str(step))
gmsh.model.occ.synchronize()
if len(gmsh.model.getEntities(3)) != 1:
raise ValueError("STEP import must produce one volume")
for size in setup["mesh_sizes_mm"]:
gmsh.model.mesh.clear()
gmsh.option.setNumber("Mesh.CharacteristicLengthMin", size)
gmsh.option.setNumber("Mesh.CharacteristicLengthMax", size)
gmsh.option.setNumber("Mesh.Algorithm3D", 1)
gmsh.model.mesh.generate(3)
tags, coordinates, _ = gmsh.model.mesh.getNodes()
nodes = {str(int(tag)): [coordinates[3 * i + axis] / 1000
for axis in range(3)]
for i, tag in enumerate(tags)}
types, _, element_nodes = gmsh.model.mesh.getElements(3)
tets = []
for kind, connectivity in zip(types, element_nodes):
if kind != 4:
raise ValueError(f"Expected first-order tetrahedra, got {kind}")
tets.extend([[int(value) for value in connectivity[i:i + 4]]
for i in range(0, len(connectivity), 4)])
if not nodes or not tets:
raise ValueError("Gmsh produced an empty mesh")
result["meshes"][str(size)] = {"nodes": nodes, "tets": tets}
finally:
gmsh.finalize()
return result
def dynamics(meshes: dict, setup: dict) -> dict:
import pychrono as ch
import pychrono.fea as fea
import numpy as np
from scipy.sparse import coo_matrix, diags
from scipy.sparse.linalg import eigsh
results = {}
for size, data in meshes.items():
system = ch.ChSystemSMC()
system.SetGravitationalAcceleration(ch.ChVector3d(0, 0, 0))
system.SetSolver(ch.ChSolverSparseLU())
mesh = fea.ChMesh()
material = fea.ChContinuumElastic()
material.SetYoungModulus(setup["young_modulus_Pa"])
material.SetPoissonRatio(setup["poisson_ratio"])
material.SetDensity(setup["material_density_kg_m3"])
keys = list(data["nodes"])
node_index = {int(key): i for i, key in enumerate(keys)}
tip_ids = [key for key, point in data["nodes"].items()
if abs(point[0] - 0.1) < 1e-8]
fixed_ids = [key for key, point in data["nodes"].items()
if abs(point[0]) < 1e-8]
if len(tip_ids) < 4 or len(fixed_ids) < 4:
raise ValueError("Mesh is missing a clamp or load face")
nodes = {}
for key, point in data["nodes"].items():
node = fea.ChNodeFEAxyz(ch.ChVector3d(*point))
if key in fixed_ids:
node.SetFixed(True)
if key in tip_ids:
node.SetForce(ch.ChVector3d(
0, 0, setup["tip_force_N"] / len(tip_ids)))
mesh.AddNode(node)
nodes[int(key)] = node
elements = []
for a, b, c, d in data["tets"]:
element = fea.ChElementTetraCorot_4()
element.SetNodes(nodes[a], nodes[b], nodes[c], nodes[d])
element.SetMaterial(material)
mesh.AddElement(element)
elements.append(((a, b, c, d), element))
system.Add(mesh)
system.Setup()
rows, columns, values = [], [], []
nodal_mass = np.zeros(len(keys))
for tetrahedron, element in elements:
stiffness = element.GetStiffnessMatrix()
dofs = [3 * node_index[key] + axis
for key in tetrahedron for axis in range(3)]
for i in range(12):
for j in range(12):
value = stiffness.GetItem(i, j)
if value:
rows.append(dofs[i])
columns.append(dofs[j])
values.append(value)
points = np.array([data["nodes"][str(key)]
for key in tetrahedron])
volume = abs(np.dot(points[1] - points[0],
np.cross(points[2] - points[0],
points[3] - points[0]))) / 6
if volume <= 0:
raise ValueError("Invalid tetrahedron volume")
for key in tetrahedron:
nodal_mass[node_index[key]] += (
setup["material_density_kg_m3"] * volume / 4)
matrix_size = 3 * len(keys)
full_stiffness = coo_matrix(
(values, (rows, columns)),
shape=(matrix_size, matrix_size)).tocsr()
active = [3 * i + axis for i, key in enumerate(keys)
if not nodes[int(key)].IsFixed() for axis in range(3)]
stiffness = full_stiffness[active, :][:, active]
mass = diags(np.repeat(nodal_mass, 3)[active])
eigenvalues, _ = eigsh(stiffness, k=3, M=mass,
sigma=0, which="LM")
if min(eigenvalues) <= 0:
raise ValueError("Beam mode is not positive")
first_frequency = math.sqrt(min(eigenvalues)) / (2 * math.pi)
system.DoStaticLinear()
deflections = [data["nodes"][key][2] - nodes[int(key)].GetPos().z
for key in tip_ids]
mean_deflection = sum(deflections) / len(deflections)
if (not math.isfinite(mean_deflection) or mean_deflection <= 0 or
not math.isfinite(first_frequency)):
raise ValueError("Invalid beam mode or static deflection")
results[size] = {
"first_bending_frequency_hz": first_frequency,
"static_tip_deflection_m": mean_deflection,
"node_count": len(nodes),
"tetrahedron_count": len(data["tets"]),
"clamped_node_count": len(fixed_ids),
"loaded_node_count": len(tip_ids),
}
return results
def invoke(python: str, phase: str, payload: dict) -> dict:
run = subprocess.run([python, str(Path(__file__).resolve()), "--phase", phase],
input=json.dumps(payload), text=True, capture_output=True)
if run.returncode:
raise RuntimeError(f"{phase} failed:\n{run.stderr[-1600:]}")
return json.loads(run.stdout)
def main() -> None:
parser = argparse.ArgumentParser()
parser.add_argument("--cad-python", default=sys.executable)
parser.add_argument("--physics-python", default=sys.executable)
parser.add_argument("--phase", choices=("measure", "dynamics"))
args = parser.parse_args()
if args.phase:
payload = json.load(sys.stdin)
result = (measure(Path(payload["step"]), payload["setup"])
if args.phase == "measure"
else dynamics(payload["meshes"], payload["setup"]))
print(json.dumps(result))
return
setup = json.loads((ROOT / "setup.json").read_text())
results = {}
for name in ("before", "after"):
properties = invoke(args.cad_python, "measure", {
"step": str(ROOT / f"{name}.step"), "setup": setup,
})
meshes = properties.pop("meshes")
results[name] = {
"step_properties": properties,
"simulation_result": invoke(args.physics_python, "dynamics", {
"meshes": meshes, "setup": setup,
}),
}
before = results["before"]
after = results["after"]
bp, ap = before["step_properties"], after["step_properties"]
bs, gs = before["simulation_result"], after["simulation_result"]
sizes = [str(size) for size in setup["mesh_sizes_mm"]]
baseline = [bs[size]["first_bending_frequency_hz"] for size in sizes]
candidate = [gs[size]["first_bending_frequency_hz"] for size in sizes]
baseline_static = [bs[size]["static_tip_deflection_m"] for size in sizes]
candidate_static = [gs[size]["static_tip_deflection_m"] for size in sizes]
checks = {
"baseline_inside_forcing_band": all(
setup["forcing_band_hz"][0] <= value <=
setup["forcing_band_hz"][1] for value in baseline),
"first_mode_above_forcing_band": min(candidate) >=
setup["minimum_candidate_first_frequency_hz"],
"static_deflection_limited": max(candidate_static) <=
setup["maximum_candidate_static_tip_deflection_m"],
"mesh_response_stable": all(
abs(values[1] / values[0] - 1) <= limit
for values, limit in (
(baseline, setup["maximum_relative_mesh_frequency_change"]),
(candidate, setup["maximum_relative_mesh_frequency_change"]),
(baseline_static,
setup["maximum_relative_mesh_deflection_change"]),
(candidate_static,
setup["maximum_relative_mesh_deflection_change"]))),
"mass_fixed": abs(ap["mass_kg"] / bp["mass_kg"] - 1) <=
setup["maximum_relative_mass_change"],
"end_pads_fixed": ap["end_pad_missing_mm3"] <=
setup["maximum_end_pad_missing_mm3"] and
ap["end_pad_excess_mm3"] <= setup["maximum_end_pad_excess_mm3"],
"envelope_fixed": ap["envelope_excess_mm3"] <=
setup["maximum_envelope_excess_mm3"],
}
after["comparison_to_before"] = {
"baseline_first_frequencies_hz": baseline,
"candidate_first_frequencies_hz": candidate,
"checks": checks, "passed": all(checks.values()),
}
for name, result in results.items():
(ROOT / f"{name}.results.json").write_text(json.dumps(result, indent=2) + "\n")
print(f"First mode: {baseline} -> {candidate} Hz")
print(f"Static tip deflection: {baseline_static} -> {candidate_static} m")
print(f"Task passed: {all(checks.values())}")
if not all(checks.values()):
raise SystemExit(1)
if __name__ == "__main__":
main()