PhyCAD-Bench / tasks /031 /simulate.py
OrlaLabs's picture
Add PhyCAD-Bench benchmark
99510bd verified
Raw History Blame Contribute Delete
11.6 kB
"""Compare two-direction clip stiffness at two mesh resolutions."""
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("Clip volume must be positive")
base = cq.Solid.makeBox(20, 40, 10, cq.Vector(0, -20, -5))
hooks = [cq.Solid.makeBox(10, 10, 10, cq.Vector(80, y, -5))
for y in (-17, 7)]
fixed_parts = (base, *hooks)
fixed_overlap = sum(part.intersect(shape).Volume() for part in fixed_parts)
slabs = [cq.Solid.makeBox(20, 40, 10, cq.Vector(0, -20, -5)),
cq.Solid.makeBox(10, 40, 10, cq.Vector(80, -20, -5))]
slab_overlap = sum(slab.intersect(shape).Volume() for slab in slabs)
envelope = cq.Solid.makeBox(90, 40, 10, cq.Vector(0, -20, -5))
result = {
"step_sha256": hashlib.sha256(step.read_bytes()).hexdigest(),
"volume_mm3": props.Mass(),
"mass_kg": props.Mass() * setup["material_density_kg_m3"] * 1e-9,
"fixed_feature_missing_mm3": max(0.0,
sum(part.Volume() for part in fixed_parts) - fixed_overlap),
"fixed_feature_excess_mm3": max(0.0, slab_overlap - fixed_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("clip")
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
results = {}
for size, data in meshes.items():
results[size] = {}
for mode in ("insertion", "retention"):
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"])
top = [key for key, point in data["nodes"].items()
if abs(point[0] - 0.09) < 1e-8 and point[1] > 0]
bottom = [key for key, point in data["nodes"].items()
if abs(point[0] - 0.09) < 1e-8 and point[1] < 0]
fixed = [key for key, point in data["nodes"].items()
if abs(point[0]) < 1e-8]
if min(len(top), len(bottom), len(fixed)) < 4:
raise ValueError("Mesh is missing a clamp or hook load face")
nodes = {}
for key, point in data["nodes"].items():
node = fea.ChNodeFEAxyz(ch.ChVector3d(*point))
if key in fixed:
node.SetFixed(True)
if key in top:
if mode == "insertion":
node.SetForce(ch.ChVector3d(
0, setup["insertion_probe_force_N"] /
(2 * len(top)), 0))
else:
node.SetForce(ch.ChVector3d(
-setup["retention_probe_force_N"] /
(2 * len(top)), 0, 0))
if key in bottom:
if mode == "insertion":
node.SetForce(ch.ChVector3d(
0, -setup["insertion_probe_force_N"] /
(2 * len(bottom)), 0))
else:
node.SetForce(ch.ChVector3d(
-setup["retention_probe_force_N"] /
(2 * len(bottom)), 0, 0))
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(element)
system.Add(mesh)
system.DoStaticLinear()
if mode == "insertion":
top_motion = sum(nodes[int(key)].GetPos().y -
data["nodes"][key][1] for key in top) / len(top)
bottom_motion = sum(data["nodes"][key][1] -
nodes[int(key)].GetPos().y
for key in bottom) / len(bottom)
probe_displacement = (top_motion + bottom_motion) / 2
probe_force = setup["insertion_probe_force_N"]
target_stroke = setup["insertion_opening_per_arm_m"]
else:
probe_displacement = -sum(
nodes[int(key)].GetPos().x - data["nodes"][key][0]
for key in top + bottom) / (len(top) + len(bottom))
probe_force = setup["retention_probe_force_N"]
target_stroke = setup["retention_pull_distance_m"]
if not math.isfinite(probe_displacement) or probe_displacement <= 0:
raise ValueError("Invalid clip compliance")
strain = max(element.GetStrain().GetEquivalentVonMises()
for element in elements)
scale = target_stroke / probe_displacement
results[size][mode] = {
"equivalent_force_N": probe_force * scale,
"probe_displacement_m": probe_displacement,
"scaled_max_strain": strain * scale,
"node_count": len(nodes),
"tetrahedron_count": len(data["tets"]),
"loaded_node_count": len(top) + len(bottom),
}
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"]]
bf = {mode: [bs[size][mode]["equivalent_force_N"] for size in sizes]
for mode in ("insertion", "retention")}
gf = {mode: [gs[size][mode]["equivalent_force_N"] for size in sizes]
for mode in ("insertion", "retention")}
checks = {
"baseline_outside_bands": min(bf["insertion"]) >
setup["maximum_insertion_force_N"] and
min(bf["retention"]) > setup["maximum_retention_force_N"],
"insertion_force_in_band": all(
setup["minimum_insertion_force_N"] <= value <=
setup["maximum_insertion_force_N"]
for value in gf["insertion"]),
"retention_force_in_band": all(
setup["minimum_retention_force_N"] <= value <=
setup["maximum_retention_force_N"]
for value in gf["retention"]),
"elastic_strain_limited": all(
gs[size][mode]["scaled_max_strain"] <=
setup["maximum_equivalent_strain"]
for size in sizes for mode in ("insertion", "retention")),
"mesh_response_stable": all(
abs(values[1] / values[0] - 1) <=
setup["maximum_relative_mesh_force_change"]
for values in (*bf.values(), *gf.values())),
"mass_not_increased": ap["mass_kg"] <= bp["mass_kg"] *
(1 + setup["maximum_relative_mass_increase"]),
"fixed_features_intact": ap["fixed_feature_missing_mm3"] <=
setup["maximum_fixed_feature_missing_mm3"] and
ap["fixed_feature_excess_mm3"] <=
setup["maximum_fixed_feature_excess_mm3"],
"envelope_fixed": ap["envelope_excess_mm3"] <=
setup["maximum_envelope_excess_mm3"],
}
after["comparison_to_before"] = {
"baseline_forces_N": bf,
"candidate_forces_N": gf,
"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"Clip forces: {bf} -> {gf} N")
print(f"Task passed: {all(checks.values())}")
if not all(checks.values()):
raise SystemExit(1)
if __name__ == "__main__":
main()