Add a Python decomposition layer using NetworkX that partitions the constraint graph into biconnected components (rigid clusters), orders them via a block-cut tree, and solves each cluster independently. Articulation-point bodies propagate as boundary conditions between clusters. New module kindred_solver/decompose.py: - DOF table mapping BaseJointKind to residual counts - Constraint graph construction (nx.MultiGraph) - Biconnected component detection + articulation points - Block-cut tree solve ordering (root-first from grounded cluster) - Cluster-by-cluster solver with boundary body fix/unfix cycling - Pebble game integration for per-cluster rigidity classification Changes to existing modules: - params.py: add unfix() for boundary body cycling - solver.py: extract _monolithic_solve(), add decomposition branch for assemblies with >= 8 free bodies Performance: for k clusters of ~n/k params each, total cost drops from O(n^3) to O(n^3/k^2). 220 tests passing (up from 207).
102 lines
2.7 KiB
Python
102 lines
2.7 KiB
Python
"""Tests for the parameter table."""
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import numpy as np
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import pytest
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from kindred_solver.expr import Var
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from kindred_solver.params import ParamTable
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class TestParamTable:
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def test_add_and_get(self):
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pt = ParamTable()
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v = pt.add("x", 3.0)
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assert isinstance(v, Var)
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assert v.name == "x"
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assert pt.get_value("x") == 3.0
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def test_duplicate_raises(self):
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pt = ParamTable()
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pt.add("x")
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with pytest.raises(ValueError, match="Duplicate"):
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pt.add("x")
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def test_fixed(self):
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pt = ParamTable()
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pt.add("x", 1.0, fixed=True)
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pt.add("y", 2.0, fixed=False)
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assert pt.is_fixed("x")
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assert not pt.is_fixed("y")
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assert pt.free_names() == ["y"]
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def test_fix(self):
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pt = ParamTable()
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pt.add("x", 1.0)
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assert "x" in pt.free_names()
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pt.fix("x")
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assert "x" not in pt.free_names()
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assert pt.is_fixed("x")
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def test_env(self):
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pt = ParamTable()
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pt.add("a", 1.0)
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pt.add("b", 2.0, fixed=True)
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env = pt.get_env()
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assert env == {"a": 1.0, "b": 2.0}
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def test_free_vector(self):
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pt = ParamTable()
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pt.add("a", 1.0)
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pt.add("b", 2.0, fixed=True)
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pt.add("c", 3.0)
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vec = pt.get_free_vector()
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np.testing.assert_array_equal(vec, [1.0, 3.0])
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def test_set_free_vector(self):
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pt = ParamTable()
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pt.add("a", 0.0)
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pt.add("b", 0.0)
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pt.set_free_vector(np.array([5.0, 7.0]))
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assert pt.get_value("a") == 5.0
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assert pt.get_value("b") == 7.0
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def test_n_free(self):
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pt = ParamTable()
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pt.add("a", 0.0)
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pt.add("b", 0.0, fixed=True)
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pt.add("c", 0.0)
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assert pt.n_free() == 2
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def test_unfix(self):
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pt = ParamTable()
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pt.add("a", 1.0)
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pt.add("b", 2.0)
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pt.fix("a")
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assert pt.is_fixed("a")
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assert "a" not in pt.free_names()
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pt.unfix("a")
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assert not pt.is_fixed("a")
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assert "a" in pt.free_names()
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assert pt.n_free() == 2
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def test_fix_unfix_roundtrip(self):
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"""Fix then unfix preserves value and makes param free again."""
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pt = ParamTable()
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pt.add("x", 5.0)
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pt.add("y", 3.0)
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pt.fix("x")
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pt.set_value("x", 10.0)
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pt.unfix("x")
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assert pt.get_value("x") == 10.0
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assert "x" in pt.free_names()
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# x moves to end of free list
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assert pt.free_names() == ["y", "x"]
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def test_unfix_noop_if_already_free(self):
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"""Unfixing a free parameter is a no-op."""
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pt = ParamTable()
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pt.add("a", 1.0)
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pt.unfix("a")
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assert pt.free_names() == ["a"]
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assert pt.n_free() == 1
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