Adds a solving
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@ -37,8 +37,6 @@ class DotOscillatingDipoleModel():
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return jac_to_return
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def sol(self, initial_dipole=(0.1, 0.1, 0.1), initial_position=(.1, .1, .1), initial_frequency=1, use_root=True):
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initial = numpy.tile(numpy.concatenate((initial_dipole, initial_position, initial_frequency)), self.n)
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if use_root and self.m == 7 * self.n:
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# We are perfectly specified
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return scipy.optimize.root(self.costs(), initial, jac=self.jac(), tol=1e-12)
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initial = numpy.tile(numpy.concatenate((initial_dipole, initial_position, initial_frequency), axis=None), self.n)
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return scipy.optimize.least_squares(self.costs(), initial, jac=self.jac(), ftol=1e-15, gtol=3e-16)
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42
tests/model/oscillating/test_osc_model_sol.py
Normal file
42
tests/model/oscillating/test_osc_model_sol.py
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@ -0,0 +1,42 @@
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import numpy
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import pathfinder.model.oscillating
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def chunk_n_sort(pts):
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pt_length = 6
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chunked_pts = [pts[i: i + pt_length] for i in range(0, len(pts), pt_length)]
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return sorted(chunked_pts, key=lambda x: x[0])
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def print_result(msg, result):
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print(msg)
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print(f"\tResult: {chunk_n_sort(result.x)}")
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print(f"\tSuccess: {result.success}. {result.message}")
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try:
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print(f"\tFunc evals: {result.nfev}")
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except AttributeError:
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pass
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try:
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print(f"\tJacb evals: {result.njev}")
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except AttributeError:
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pass
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def test_one_dipole_six_dot_two_frequencies():
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# setup
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dot_inputs = [
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([0, 0, .01], 5), ([-1, 0, -.01], 5), ([-2, 0, 0], 5), ([-1, -1, 0], 5), ([-1, -1, 1], 5), ([0, -2, 0], 5),
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([0, 0, .01], 1), ([-1, 0, -.01], 1), ([-2, 0, 0], 1), ([-1, -1, 0], 1), ([-1, -1, 1], 1), ([0, -2, 0], 1)
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]
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dipole = pathfinder.model.oscillating.OscillatingDipole([1, 2, 3], [0, 4, -1], 7)
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expected_result = numpy.array([1, 2, 3, 0, 4, -1, 7])
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dipole_arrangement = pathfinder.model.oscillating.OscillatingDipoleArrangement([dipole])
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dot_measurements = dipole_arrangement.get_dot_measurements(dot_inputs)
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model = pathfinder.model.oscillating.DotOscillatingDipoleModel(dot_measurements, 1)
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res = model.sol()
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print_result("one oscillating dipole six dots", res)
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assert res.success, "The solution for a single dipole and six dots should have succeeded."
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numpy.testing.assert_allclose(res.x, expected_result, err_msg="Dipole wasn't as expected.", rtol=1e-6, atol=1e-6)
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