dual quaternion policy model added
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from dual_quaternions import DualQuaternion
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import numpy as np
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class DualQuaternionSplines:
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def __init__(self, pose_vector, nr_interpolation_steps=10):
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self.pose_vector = pose_vector
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self.nr_interpolation_steps = nr_interpolation_steps
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self.dual_quaternions = self.parse_input_vector()
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def generate_trajectory(self):
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"""Generate an interpolated trajectory from the list of dual quaternions."""
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interpolated_trajectory = []
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for i in range(len(self.dual_quaternions) - 1):
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interpolated_trajectory.extend(self.interpolate_dual_quaternions(self.dual_quaternions[i],
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self.dual_quaternions[i+1],
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self.nr_interpolation_steps))
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return interpolated_trajectory
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def parse_input_vector(self):
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"""Parse the input vector into dual quaternions."""
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dual_quats = []
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for i in range(0, len(self.pose_vector), 7):
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pose = self.pose_vector[i:i+7]
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dq = self.quaternion_to_dual_quaternion(pose)
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dual_quats.append(dq)
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return dual_quats
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@staticmethod
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def quaternion_to_dual_quaternion(pose):
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"""Convert position and quaternion to a dual quaternion.
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:param pose: [q_rw, q_rx, q_ry, q_rz, q_tx, q_ty, q_tz]"""
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return DualQuaternion.from_quat_pose_array(pose)
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@staticmethod
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def interpolate_dual_quaternions(dq1, dq2, steps=10):
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"""Interpolate between two dual quaternions."""
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return [DualQuaternion.sclerp(dq1, dq2, t) for t in np.linspace(0, 1, steps)]
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# TODO
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import unittest
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from dual_quaternions import DualQuaternion
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from src.interaction_policy_representation.interaction_policy_representation.models.dual_quaternion_splines import DualQuaternionSplines
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class TestDualQuaternionSplines(unittest.TestCase):
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def setUp(self):
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# Example input vector (position + quaternion for 2 poses)
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self.input_vector = [1., 0., 0., 1., 0., 0., 0., 0., 1., 0., 0., 0., 1., 0.]
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# Expected dual quaternion for the first pose, adapted based on actual class functionality
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self.expected_first_dq = DualQuaternion.from_quat_pose_array(self.input_vector[:7])
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def test_parse_input_vector(self):
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trajectory = DualQuaternionSplines(self.input_vector)
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# Check if the first dual quaternion matches the expected one
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# This assumes the implementation details about how dual quaternions are stored
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self.assertAlmostEqual(trajectory.dual_quaternions[0].q_r.w, self.expected_first_dq.q_r.w, places=5)
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self.assertAlmostEqual(trajectory.dual_quaternions[0].q_r.x, self.expected_first_dq.q_r.x, places=5)
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# Add more assertions as needed for y, z, dual part
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def test_generate_trajectory(self):
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trajectory = DualQuaternionSplines(self.input_vector)
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interpolated_trajectory = trajectory.generate_trajectory()
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# Ensure the interpolated trajectory is not empty
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self.assertTrue(len(interpolated_trajectory) > 0)
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# Add more specific tests, e.g., comparing specific interpolated values
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if __name__ == '__main__':
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unittest.main()
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