gtsam/python/gtsam/tests/test_Pose2.py

107 lines
3.1 KiB
Python

"""
GTSAM Copyright 2010-2019, Georgia Tech Research Corporation,
Atlanta, Georgia 30332-0415
All Rights Reserved
See LICENSE for the license information
Pose2 unit tests.
Author: Frank Dellaert & Duy Nguyen Ta & John Lambert
"""
import math
import unittest
import gtsam
import numpy as np
from gtsam import Point2, Point2Pairs, Pose2
from gtsam.utils.test_case import GtsamTestCase
class TestPose2(GtsamTestCase):
"""Test selected Pose2 methods."""
def test_adjoint(self) -> None:
"""Test adjoint method."""
xi = np.array([1, 2, 3])
expected = np.dot(Pose2.adjointMap_(xi), xi)
actual = Pose2.adjoint_(xi, xi)
np.testing.assert_array_equal(actual, expected)
def test_transformTo(self):
"""Test transformTo method."""
pose = Pose2(2, 4, -math.pi/2)
actual = pose.transformTo(Point2(3, 2))
expected = Point2(2, 1)
self.gtsamAssertEquals(actual, expected, 1e-6)
# multi-point version
points = np.stack([Point2(3, 2), Point2(3, 2)]).T
actual_array = pose.transformTo(points)
self.assertEqual(actual_array.shape, (2, 2))
expected_array = np.stack([expected, expected]).T
np.testing.assert_allclose(actual_array, expected_array, atol=1e-6)
def test_transformFrom(self):
"""Test transformFrom method."""
pose = Pose2(2, 4, -math.pi/2)
actual = pose.transformFrom(Point2(2, 1))
expected = Point2(3, 2)
self.gtsamAssertEquals(actual, expected, 1e-6)
# multi-point version
points = np.stack([Point2(2, 1), Point2(2, 1)]).T
actual_array = pose.transformFrom(points)
self.assertEqual(actual_array.shape, (2, 2))
expected_array = np.stack([expected, expected]).T
np.testing.assert_allclose(actual_array, expected_array, atol=1e-6)
def test_align(self) -> None:
"""Ensure estimation of the Pose2 element to align two 2d point clouds succeeds.
Two point clouds represent horseshoe-shapes of the same size, just rotated and translated:
| X---X
| |
| X---X
------------------
|
|
O | O
| | |
O---O
"""
pts_a = [
Point2(1, -3),
Point2(1, -5),
Point2(-1, -5),
Point2(-1, -3),
]
pts_b = [
Point2(3, 1),
Point2(1, 1),
Point2(1, 3),
Point2(3, 3),
]
# fmt: on
ab_pairs = Point2Pairs(list(zip(pts_a, pts_b)))
aTb = Pose2.Align(ab_pairs)
self.assertIsNotNone(aTb)
for pt_a, pt_b in zip(pts_a, pts_b):
pt_a_ = aTb.transformFrom(pt_b)
np.testing.assert_allclose(pt_a, pt_a_)
# Matrix version
A = np.array(pts_a).T
B = np.array(pts_b).T
aTb = Pose2.Align(A, B)
self.assertIsNotNone(aTb)
for pt_a, pt_b in zip(pts_a, pts_b):
pt_a_ = aTb.transformFrom(pt_b)
np.testing.assert_allclose(pt_a, pt_a_)
if __name__ == "__main__":
unittest.main()