gtsam/python/gtsam/tests/test_VisualISAMExample.py

58 lines
1.7 KiB
Python

"""
GTSAM Copyright 2010-2019, Georgia Tech Research Corporation,
Atlanta, Georgia 30332-0415
All Rights Reserved
See LICENSE for the license information
visual_isam unit tests.
Author: Frank Dellaert & Duy Nguyen Ta (Python)
"""
import unittest
import numpy as np
import gtsam
import gtsam.utils.visual_data_generator as generator
import gtsam.utils.visual_isam as visual_isam
from gtsam import symbol
from gtsam.utils.test_case import GtsamTestCase
class TestVisualISAMExample(GtsamTestCase):
def test_VisualISAMExample(self):
# Data Options
options = generator.Options()
options.triangle = False
options.nrCameras = 20
# iSAM Options
isamOptions = visual_isam.Options()
isamOptions.hardConstraint = False
isamOptions.pointPriors = False
isamOptions.batchInitialization = True
isamOptions.reorderInterval = 10
isamOptions.alwaysRelinearize = False
# Generate data
data, truth = generator.generate_data(options)
# Initialize iSAM with the first pose and points
isam, result, nextPose = visual_isam.initialize(data, truth, isamOptions)
# Main loop for iSAM: stepping through all poses
for currentPose in range(nextPose, options.nrCameras):
isam, result = visual_isam.step(data, isam, result, truth, currentPose)
for i in range(len(truth.cameras)):
pose_i = result.atPose3(symbol('x', i))
self.gtsamAssertEquals(pose_i, truth.cameras[i].pose(), 1e-5)
for j in range(len(truth.points)):
point_j = result.atPoint3(symbol('l', j))
self.gtsamAssertEquals(point_j, truth.points[j], 1e-5)
if __name__ == "__main__":
unittest.main()