added test for full ISAM2 update method

release/4.3a0
Varun Agrawal 2020-02-03 16:50:32 -05:00
parent d3bcfddfb5
commit 6992f0d64c
2 changed files with 52 additions and 4 deletions

View File

@ -6,15 +6,18 @@ All Rights Reserved
See LICENSE for the license information
visual_isam unit tests.
Author: Frank Dellaert & Duy Nguyen Ta (Python)
Author: Frank Dellaert & Duy Nguyen Ta & Varun Agrawal (Python)
"""
# pylint: disable=maybe-no-member,invalid-name
import unittest
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
from gtsam import symbol
class TestVisualISAMExample(GtsamTestCase):
"""Test class for ISAM2 with visual landmarks."""
@ -53,6 +56,51 @@ class TestVisualISAMExample(GtsamTestCase):
point_j = result.atPoint3(symbol('l', j))
self.gtsamAssertEquals(point_j, truth.points[j], 1e-5)
def test_isam2_update(self):
"""
Test for full version of ISAM2::update method
"""
# 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)
remove_factor_indices = gtsam.FactorIndices()
constrained_keys = gtsam.KeyGroupMap()
no_relin_keys = gtsam.KeyList()
extra_reelim_keys = gtsam.KeyList()
isamArgs = (remove_factor_indices,
constrained_keys,
no_relin_keys,
extra_reelim_keys,
False)
# 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, isamArgs)
for i in range(len(truth.cameras)):
pose_i = result.atPose3(symbol(ord('x'), i))
self.gtsamAssertEquals(pose_i, truth.cameras[i].pose(), 1e-5)
for j in range(len(truth.points)):
point_j = result.atPoint3(symbol(ord('l'), j))
self.gtsamAssertEquals(point_j, truth.points[j], 1e-5)
if __name__ == "__main__":
unittest.main()

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@ -79,7 +79,7 @@ def initialize(data, truth, options):
return isam, result, nextPoseIndex
def step(data, isam, result, truth, currPoseIndex):
def step(data, isam, result, truth, currPoseIndex, isamArgs=()):
'''
Do one step isam update
@param[in] data: measurement data (odometry and visual measurements and their noiseModels)
@ -123,7 +123,7 @@ def step(data, isam, result, truth, currPoseIndex):
# Update ISAM
# figure(1)tic
isam.update(newFactors, initialEstimates)
isam.update(newFactors, initialEstimates, *isamArgs)
# t=toc plot(frame_i,t,'r.') tic
newResult = isam.calculateEstimate()
# t=toc plot(frame_i,t,'g.')