cartographer/cartographer/mapping/2d/probability_grid_test.cc

207 lines
7.6 KiB
C++

/*
* Copyright 2016 The Cartographer Authors
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
#include "cartographer/mapping/2d/probability_grid.h"
#include <random>
#include "cartographer/mapping/probability_values.h"
#include "gtest/gtest.h"
namespace cartographer {
namespace mapping {
namespace {
using Eigen::Array2i;
using Eigen::Vector2f;
TEST(ProbabilityGridTest, ProtoConstructor) {
proto::Grid2D proto;
const MapLimits limits(1., {2., 3.}, CellLimits(4., 5.));
*proto.mutable_limits() = ToProto(limits);
for (int i = 6; i < 12; ++i) {
proto.mutable_cells()->Add(static_cast<uint16>(i));
}
proto.mutable_known_cells_box()->set_max_x(19);
proto.mutable_known_cells_box()->set_max_y(20);
proto.mutable_known_cells_box()->set_min_x(21);
proto.mutable_known_cells_box()->set_min_y(22);
proto.mutable_probability_grid_2d();
ValueConversionTables conversion_tables;
ProbabilityGrid grid(proto, &conversion_tables);
EXPECT_EQ(proto.limits().DebugString(), ToProto(grid.limits()).DebugString());
EXPECT_EQ(grid.GetGridType(), GridType::PROBABILITY_GRID);
// TODO(macmason): Figure out how to test the contents of cells_ and
// {min, max}_{x, y}_ gracefully.
}
TEST(ProbabilityGridTest, ConstructorGridType) {
ValueConversionTables conversion_tables;
ProbabilityGrid probability_grid(
MapLimits(1., Eigen::Vector2d(1., 1.), CellLimits(2, 2)),
&conversion_tables);
EXPECT_EQ(probability_grid.GetGridType(), GridType::PROBABILITY_GRID);
}
TEST(ProbabilityGridTest, ToProto) {
ValueConversionTables conversion_tables;
ProbabilityGrid probability_grid(
MapLimits(1., Eigen::Vector2d(1., 1.), CellLimits(2, 2)),
&conversion_tables);
const auto proto = probability_grid.ToProto();
EXPECT_EQ(ToProto(probability_grid.limits()).DebugString(),
proto.limits().DebugString());
// TODO(macmason): Figure out how to test the contents of cells_ and
// {min, max}_{x, y}_ gracefully.
}
TEST(ProbabilityGridTest, ApplyOdds) {
ValueConversionTables conversion_tables;
ProbabilityGrid probability_grid(
MapLimits(1., Eigen::Vector2d(1., 1.), CellLimits(2, 2)),
&conversion_tables);
const MapLimits& limits = probability_grid.limits();
EXPECT_TRUE(limits.Contains(Array2i(0, 0)));
EXPECT_TRUE(limits.Contains(Array2i(0, 1)));
EXPECT_TRUE(limits.Contains(Array2i(1, 0)));
EXPECT_TRUE(limits.Contains(Array2i(1, 1)));
EXPECT_FALSE(probability_grid.IsKnown(Array2i(0, 0)));
EXPECT_FALSE(probability_grid.IsKnown(Array2i(0, 1)));
EXPECT_FALSE(probability_grid.IsKnown(Array2i(1, 0)));
EXPECT_FALSE(probability_grid.IsKnown(Array2i(1, 1)));
probability_grid.SetProbability(Array2i(1, 0), 0.5);
probability_grid.ApplyLookupTable(
Array2i(1, 0),
ComputeLookupTableToApplyCorrespondenceCostOdds(Odds(0.9)));
probability_grid.FinishUpdate();
EXPECT_GT(probability_grid.GetProbability(Array2i(1, 0)), 0.5);
probability_grid.SetProbability(Array2i(0, 1), 0.5);
probability_grid.ApplyLookupTable(
Array2i(0, 1),
ComputeLookupTableToApplyCorrespondenceCostOdds(Odds(0.1)));
probability_grid.FinishUpdate();
EXPECT_LT(probability_grid.GetProbability(Array2i(0, 1)), 0.5);
// Tests adding odds to an unknown cell.
probability_grid.ApplyLookupTable(
Array2i(1, 1),
ComputeLookupTableToApplyCorrespondenceCostOdds(Odds(0.42)));
EXPECT_NEAR(probability_grid.GetProbability(Array2i(1, 1)), 0.42, 1e-4);
// Tests that further updates are ignored if FinishUpdate() isn't called.
probability_grid.ApplyLookupTable(
Array2i(1, 1),
ComputeLookupTableToApplyCorrespondenceCostOdds(Odds(0.9)));
EXPECT_NEAR(probability_grid.GetProbability(Array2i(1, 1)), 0.42, 1e-4);
probability_grid.FinishUpdate();
probability_grid.ApplyLookupTable(
Array2i(1, 1),
ComputeLookupTableToApplyCorrespondenceCostOdds(Odds(0.9)));
EXPECT_GT(probability_grid.GetProbability(Array2i(1, 1)), 0.42);
}
TEST(ProbabilityGridTest, GetProbability) {
ValueConversionTables conversion_tables;
ProbabilityGrid probability_grid(
MapLimits(1., Eigen::Vector2d(1., 2.), CellLimits(2, 2)),
&conversion_tables);
const MapLimits& limits = probability_grid.limits();
EXPECT_EQ(1., limits.max().x());
EXPECT_EQ(2., limits.max().y());
const CellLimits& cell_limits = limits.cell_limits();
ASSERT_EQ(2, cell_limits.num_x_cells);
ASSERT_EQ(2, cell_limits.num_y_cells);
probability_grid.SetProbability(limits.GetCellIndex(Vector2f(-0.5f, 0.5f)),
kMaxProbability);
EXPECT_NEAR(probability_grid.GetProbability(
limits.GetCellIndex(Vector2f(-0.5f, 0.5f))),
kMaxProbability, 1e-6);
for (const Array2i& xy_index : {limits.GetCellIndex(Vector2f(-0.5f, 1.5f)),
limits.GetCellIndex(Vector2f(0.5f, 0.5f)),
limits.GetCellIndex(Vector2f(0.5f, 1.5f))}) {
EXPECT_TRUE(limits.Contains(xy_index));
EXPECT_FALSE(probability_grid.IsKnown(xy_index));
}
}
TEST(ProbabilityGridTest, GetCellIndex) {
ValueConversionTables conversion_tables;
ProbabilityGrid probability_grid(
MapLimits(2., Eigen::Vector2d(8., 14.), CellLimits(14, 8)),
&conversion_tables);
const MapLimits& limits = probability_grid.limits();
const CellLimits& cell_limits = limits.cell_limits();
ASSERT_EQ(14, cell_limits.num_x_cells);
ASSERT_EQ(8, cell_limits.num_y_cells);
EXPECT_TRUE(
(Array2i(0, 0) == limits.GetCellIndex(Vector2f(7.f, 13.f))).all());
EXPECT_TRUE(
(Array2i(13, 0) == limits.GetCellIndex(Vector2f(7.f, -13.f))).all());
EXPECT_TRUE(
(Array2i(0, 7) == limits.GetCellIndex(Vector2f(-7.f, 13.f))).all());
EXPECT_TRUE(
(Array2i(13, 7) == limits.GetCellIndex(Vector2f(-7.f, -13.f))).all());
// Check around the origin.
EXPECT_TRUE(
(Array2i(6, 3) == limits.GetCellIndex(Vector2f(0.5f, 0.5f))).all());
EXPECT_TRUE(
(Array2i(6, 3) == limits.GetCellIndex(Vector2f(1.5f, 1.5f))).all());
EXPECT_TRUE(
(Array2i(7, 3) == limits.GetCellIndex(Vector2f(0.5f, -0.5f))).all());
EXPECT_TRUE(
(Array2i(6, 4) == limits.GetCellIndex(Vector2f(-0.5f, 0.5f))).all());
EXPECT_TRUE(
(Array2i(7, 4) == limits.GetCellIndex(Vector2f(-0.5f, -0.5f))).all());
}
TEST(ProbabilityGridTest, CorrectCropping) {
// Create a probability grid with random values.
std::mt19937 rng(42);
std::uniform_real_distribution<float> value_distribution(kMinProbability,
kMaxProbability);
ValueConversionTables conversion_tables;
ProbabilityGrid probability_grid(
MapLimits(0.05, Eigen::Vector2d(10., 10.), CellLimits(400, 400)),
&conversion_tables);
for (const Array2i& xy_index :
XYIndexRangeIterator(Array2i(100, 100), Array2i(299, 299))) {
probability_grid.SetProbability(xy_index, value_distribution(rng));
}
Array2i offset;
CellLimits limits;
probability_grid.ComputeCroppedLimits(&offset, &limits);
EXPECT_TRUE((offset == Array2i(100, 100)).all());
EXPECT_EQ(limits.num_x_cells, 200);
EXPECT_EQ(limits.num_y_cells, 200);
}
} // namespace
} // namespace mapping
} // namespace cartographer