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City10000.h
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/* ----------------------------------------------------------------------------
* GTSAM Copyright 2010-2020, Georgia Tech Research Corporation,
* Atlanta, Georgia 30332-0415
* All Rights Reserved
* Authors: Frank Dellaert, et al. (see THANKS for the full author list)
* See LICENSE for the license information
* -------------------------------------------------------------------------- */
/**
* @file City10000.h
* @brief Class for City10000 dataset
* @author Varun Agrawal
* @date February 3, 2025
*/
#include <gtsam/geometry/Pose2.h>
#include <fstream>
using namespace gtsam;
using symbol_shorthand::X;
auto kOpenLoopModel = noiseModel::Diagonal::Sigmas(Vector3::Ones() * 10);
const double kOpenLoopConstant = kOpenLoopModel->negLogConstant();
auto kPriorNoiseModel = noiseModel::Diagonal::Sigmas(
(Vector(3) << 0.0001, 0.0001, 0.0001).finished());
auto kPoseNoiseModel = noiseModel::Diagonal::Sigmas(
(Vector(3) << 1.0 / 30.0, 1.0 / 30.0, 1.0 / 100.0).finished());
const double kPoseNoiseConstant = kPoseNoiseModel->negLogConstant();
class City10000Dataset {
std::ifstream in_;
/// Read a `line` from the dataset, separated by the `delimiter`.
std::vector<std::string> readLine(const std::string& line,
const std::string& delimiter = " ") const {
std::vector<std::string> parts;
auto start = 0U;
auto end = line.find(delimiter);
while (end != std::string::npos) {
parts.push_back(line.substr(start, end - start));
start = end + delimiter.length();
end = line.find(delimiter, start);
}
return parts;
}
public:
City10000Dataset(const std::string& filename) : in_(filename) {
if (!in_.is_open()) {
std::cerr << "Failed to open file: " << filename << std::endl;
}
}
/// Parse line from file
std::pair<std::vector<Pose2>, std::pair<size_t, size_t>> parseLine(
const std::string& line) const {
std::vector<std::string> parts = readLine(line);
size_t keyS = stoi(parts[1]);
size_t keyT = stoi(parts[3]);
int numMeasurements = stoi(parts[5]);
std::vector<Pose2> poseArray(numMeasurements);
for (int i = 0; i < numMeasurements; ++i) {
double x = stod(parts[6 + 3 * i]);
double y = stod(parts[7 + 3 * i]);
double rad = stod(parts[8 + 3 * i]);
poseArray[i] = Pose2(x, y, rad);
}
return {poseArray, {keyS, keyT}};
}
/// Read and parse the next line.
bool next(std::vector<Pose2>* poseArray, std::pair<size_t, size_t>* keys) {
std::string line;
if (getline(in_, line)) {
std::tie(*poseArray, *keys) = parseLine(line);
return true;
} else
return false;
}
};
/**
* @brief Write the result of optimization to file.
*
* @param result The Values object with the final result.
* @param num_poses The number of poses to write to the file.
* @param filename The file name to save the result to.
*/
void writeResult(const Values& result, size_t numPoses,
const std::string& filename = "Hybrid_city10000.txt") {
std::ofstream outfile;
outfile.open(filename);
for (size_t i = 0; i < numPoses; ++i) {
Pose2 outPose = result.at<Pose2>(X(i));
outfile << outPose.x() << " " << outPose.y() << " " << outPose.theta()
<< std::endl;
}
outfile.close();
std::cout << "Output written to " << filename << std::endl;
}