Added rpt3d ros wrapper.
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252
extras/ros/rpt3d_wrapper_cpp/src/rpt3d_wrapper.cpp
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252
extras/ros/rpt3d_wrapper_cpp/src/rpt3d_wrapper.cpp
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#include <atomic>
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#include <chrono>
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#include <iostream>
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#include <string>
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#include <vector>
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// ROS2
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#include <rclcpp/rclcpp.hpp>
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#include <std_msgs/msg/string.hpp>
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// JSON library
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#include "/RapidPoseTriangulation/extras/include/nlohmann/json.hpp"
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using json = nlohmann::json;
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#include "rpt_msgs/msg/poses.hpp"
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#include "/RapidPoseTriangulation/rpt/camera.hpp"
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#include "/RapidPoseTriangulation/rpt/interface.hpp"
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// =================================================================================================
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static const std::vector<std::string> cam_ids = {
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"camera01",
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"camera02",
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"camera03",
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"camera04",
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"camera05",
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"camera06",
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"camera07",
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"camera08",
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"camera09",
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"camera10",
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};
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static const std::string pose_in_topic = "/poses/{}";
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static const std::string cam_info_topic = "/{}/calibration";
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static const std::string pose_out_topic = "/poses/humans3d";
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static const float min_match_score = 0.95;
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static const size_t min_group_size = 1;
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static const std::array<std::array<float, 3>, 2> roomparams = {{
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{4.0, 5.0, 2.2},
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{1.0, 0.0, 1.1},
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}};
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// =================================================================================================
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// =================================================================================================
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class Rpt3DWrapperNode : public rclcpp::Node
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{
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public:
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Rpt3DWrapperNode()
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: Node("rpt3d_wrapper")
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{
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this->all_cams_set = false;
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this->cameras.resize(cam_ids.size());
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this->all_poses.resize(cam_ids.size());
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this->all_timestamps.resize(cam_ids.size());
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this->all_poses_set.resize(cam_ids.size(), false);
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// Load 3D model
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tri_model = std::make_unique<Triangulator>(
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min_match_score, min_group_size);
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// QoS
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rclcpp::QoS qos_profile(1);
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qos_profile.reliable();
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qos_profile.keep_last(1);
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// Setup subscribers
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for (size_t i = 0; i < cam_ids.size(); i++)
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{
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std::string cam_id = cam_ids[i];
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std::string topic_pose = pose_in_topic;
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std::string topic_cam = cam_info_topic;
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topic_pose.replace(topic_pose.find("{}"), 2, cam_id);
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topic_cam.replace(topic_cam.find("{}"), 2, cam_id);
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auto sub_pose = this->create_subscription<rpt_msgs::msg::Poses>(
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topic_pose, qos_profile,
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[this, i](const rpt_msgs::msg::Poses::SharedPtr msg)
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{
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this->callback_poses(msg, i);
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});
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sub_pose_list_.push_back(sub_pose);
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auto sub_cam = this->create_subscription<std_msgs::msg::String>(
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topic_cam, qos_profile,
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[this, i](const std_msgs::msg::String::SharedPtr msg)
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{
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this->callback_cam_info(msg, i);
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});
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sub_cam_list_.push_back(sub_cam);
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}
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// Setup publisher
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pose_pub_ = this->create_publisher<rpt_msgs::msg::Poses>(pose_out_topic, qos_profile);
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RCLCPP_INFO(this->get_logger(), "Finished initialization of pose triangulator.");
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}
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private:
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std::vector<rclcpp::Subscription<rpt_msgs::msg::Poses>::SharedPtr> sub_pose_list_;
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std::vector<rclcpp::Subscription<std_msgs::msg::String>::SharedPtr> sub_cam_list_;
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rclcpp::Publisher<rpt_msgs::msg::Poses>::SharedPtr pose_pub_;
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std::unique_ptr<Triangulator> tri_model;
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std::vector<Camera> cameras;
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std::atomic<bool> all_cams_set;
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std::vector<std::vector<std::vector<std::array<float, 3>>>> all_poses;
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std::vector<double> all_timestamps;
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std::vector<bool> all_poses_set;
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void callback_poses(const rpt_msgs::msg::Poses::SharedPtr msg, size_t cam_idx);
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void callback_cam_info(const std_msgs::msg::String::SharedPtr msg, size_t cam_idx);
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};
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// =================================================================================================
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void Rpt3DWrapperNode::callback_cam_info(const std_msgs::msg::String::SharedPtr msg, size_t cam_idx)
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{
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json cam = json::parse(msg->data);
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Camera camera;
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camera.name = cam["name"].get<std::string>();
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camera.K = cam["K"].get<std::array<std::array<float, 3>, 3>>();
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camera.DC = cam["DC"].get<std::vector<float>>();
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camera.R = cam["R"].get<std::array<std::array<float, 3>, 3>>();
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camera.T = cam["T"].get<std::array<std::array<float, 1>, 3>>();
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camera.width = cam["width"].get<int>();
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camera.height = cam["height"].get<int>();
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camera.type = cam["type"].get<std::string>();
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cameras[cam_idx] = camera;
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// Check if all cameras are set
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bool all_set = true;
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for (size_t i = 0; i < cam_ids.size(); i++)
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{
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if (cameras[i].name.empty())
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{
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all_set = false;
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break;
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}
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}
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this->all_cams_set = all_set;
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}
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// =================================================================================================
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void Rpt3DWrapperNode::callback_poses(const rpt_msgs::msg::Poses::SharedPtr msg, size_t cam_idx)
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{
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if (!this->all_cams_set)
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{
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RCLCPP_WARN(this->get_logger(), "Skipping frame, still waiting for cameras...");
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return;
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}
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auto ts_image = std::chrono::high_resolution_clock::now();
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std::vector<std::vector<std::array<float, 3>>> poses;
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std::vector<std::string> &joint_names_2d = msg->joint_names;
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// Unflatten poses
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size_t idx = 0;
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std::vector<int32_t> &bshape = msg->bodies_shape;
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for (int32_t i = 0; i < bshape[0]; ++i)
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{
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std::vector<std::array<float, 3>> body;
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for (int32_t j = 0; j < bshape[1]; ++j)
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{
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std::array<float, 3> joint;
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for (int32_t k = 0; k < bshape[2]; ++k)
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{
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joint[k] = msg->bodies_flat[idx];
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++idx;
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}
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body.push_back(std::move(joint));
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}
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poses.push_back(std::move(body));
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}
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this->all_poses[cam_idx] = std::move(poses);
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this->all_poses_set[cam_idx] = true;
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this->all_timestamps[cam_idx] = msg->header.stamp.sec + msg->header.stamp.nanosec / 1.0e9;
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// If not all poses are set, return and wait for the others
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for (size_t i = 0; i < cam_ids.size(); i++)
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{
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if (!this->all_poses_set[i])
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{
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return;
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}
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}
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// Call model
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const auto valid_poses = tri_model->triangulate_poses(
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all_poses, cameras, roomparams, joint_names_2d);
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// Calculate timings
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double min_ts = *std::min_element(all_timestamps.begin(), all_timestamps.end());
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auto ts_pose = std::chrono::high_resolution_clock::now();
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double ts_pose_sec = std::chrono::duration<double>(ts_pose.time_since_epoch()).count();
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double z_trigger_pose3d = ts_pose_sec - min_ts;
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json jdata;
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jdata["timestamps"] = {
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{"trigger", min_ts},
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{"pose3d", ts_pose_sec},
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{"z-trigger-pose3d", z_trigger_pose3d}};
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// Publish message
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auto pose_msg = rpt_msgs::msg::Poses();
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pose_msg.header = msg->header;
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pose_msg.header.stamp.sec = static_cast<int>(min_ts);
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pose_msg.header.stamp.nanosec = (min_ts - pose_msg.header.stamp.sec) * 1.0e9;
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std::vector<int32_t> pshape = {(int)valid_poses.size(), (int)joint_names_2d.size(), 4};
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pose_msg.bodies_shape = bshape;
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pose_msg.bodies_flat.reserve(pshape[0] * pshape[1] * pshape[2]);
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for (int32_t i = 0; i < pshape[0]; i++)
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{
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for (int32_t j = 0; j < pshape[1]; j++)
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{
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for (int32_t k = 0; k < pshape[2]; k++)
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{
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pose_msg.bodies_flat.push_back(valid_poses[i][j][k]);
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}
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}
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}
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pose_msg.joint_names = joint_names_2d;
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pose_msg.extra_data = jdata.dump();
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pose_pub_->publish(pose_msg);
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// Print info
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double elapsed_time = std::chrono::duration<double>(
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std::chrono::high_resolution_clock::now() - ts_image)
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.count();
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std::cout << "Detected persons: " << valid_poses.size()
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<< " - Prediction time: " << elapsed_time << "s" << std::endl;
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this->all_poses_set = std::vector<bool>(cam_ids.size(), false);
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}
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// =================================================================================================
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// =================================================================================================
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int main(int argc, char **argv)
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{
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rclcpp::init(argc, argv);
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auto node = std::make_shared<Rpt3DWrapperNode>();
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rclcpp::spin(node);
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rclcpp::shutdown();
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return 0;
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}
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