#include #include #include /* srand, rand */ #ifdef __linux__ #include #endif #include #include "utils.h" #include "baggageDetect.hpp" #include "handler.h" #include #include #include #include #include #include #include #include #include #include #include #include #include "Yolo3Detection.h" //#include "CenternetDetection.h" //#include "MobilenetDetection.h" #include "evaluation.h" #include #include #include using namespace std; char ntype = 'y'; const char *config_filename = "../demo/config.yaml"; const char * net = "../demo/yolo4_fp32.rt"; // const char * img_path = "../demo/demo.jpg"; // char * img_path; bool show = false; bool verbose; int classes, map_points, map_levels; float map_step, IoU_thresh, conf_thresh; tk::dnn::Yolo3Detection yolo; // tk::dnn::CenternetDetection cnet; // tk::dnn::MobilenetDetection mbnet; tk::dnn::DetectionNN *detNN; int n_classes = classes; std::vector images; std::vector detected_bbox; tk::dnn::Frame f; //read parametersi handler::handler(utility::string_t url):m_listener(url) { m_listener.support(methods::POST, bind(&handler::handle_post, this, placeholders::_1)); } string name_from_path(string path) { return path.substr(path.find_last_of("/\\")+1); } void init_bag(){//tk::dnn::readmAPParams(config_filename, classes, map_points, map_levels, map_step, //IoU_thresh, conf_thresh, verbose); //extract network name from rt path std::string net_name; removePathAndExtension(net, net_name); std::cout<<"Network: "<init(net, n_classes, 1, conf_thresh); //read images // std::ifstream all_labels(labels_path); // std::cout << timeSinceEpochMillisec() << std::endl; std::string l_filename; //std::vector images; //std::vector detected_bbox; std::cout<<"Reading groundtruth and generating detections"< http_get_vars = uri::split_query(request.request_uri().query()); map::iterator it = http_get_vars.find("name"); // std::cout< v) { ustring = {v.begin(),v.end()}; len = ustring.size(); }).wait(); BOOST_LOG_TRIVIAL(info) << "[" << name_from_path(string(__FILE__)) << " " << __LINE__ << "] " << "Detection Started"; // img_path=(unsigned char *)ustring.c_str(); //reading binary data and storing it in a pointer // std::string body = request.extract_string().get(); //string img_data= (string)http_get_vars[:]; std::cout< batch_frames; batch_frames.push_back(frame); int height = frame.rows; int width = frame.cols; // if(!frame.data) // break; std::vector batch_dnn_input; batch_dnn_input.push_back(frame.clone()); std::cout<<"test1"<<"\n"; //inference detected_bbox.clear(); detNN->update(batch_dnn_input,1); detNN->draw(batch_frames); detected_bbox = detNN->detected; std::cout<<"test2"<<"\n"; try{ json::value response; vector jsonArray; // save detections labels for(auto d:detected_bbox){ //convert detected bb in the same format as label /// / / / tk::dnn::BoundingBox b; b.x = (d.x + d.w/2) / width; b.y = (d.y + d.h/2) / height; b.w = d.w / width; b.h = d.h / height; b.prob = d.prob; b.cl = d.cl; //f.det.push_back(b); json::value detection; detection["label"] = json::value::number(b.cl); detection["x"] = json::value::number(b.x); detection["y"] = json::value::number(b.y); detection["w"] = json::value::number(b.w); detection["h"] = json::value::number(b.h); detection["prob"] = json::value::number(b.prob); jsonArray.push_back(detection); std::cout<< d.cl << " "<< d.prob << " "<< b.x << " "<< b.y << " "<< b.w << " "<< b.h <<"\n"; if(show)// draw rectangle for detection cv::rectangle(batch_frames[0], cv::Point(d.x, d.y), cv::Point(d.x + d.w, d.y + d.h), cv::Scalar(0, 0, 255), 2); } //images.push_back(f); if(show){ cv::imshow("detection", batch_frames[0]); cv::waitKey(0); } response["detections"] = json::value::array(jsonArray); //JSON Response request.reply(status_codes::OK,response.serialize()); // free(detectboxes); BOOST_LOG_TRIVIAL(info) << "[" << name_from_path(string(__FILE__)) << " " << __LINE__ << "] " << "Detection Completed and Response sent"; } catch (exception const& e) { BOOST_LOG_TRIVIAL(error) << "[" << name_from_path(string(__FILE__)) << " " << __LINE__ << "] " << e.what(); request.reply(status_codes::BadRequest, e.what()); } // std::cout << timeSinceEpochMillisec() << std::endl; return ; }