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http_stream.cpp
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#define _XOPEN_SOURCE
#include "image.h"
#include "http_stream.h"
//
// a single-threaded, multi client(using select), debug webserver - streaming out mjpg.
// on win, _WIN32 has to be defined, must link against ws2_32.lib (socks on linux are for free)
//
#include <cstdio>
#include <vector>
#include <iostream>
#include <algorithm>
#include <memory>
#include <mutex>
#include <thread>
#include <atomic>
#include <ctime>
using std::cerr;
using std::endl;
//
// socket related abstractions:
//
#ifdef _WIN32
#ifndef USE_CMAKE_LIBS
#pragma comment(lib, "ws2_32.lib")
#endif
#define WIN32_LEAN_AND_MEAN
#define _WINSOCK_DEPRECATED_NO_WARNINGS
#include <windows.h>
#include <winsock2.h>
#include <ws2tcpip.h>
#include "gettimeofday.h"
#define PORT unsigned long
#define ADDRPOINTER int*
struct _INIT_W32DATA
{
WSADATA w;
_INIT_W32DATA() { WSAStartup(MAKEWORD(2, 1), &w); }
} _init_once;
// Graceful closes will first close their output channels and then wait for the peer
// on the other side of the connection to close its output channels. When both sides are done telling
// each other they won,t be sending any more data (i.e., closing output channels),
// the connection can be closed fully, with no risk of reset.
static int close_socket(SOCKET s) {
int close_output = ::shutdown(s, 1); // 0 close input, 1 close output, 2 close both
char *buf = (char *)calloc(1024, sizeof(char));
::recv(s, buf, 1024, 0);
free(buf);
int close_input = ::shutdown(s, 0);
int result = ::closesocket(s);
cerr << "Close socket: out = " << close_output << ", in = " << close_input << " \n";
return result;
}
#else // _WIN32 - else: nix
#include "darkunistd.h"
#include <fcntl.h>
#include <sys/time.h>
#include <sys/types.h>
#include <sys/socket.h>
#include <netdb.h>
#include <netinet/in.h>
#include <arpa/inet.h>
#include <signal.h>
#define PORT unsigned short
#define SOCKET int
#define HOSTENT struct hostent
#define SOCKADDR struct sockaddr
#define SOCKADDR_IN struct sockaddr_in
#define ADDRPOINTER unsigned int*
#ifndef INVALID_SOCKET
#define INVALID_SOCKET -1
#endif
#ifndef SOCKET_ERROR
#define SOCKET_ERROR -1
#endif
struct _IGNORE_PIPE_SIGNAL
{
struct sigaction new_actn, old_actn;
_IGNORE_PIPE_SIGNAL() {
new_actn.sa_handler = SIG_IGN; // ignore the broken pipe signal
sigemptyset(&new_actn.sa_mask);
new_actn.sa_flags = 0;
sigaction(SIGPIPE, &new_actn, &old_actn);
// sigaction (SIGPIPE, &old_actn, NULL); // - to restore the previous signal handling
}
} _init_once;
static int close_socket(SOCKET s) {
int close_output = ::shutdown(s, 1); // 0 close input, 1 close output, 2 close both
char *buf = (char *)calloc(1024, sizeof(char));
::recv(s, buf, 1024, 0);
free(buf);
int close_input = ::shutdown(s, 0);
int result = close(s);
std::cerr << "Close socket: out = " << close_output << ", in = " << close_input << " \n";
return result;
}
#endif // _WIN32
class JSON_sender
{
SOCKET sock;
SOCKET maxfd;
fd_set master;
int timeout; // master sock timeout, shutdown after timeout usec.
int close_all_sockets;
int _write(int sock, char const*const s, int len)
{
if (len < 1) { len = strlen(s); }
return ::send(sock, s, len, 0);
}
public:
JSON_sender(int port = 0, int _timeout = 400000)
: sock(INVALID_SOCKET)
, timeout(_timeout)
{
close_all_sockets = 0;
FD_ZERO(&master);
if (port)
open(port);
}
~JSON_sender()
{
close_all();
release();
}
bool release()
{
if (sock != INVALID_SOCKET)
::shutdown(sock, 2);
sock = (INVALID_SOCKET);
return false;
}
void close_all()
{
close_all_sockets = 1;
write("\n]"); // close JSON array
}
bool open(int port)
{
sock = ::socket(AF_INET, SOCK_STREAM, IPPROTO_TCP);
SOCKADDR_IN address;
address.sin_addr.s_addr = INADDR_ANY;
address.sin_family = AF_INET;
address.sin_port = htons(port); // ::htons(port);
int reuse = 1;
if (setsockopt(sock, SOL_SOCKET, SO_REUSEADDR, (const char*)&reuse, sizeof(reuse)) < 0)
cerr << "setsockopt(SO_REUSEADDR) failed" << endl;
// Non-blocking sockets
// Windows: ioctlsocket() and FIONBIO
// Linux: fcntl() and O_NONBLOCK
#ifdef WIN32
unsigned long i_mode = 1;
int result = ioctlsocket(sock, FIONBIO, &i_mode);
if (result != NO_ERROR) {
std::cerr << "ioctlsocket(FIONBIO) failed with error: " << result << std::endl;
}
#else // WIN32
int flags = fcntl(sock, F_GETFL, 0);
fcntl(sock, F_SETFL, flags | O_NONBLOCK);
#endif // WIN32
#ifdef SO_REUSEPORT
if (setsockopt(sock, SOL_SOCKET, SO_REUSEPORT, (const char*)&reuse, sizeof(reuse)) < 0)
cerr << "setsockopt(SO_REUSEPORT) failed" << endl;
#endif
if (::bind(sock, (SOCKADDR*)&address, sizeof(SOCKADDR_IN)) == SOCKET_ERROR)
{
cerr << "error JSON_sender: couldn't bind sock " << sock << " to port " << port << "!" << endl;
return release();
}
if (::listen(sock, 10) == SOCKET_ERROR)
{
cerr << "error JSON_sender: couldn't listen on sock " << sock << " on port " << port << " !" << endl;
return release();
}
FD_ZERO(&master);
FD_SET(sock, &master);
maxfd = sock;
return true;
}
bool isOpened()
{
return sock != INVALID_SOCKET;
}
bool write(char const* outputbuf)
{
fd_set rread = master;
struct timeval select_timeout = { 0, 0 };
struct timeval socket_timeout = { 0, timeout };
if (::select(maxfd + 1, &rread, NULL, NULL, &select_timeout) <= 0)
return true; // nothing broken, there's just noone listening
int outlen = static_cast<int>(strlen(outputbuf));
#ifdef _WIN32
for (unsigned i = 0; i<rread.fd_count; i++)
{
int addrlen = sizeof(SOCKADDR);
SOCKET s = rread.fd_array[i]; // fd_set on win is an array, while ...
#else
for (int s = 0; s <= maxfd; s++)
{
socklen_t addrlen = sizeof(SOCKADDR);
if (!FD_ISSET(s, &rread)) // ... on linux it's a bitmask ;)
continue;
#endif
if (s == sock) // request on master socket, accept and send main header.
{
SOCKADDR_IN address = { 0 };
SOCKET client = ::accept(sock, (SOCKADDR*)&address, &addrlen);
if (client == SOCKET_ERROR)
{
cerr << "error JSON_sender: couldn't accept connection on sock " << sock << " !" << endl;
return false;
}
if (setsockopt(client, SOL_SOCKET, SO_RCVTIMEO, (char *)&socket_timeout, sizeof(socket_timeout)) < 0) {
cerr << "error JSON_sender: SO_RCVTIMEO setsockopt failed\n";
}
if (setsockopt(client, SOL_SOCKET, SO_SNDTIMEO, (char *)&socket_timeout, sizeof(socket_timeout)) < 0) {
cerr << "error JSON_sender: SO_SNDTIMEO setsockopt failed\n";
}
maxfd = (maxfd>client ? maxfd : client);
FD_SET(client, &master);
_write(client, "HTTP/1.0 200 OK\r\n", 0);
_write(client,
"Server: Mozarella/2.2\r\n"
"Accept-Range: bytes\r\n"
"Connection: close\r\n"
"Max-Age: 0\r\n"
"Expires: 0\r\n"
"Cache-Control: no-cache, private\r\n"
"Pragma: no-cache\r\n"
"Content-Type: application/json\r\n"
//"Content-Type: multipart/x-mixed-replace; boundary=boundary\r\n"
"\r\n", 0);
_write(client, "[\n", 0); // open JSON array
int n = _write(client, outputbuf, outlen);
cerr << "JSON_sender: new client " << client << endl;
}
else // existing client, just stream pix
{
//char head[400];
// application/x-resource+json or application/x-collection+json - when you are representing REST resources and collections
// application/json or text/json or text/javascript or text/plain.
// https://stackoverflow.com/questions/477816/what-is-the-correct-json-content-type
//sprintf(head, "\r\nContent-Length: %zu\r\n\r\n", outlen);
//sprintf(head, "--boundary\r\nContent-Type: application/json\r\nContent-Length: %zu\r\n\r\n", outlen);
//_write(s, head, 0);
if (!close_all_sockets) _write(s, ", \n", 0);
int n = _write(s, outputbuf, outlen);
if (n < (int)outlen)
{
cerr << "JSON_sender: kill client " << s << endl;
close_socket(s);
//::shutdown(s, 2);
FD_CLR(s, &master);
}
if (close_all_sockets) {
int result = close_socket(s);
cerr << "JSON_sender: close clinet: " << result << " \n";
continue;
}
}
}
if (close_all_sockets) {
int result = close_socket(sock);
cerr << "JSON_sender: close acceptor: " << result << " \n\n";
}
return true;
}
};
// ----------------------------------------
static std::unique_ptr<JSON_sender> js_ptr;
static std::mutex mtx;
void delete_json_sender()
{
std::lock_guard<std::mutex> lock(mtx);
js_ptr.release();
}
void send_json_custom(char const* send_buf, int port, int timeout)
{
try {
std::lock_guard<std::mutex> lock(mtx);
if(!js_ptr) js_ptr.reset(new JSON_sender(port, timeout));
js_ptr->write(send_buf);
}
catch (...) {
cerr << " Error in send_json_custom() function \n";
}
}
void send_json(detection *dets, int nboxes, int classes, char **names, long long int frame_id, int port, int timeout)
{
try {
char *send_buf = detection_to_json(dets, nboxes, classes, names, frame_id, NULL);
send_json_custom(send_buf, port, timeout);
std::cout << " JSON-stream sent. \n";
free(send_buf);
}
catch (...) {
cerr << " Error in send_json() function \n";
}
}
// ----------------------------------------
#ifdef OPENCV
#include <opencv2/opencv.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/highgui/highgui_c.h>
#include <opencv2/imgproc/imgproc_c.h>
#ifndef CV_VERSION_EPOCH
#include <opencv2/videoio/videoio.hpp>
#endif
using namespace cv;
class MJPG_sender
{
SOCKET sock;
SOCKET maxfd;
fd_set master;
int timeout; // master sock timeout, shutdown after timeout usec.
int quality; // jpeg compression [1..100]
int close_all_sockets;
int _write(int sock, char const*const s, int len)
{
if (len < 1) { len = strlen(s); }
return ::send(sock, s, len, 0);
}
public:
MJPG_sender(int port = 0, int _timeout = 400000, int _quality = 30)
: sock(INVALID_SOCKET)
, timeout(_timeout)
, quality(_quality)
{
close_all_sockets = 0;
FD_ZERO(&master);
if (port)
open(port);
}
~MJPG_sender()
{
close_all();
release();
}
bool release()
{
if (sock != INVALID_SOCKET)
::shutdown(sock, 2);
sock = (INVALID_SOCKET);
return false;
}
void close_all()
{
close_all_sockets = 1;
cv::Mat tmp(cv::Size(10, 10), CV_8UC3);
write(tmp);
}
bool open(int port)
{
sock = ::socket(AF_INET, SOCK_STREAM, IPPROTO_TCP);
SOCKADDR_IN address;
address.sin_addr.s_addr = INADDR_ANY;
address.sin_family = AF_INET;
address.sin_port = htons(port); // ::htons(port);
int reuse = 1;
if (setsockopt(sock, SOL_SOCKET, SO_REUSEADDR, (const char*)&reuse, sizeof(reuse)) < 0)
cerr << "setsockopt(SO_REUSEADDR) failed" << endl;
// Non-blocking sockets
// Windows: ioctlsocket() and FIONBIO
// Linux: fcntl() and O_NONBLOCK
#ifdef WIN32
unsigned long i_mode = 1;
int result = ioctlsocket(sock, FIONBIO, &i_mode);
if (result != NO_ERROR) {
std::cerr << "ioctlsocket(FIONBIO) failed with error: " << result << std::endl;
}
#else // WIN32
int flags = fcntl(sock, F_GETFL, 0);
fcntl(sock, F_SETFL, flags | O_NONBLOCK);
#endif // WIN32
#ifdef SO_REUSEPORT
if (setsockopt(sock, SOL_SOCKET, SO_REUSEPORT, (const char*)&reuse, sizeof(reuse)) < 0)
cerr << "setsockopt(SO_REUSEPORT) failed" << endl;
#endif
if (::bind(sock, (SOCKADDR*)&address, sizeof(SOCKADDR_IN)) == SOCKET_ERROR)
{
cerr << "error MJPG_sender: couldn't bind sock " << sock << " to port " << port << "!" << endl;
return release();
}
if (::listen(sock, 10) == SOCKET_ERROR)
{
cerr << "error MJPG_sender: couldn't listen on sock " << sock << " on port " << port << " !" << endl;
return release();
}
FD_ZERO(&master);
FD_SET(sock, &master);
maxfd = sock;
return true;
}
bool isOpened()
{
return sock != INVALID_SOCKET;
}
bool write(const Mat & frame)
{
fd_set rread = master;
struct timeval select_timeout = { 0, 0 };
struct timeval socket_timeout = { 0, timeout };
if (::select(maxfd + 1, &rread, NULL, NULL, &select_timeout) <= 0)
return true; // nothing broken, there's just noone listening
std::vector<uchar> outbuf;
std::vector<int> params;
params.push_back(IMWRITE_JPEG_QUALITY);
params.push_back(quality);
cv::imencode(".jpg", frame, outbuf, params); //REMOVED FOR COMPATIBILITY
// https://docs.opencv.org/3.4/d4/da8/group__imgcodecs.html#ga292d81be8d76901bff7988d18d2b42ac
//std::cerr << "cv::imencode call disabled!" << std::endl;
int outlen = static_cast<int>(outbuf.size());
#ifdef _WIN32
for (unsigned i = 0; i<rread.fd_count; i++)
{
int addrlen = sizeof(SOCKADDR);
SOCKET s = rread.fd_array[i]; // fd_set on win is an array, while ...
#else
for (int s = 0; s <= maxfd; s++)
{
socklen_t addrlen = sizeof(SOCKADDR);
if (!FD_ISSET(s, &rread)) // ... on linux it's a bitmask ;)
continue;
#endif
if (s == sock) // request on master socket, accept and send main header.
{
SOCKADDR_IN address = { 0 };
SOCKET client = ::accept(sock, (SOCKADDR*)&address, &addrlen);
if (client == SOCKET_ERROR)
{
cerr << "error MJPG_sender: couldn't accept connection on sock " << sock << " !" << endl;
return false;
}
if (setsockopt(client, SOL_SOCKET, SO_RCVTIMEO, (char *)&socket_timeout, sizeof(socket_timeout)) < 0) {
cerr << "error MJPG_sender: SO_RCVTIMEO setsockopt failed\n";
}
if (setsockopt(client, SOL_SOCKET, SO_SNDTIMEO, (char *)&socket_timeout, sizeof(socket_timeout)) < 0) {
cerr << "error MJPG_sender: SO_SNDTIMEO setsockopt failed\n";
}
maxfd = (maxfd>client ? maxfd : client);
FD_SET(client, &master);
_write(client, "HTTP/1.0 200 OK\r\n", 0);
_write(client,
"Server: Mozarella/2.2\r\n"
"Accept-Range: bytes\r\n"
"Connection: close\r\n"
"Max-Age: 0\r\n"
"Expires: 0\r\n"
"Cache-Control: no-cache, private\r\n"
"Pragma: no-cache\r\n"
"Content-Type: multipart/x-mixed-replace; boundary=mjpegstream\r\n"
"\r\n", 0);
cerr << "MJPG_sender: new client " << client << endl;
}
else // existing client, just stream pix
{
if (close_all_sockets) {
int result = close_socket(s);
cerr << "MJPG_sender: close clinet: " << result << " \n";
continue;
}
char head[400];
sprintf(head, "--mjpegstream\r\nContent-Type: image/jpeg\r\nContent-Length: %zu\r\n\r\n", outlen);
_write(s, head, 0);
int n = _write(s, (char*)(&outbuf[0]), outlen);
cerr << "known client: " << s << ", sent = " << n << ", must be sent outlen = " << outlen << endl;
if (n < (int)outlen)
{
cerr << "MJPG_sender: kill client " << s << endl;
//::shutdown(s, 2);
close_socket(s);
FD_CLR(s, &master);
}
}
}
if (close_all_sockets) {
int result = close_socket(sock);
cerr << "MJPG_sender: close acceptor: " << result << " \n\n";
}
return true;
}
};
// ----------------------------------------
static std::mutex mtx_mjpeg;
//struct mat_cv : cv::Mat { int a[0]; };
void send_mjpeg(mat_cv* mat, int port, int timeout, int quality)
{
try {
std::lock_guard<std::mutex> lock(mtx_mjpeg);
static MJPG_sender wri(port, timeout, quality);
//cv::Mat mat = cv::cvarrToMat(ipl);
wri.write(*(cv::Mat*)mat);
std::cout << " MJPEG-stream sent. \n";
}
catch (...) {
cerr << " Error in send_mjpeg() function \n";
}
}
// ----------------------------------------
std::string get_system_frame_time_string()
{
std::time_t t = std::chrono::system_clock::to_time_t(std::chrono::system_clock::now());
static std::mutex mtx;
std::lock_guard<std::mutex> lock(mtx);
struct tm *tmp_buf = localtime(&t);
char buff[256];
std::strftime(buff, 256, "%A %F %T", tmp_buf);
std::string system_frame_time = buff;
return system_frame_time;
}
// ----------------------------------------
#ifdef __CYGWIN__
int send_http_post_request(char *http_post_host, int server_port, const char *videosource,
detection *dets, int nboxes, int classes, char **names, long long int frame_id, int ext_output, int timeout)
{
std::cerr << " send_http_post_request() isn't implemented \n";
return 0;
}
#else // __CYGWIN__
#ifndef NI_MAXHOST
#define NI_MAXHOST 1025
#endif
#ifndef NI_NUMERICHOST
#define NI_NUMERICHOST 0x02
#endif
//#define CPPHTTPLIB_OPENSSL_SUPPORT
#include "httplib.h"
// https://webhook.site/
// https://github.com/yhirose/cpp-httplib
// sent POST http request
int send_http_post_request(char *http_post_host, int server_port, const char *videosource,
detection *dets, int nboxes, int classes, char **names, long long int frame_id, int ext_output, int timeout)
{
const float thresh = 0.005; // function get_network_boxes() has already filtred dets by actual threshold
std::string message;
for (int i = 0; i < nboxes; ++i) {
char labelstr[4096] = { 0 };
int class_id = -1;
for (int j = 0; j < classes; ++j) {
int show = strncmp(names[j], "dont_show", 9);
if (dets[i].prob[j] > thresh && show) {
if (class_id < 0) {
strcat(labelstr, names[j]);
class_id = j;
char buff[10];
sprintf(buff, " (%2.0f%%)", dets[i].prob[j] * 100);
strcat(labelstr, buff);
}
else {
strcat(labelstr, ", ");
strcat(labelstr, names[j]);
}
printf("%s: %.0f%% ", names[j], dets[i].prob[j] * 100);
}
}
if (class_id >= 0) {
message += std::string(names[class_id]) + std::string(", id: ") + std::to_string(class_id) + "\n";
}
}
if (!message.empty())
{
std::string time = get_system_frame_time_string();
message += "\ntime:\n" + time + "\n";
message += "videosource:\n" + std::string(videosource);
std::string http_post_host_str = http_post_host;
int slash_index = http_post_host_str.find("/");
std::string http_path = http_post_host_str.substr(slash_index, http_post_host_str.length() - slash_index);
http_post_host_str = http_post_host_str.substr(0, slash_index);
// send HTTP-Post request
httplib::Client cli(http_post_host_str.c_str(), server_port, timeout);
auto res = cli.Post(http_path.c_str(), message, "text/plain");
return 1;
}
return 0;
}
#endif // __CYGWIN__
#endif // OPENCV
// -----------------------------------------------------
#if __cplusplus >= 201103L || _MSC_VER >= 1900 // C++11
#include <chrono>
#include <iostream>
static std::chrono::steady_clock::time_point steady_start, steady_end;
static double total_time;
double get_time_point() {
std::chrono::steady_clock::time_point current_time = std::chrono::steady_clock::now();
//uint64_t now = std::chrono::duration_cast<std::chrono::milliseconds>(current_time.time_since_epoch()).count();
return std::chrono::duration_cast<std::chrono::microseconds>(current_time.time_since_epoch()).count();
}
void start_timer() {
steady_start = std::chrono::steady_clock::now();
}
void stop_timer() {
steady_end = std::chrono::steady_clock::now();
}
double get_time() {
double took_time = std::chrono::duration<double>(steady_end - steady_start).count();
total_time += took_time;
return took_time;
}
void stop_timer_and_show() {
stop_timer();
std::cout << " " << get_time() * 1000 << " msec" << std::endl;
}
void stop_timer_and_show_name(char *name) {
stop_timer();
std::cout << " " << name;
std::cout << " " << get_time() * 1000 << " msec" << std::endl;
}
void show_total_time() {
std::cout << " Total: " << total_time * 1000 << " msec" << std::endl;
}
int custom_create_thread(custom_thread_t * tid, const custom_attr_t * attr, void *(*func) (void *), void *arg)
{
std::thread *ptr = new std::thread(func, arg);
*tid = (custom_thread_t *)ptr;
if (tid) return 0;
else return -1;
}
int custom_join(custom_thread_t tid, void **value_ptr)
{
std::thread *ptr = (std::thread *)tid;
if (ptr) {
ptr->join();
delete ptr;
return 0;
}
else printf(" Error: ptr of thread is NULL in custom_join() \n");
return -1;
}
int custom_atomic_load_int(volatile int* obj)
{
const volatile std::atomic<int>* ptr_a = (const volatile std::atomic<int>*)obj;
return std::atomic_load(ptr_a);
}
void custom_atomic_store_int(volatile int* obj, int desr)
{
volatile std::atomic<int>* ptr_a = (volatile std::atomic<int>*)obj;
std::atomic_store(ptr_a, desr);
}
int get_num_threads()
{
return std::thread::hardware_concurrency();
}
#if !defined(__MINGW64__)
void this_thread_sleep_for(int ms_time)
{
std::chrono::milliseconds dura(ms_time);
std::this_thread::sleep_for(dura);
}
#else
void this_thread_sleep_for(int ms_time)
{
std::cerr << " this_thread_sleep_for() isn't implemented \n";
return;
}
#endif
void this_thread_yield()
{
std::this_thread::yield();
}
#else // C++11
#include <iostream>
double get_time_point() { return 0; }
void start_timer() {}
void stop_timer() {}
double get_time() { return 0; }
void stop_timer_and_show() {
std::cout << " stop_timer_and_show() isn't implemented " << std::endl;
}
void stop_timer_and_show_name(char *name) { stop_timer_and_show(); }
void total_time() {}
#endif // C++11
#include <deque>
#include <vector>
#include <iostream>
#include "blas.h"
#include "utils.h"
struct similarity_detections_t {
int old_id, new_id;
float sim;
};
int check_prob(detection det, float thresh)
{
for (int i = 0; i < det.classes; ++i) {
if (det.prob[i] > thresh) return 1;
}
return 0;
}
int check_classes_id(detection det1, detection det2, float thresh)
{
if (det1.classes != det2.classes) {
printf(" Error: det1.classes != det2.classes \n");
getchar();
}
int det1_id = -1;
float det1_prob = 0;
int det2_id = -1;
float det2_prob = 0;
for (int i = 0; i < det1.classes; ++i) {
if (det1.prob[i] > thresh && det1.prob[i] > det1_prob) {
det1_prob = det1.prob[i];
det1_id = i;
}
if (det2.prob[i] > thresh && det2.prob[i] > det2_prob) {
det2_prob = det2.prob[i];
det2_id = i;
}
}
if (det1_id == det2_id && det2_id != -1) return 1;
//for (int i = 0; i < det1.classes; ++i) {
// if (det1.prob[i] > thresh && det2.prob[i] > thresh) return 1;
//}
return 0;
}
int fill_remaining_id(detection *new_dets, int new_dets_num, int new_track_id, float thresh, int detection_count)
{
for (int i = 0; i < new_dets_num; ++i) {
if (new_dets[i].track_id == 0 && check_prob(new_dets[i], thresh)) {
//printf(" old_tid = %d, new_tid = %d, sim = %f \n", new_dets[i].track_id, new_track_id, new_dets[i].sim);
if (new_dets[i].sort_class > detection_count) {
new_dets[i].track_id = new_track_id;
new_track_id++;
}
}
}
return new_track_id;
}
float *make_float_array(float* src, size_t size)
{
float *dst = (float*)xcalloc(size, sizeof(float));
memcpy(dst, src, size*sizeof(float));
return dst;
}
struct detection_t : detection {
int det_count;
detection_t(detection det) : detection(det), det_count(0)
{
if (embeddings) embeddings = make_float_array(det.embeddings, embedding_size);
if (prob) prob = make_float_array(det.prob, classes);
if (uc) uc = make_float_array(det.uc, 4);
}
detection_t(detection_t const& det) : detection(det)
{
if (embeddings) embeddings = make_float_array(det.embeddings, embedding_size);
if (prob) prob = make_float_array(det.prob, classes);
if (uc) uc = make_float_array(det.uc, 4);
}
~detection_t() {
if (embeddings) free(embeddings);
if (prob) free(prob);
if (uc) free(uc);
}
};
void set_track_id(detection *new_dets, int new_dets_num, float thresh, float sim_thresh, float track_ciou_norm, int deque_size, int dets_for_track, int dets_for_show)
{
static int new_track_id = 1;
static std::deque<std::vector<detection_t>> old_dets_dq;
// copy detections from queue of vectors to the one vector
std::vector<detection_t> old_dets;
for (std::vector<detection_t> &v : old_dets_dq) {
for (int i = 0; i < v.size(); ++i) {
old_dets.push_back(v[i]);
}
}
std::vector<similarity_detections_t> sim_det(old_dets.size() * new_dets_num);
// calculate similarity
for (int old_id = 0; old_id < old_dets.size(); ++old_id) {
for (int new_id = 0; new_id < new_dets_num; ++new_id) {
const int index = old_id*new_dets_num + new_id;
const float sim = cosine_similarity(new_dets[new_id].embeddings, old_dets[old_id].embeddings, old_dets[0].embedding_size);
sim_det[index].new_id = new_id;
sim_det[index].old_id = old_id;
sim_det[index].sim = sim;
}
}
// sort similarity
std::sort(sim_det.begin(), sim_det.end(), [](similarity_detections_t v1, similarity_detections_t v2) { return v1.sim > v2.sim; });
//if(sim_det.size() > 0) printf(" sim_det_first = %f, sim_det_end = %f \n", sim_det.begin()->sim, sim_det.rbegin()->sim);
std::vector<int> new_idx(new_dets_num, 1);
std::vector<int> old_idx(old_dets.size(), 1);
std::vector<int> track_idx(new_track_id, 1);
// match objects
for (int index = 0; index < new_dets_num*old_dets.size(); ++index) {
const int new_id = sim_det[index].new_id;
const int old_id = sim_det[index].old_id;
const int track_id = old_dets[old_id].track_id;
const int det_count = old_dets[old_id].sort_class;
//printf(" ciou = %f \n", box_ciou(new_dets[new_id].bbox, old_dets[old_id].bbox));
if (track_idx[track_id] && new_idx[new_id] && old_idx[old_id] && check_classes_id(new_dets[new_id], old_dets[old_id], thresh)) {
float sim = sim_det[index].sim;
//float ciou = box_ciou(new_dets[new_id].bbox, old_dets[old_id].bbox);
float ciou = box_iou(new_dets[new_id].bbox, old_dets[old_id].bbox);
sim = sim * (1 - track_ciou_norm) + ciou * track_ciou_norm;
if (sim_thresh < sim && new_dets[new_id].sim < sim) {
new_dets[new_id].sim = sim;
new_dets[new_id].track_id = track_id;
new_dets[new_id].sort_class = det_count + 1;
//new_idx[new_id] = 0;
old_idx[old_id] = 0;
if(track_id) track_idx[track_id] = 0;
}
}
}
// set new track_id
new_track_id = fill_remaining_id(new_dets, new_dets_num, new_track_id, thresh, dets_for_track);
// store new_detections to the queue of vectors
std::vector<detection_t> new_det_vec;
for (int i = 0; i < new_dets_num; ++i) {
if (check_prob(new_dets[i], thresh)) {
new_det_vec.push_back(new_dets[i]);
}
}
// add new
old_dets_dq.push_back(new_det_vec);
// remove old
if (old_dets_dq.size() > deque_size) old_dets_dq.pop_front();
// remove detection which were detected only on few frames
for (int i = 0; i < new_dets_num; ++i) {
if (new_dets[i].sort_class < dets_for_show) {
for (int j = 0; j < new_dets[i].classes; ++j) {
new_dets[i].prob[j] = 0;
}
}
}
}