deepstream_test2_app.c 17.9 KB
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/*
 * SPDX-FileCopyrightText: Copyright (c) 2018-2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 * SPDX-License-Identifier: LicenseRef-NvidiaProprietary
 *
 * NVIDIA CORPORATION, its affiliates and licensors retain all intellectual
 * property and proprietary rights in and to this material, related
 * documentation and any modifications thereto. Any use, reproduction,
 * disclosure or distribution of this material and related documentation
 * without an express license agreement from NVIDIA CORPORATION or
 * its affiliates is strictly prohibited.
 */

#include <gst/gst.h>
#include <glib.h>

#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <cuda_runtime_api.h>
#include "nvds_yml_parser.h"

#include "gstnvdsmeta.h"

#define PGIE_CONFIG_FILE  "dstest2_pgie_nvinferserver_config.txt"
#define SGIE1_CONFIG_FILE "dstest2_sgie1_nvinferserver_config.txt"
#define SGIE2_CONFIG_FILE "dstest2_sgie2_nvinferserver_config.txt"
#define MAX_DISPLAY_LEN 64

#define TRACKER_CONFIG_FILE "dstest2_tracker_config.txt"
#define MAX_TRACKING_ID_LEN 16

#define PGIE_CLASS_ID_VEHICLE 0
#define PGIE_CLASS_ID_PERSON 2

/* The muxer output resolution must be set if the input streams will be of
 * different resolution. The muxer will scale all the input frames to this
 * resolution. */
#define MUXER_OUTPUT_WIDTH 1920
#define MUXER_OUTPUT_HEIGHT 1080

/* Muxer batch formation timeout, for e.g. 40 millisec. Should ideally be set
 * based on the fastest source's framerate. */
#define MUXER_BATCH_TIMEOUT_USEC 40000

/* Create an inference element instance of the specified type. */
#define CREATE_GIE_INSTANCE(element, type, name) \
  if ((type) == NVDS_GIE_PLUGIN_INFER_SERVER) { \
    element = gst_element_factory_make ("nvinferserver", name); \
  } else { \
    element = gst_element_factory_make ("nvinfer", name); \
  }

/* Check for parsing error. */
#define RETURN_ON_PARSER_ERROR(parse_expr) \
  if (NVDS_YAML_PARSER_SUCCESS != parse_expr) { \
    g_printerr("Error in parsing configuration file.\n"); \
    return -1; \
  }

gint frame_number = 0;
/* These are the strings of the labels for the respective models */
gchar sgie1_classes_str[20][32] =
    { "Acura", "Audi", "BMW", "Chevrolet", "Chrysler",
  "Dodge", "Ford", "GMC", "Honda", "Hyundai", "Infiniti", "Jeep", "Kia",
      "Lexus", "Mazda", "Mercedes", "Nissan",
  "Subaru", "Toyota", "Volkswagen"
};

gchar sgie2_classes_str[6][32] = { "coupe", "largevehicle", "sedan", "suv",
  "truck", "van"
};

gchar pgie_classes_str[4][32] =
    { "Vehicle", "TwoWheeler", "Person", "RoadSign" };

/* gie_unique_id is one of the properties in the above dstest2_sgiex_config.txt
 * files. These should be unique and known when we want to parse the Metadata
 * respective to the sgie labels. Ideally these should be read from the config
 * files but for brevity we ensure they are same. */

guint sgie1_unique_id = 2;
guint sgie2_unique_id = 3;

/* This is the buffer probe function that we have registered on the sink pad
 * of the OSD element. All the infer elements in the pipeline shall attach
 * their metadata to the GstBuffer, here we will iterate & process the metadata
 * forex: class ids to strings, counting of class_id objects etc. */
static GstPadProbeReturn
osd_sink_pad_buffer_probe (GstPad * pad, GstPadProbeInfo * info,
    gpointer u_data)
{
    GstBuffer *buf = (GstBuffer *) info->data;
    guint num_rects = 0;
    NvDsObjectMeta *obj_meta = NULL;
    guint vehicle_count = 0;
    guint person_count = 0;
    NvDsMetaList * l_frame = NULL;
    NvDsMetaList * l_obj = NULL;
    NvDsDisplayMeta *display_meta = NULL;

    NvDsBatchMeta *batch_meta = gst_buffer_get_nvds_batch_meta (buf);

    for (l_frame = batch_meta->frame_meta_list; l_frame != NULL;
      l_frame = l_frame->next) {
        NvDsFrameMeta *frame_meta = (NvDsFrameMeta *) (l_frame->data);
        int offset = 0;
        for (l_obj = frame_meta->obj_meta_list; l_obj != NULL;
                l_obj = l_obj->next) {
            obj_meta = (NvDsObjectMeta *) (l_obj->data);
            if (obj_meta->class_id == PGIE_CLASS_ID_VEHICLE) {
                vehicle_count++;
                num_rects++;
            }
            if (obj_meta->class_id == PGIE_CLASS_ID_PERSON) {
                person_count++;
                num_rects++;
            }
            // printf("labels is %s\n", obj_meta->obj_label);
        }
        display_meta = nvds_acquire_display_meta_from_pool(batch_meta);
        NvOSD_TextParams *txt_params  = &display_meta->text_params[0];
        display_meta->num_labels = 1;
        txt_params->display_text = g_malloc0 (MAX_DISPLAY_LEN);
        offset = snprintf(txt_params->display_text, MAX_DISPLAY_LEN, "Person = %d ", person_count);
        offset = snprintf(txt_params->display_text + offset , MAX_DISPLAY_LEN, "Vehicle = %d ", vehicle_count);

        /* Now set the offsets where the string should appear */
        txt_params->x_offset = 10;
        txt_params->y_offset = 12;

        /* Font , font-color and font-size */
        txt_params->font_params.font_name = "Serif";
        txt_params->font_params.font_size = 10;
        txt_params->font_params.font_color.red = 1.0;
        txt_params->font_params.font_color.green = 1.0;
        txt_params->font_params.font_color.blue = 1.0;
        txt_params->font_params.font_color.alpha = 1.0;

        /* Text background color */
        txt_params->set_bg_clr = 1;
        txt_params->text_bg_clr.red = 0.0;
        txt_params->text_bg_clr.green = 0.0;
        txt_params->text_bg_clr.blue = 0.0;
        txt_params->text_bg_clr.alpha = 1.0;

        nvds_add_display_meta_to_frame(frame_meta, display_meta);
    }

    g_print ("Frame Number = %d Number of objects = %d "
            "Vehicle Count = %d Person Count = %d\n",
            frame_number, num_rects, vehicle_count, person_count);
    frame_number++;
    return GST_PAD_PROBE_OK;
}

static gboolean
bus_call (GstBus * bus, GstMessage * msg, gpointer data)
{
  GMainLoop *loop = (GMainLoop *) data;
  switch (GST_MESSAGE_TYPE (msg)) {
    case GST_MESSAGE_EOS:
      g_print ("End of stream\n");
      g_main_loop_quit (loop);
      break;
    case GST_MESSAGE_ERROR:{
      gchar *debug = NULL;
      GError *error = NULL;
      gst_message_parse_error (msg, &error, &debug);
      g_printerr ("ERROR from element %s: %s\n",
          GST_OBJECT_NAME (msg->src), error->message);
      if (debug)
        g_printerr ("Error details: %s\n", debug);
      g_free (debug);
      g_error_free (error);
      g_main_loop_quit (loop);
      break;
    }
    default:
      break;
  }
  return TRUE;
}

/* Tracker config parsing */

#define CHECK_ERROR(error) \
    if (error) { \
        g_printerr ("Error while parsing config file: %s\n", error->message); \
        goto done; \
    }

#define CONFIG_GROUP_TRACKER "tracker"
#define CONFIG_GROUP_TRACKER_WIDTH "tracker-width"
#define CONFIG_GROUP_TRACKER_HEIGHT "tracker-height"
#define CONFIG_GROUP_TRACKER_LL_CONFIG_FILE "ll-config-file"
#define CONFIG_GROUP_TRACKER_LL_LIB_FILE "ll-lib-file"
#define CONFIG_GPU_ID "gpu-id"

static gchar *
get_absolute_file_path (gchar *cfg_file_path, gchar *file_path)
{
  gchar abs_cfg_path[PATH_MAX + 1];
  gchar *abs_file_path;
  gchar *delim;

  if (file_path && file_path[0] == '/') {
    return file_path;
  }

  if (!realpath (cfg_file_path, abs_cfg_path)) {
    g_free (file_path);
    return NULL;
  }

  // Return absolute path of config file if file_path is NULL.
  if (!file_path) {
    abs_file_path = g_strdup (abs_cfg_path);
    return abs_file_path;
  }

  delim = g_strrstr (abs_cfg_path, "/");
  *(delim + 1) = '\0';

  abs_file_path = g_strconcat (abs_cfg_path, file_path, NULL);
  g_free (file_path);

  return abs_file_path;
}

static gboolean
set_tracker_properties (GstElement *nvtracker)
{
  gboolean ret = FALSE;
  GError *error = NULL;
  gchar **keys = NULL;
  gchar **key = NULL;
  GKeyFile *key_file = g_key_file_new ();

  if (!g_key_file_load_from_file (key_file, TRACKER_CONFIG_FILE, G_KEY_FILE_NONE,
          &error)) {
    if (error) {
      g_printerr ("Failed to load config file: %s\n", error->message);
      g_error_free (error);
    } else {
      g_printerr ("Failed to load config file.\n");
    }
    return FALSE;
  }

  keys = g_key_file_get_keys (key_file, CONFIG_GROUP_TRACKER, NULL, &error);
  CHECK_ERROR (error);

  for (key = keys; *key; key++) {
    if (!g_strcmp0 (*key, CONFIG_GROUP_TRACKER_WIDTH)) {
      gint width =
          g_key_file_get_integer (key_file, CONFIG_GROUP_TRACKER,
          CONFIG_GROUP_TRACKER_WIDTH, &error);
      CHECK_ERROR (error);
      g_object_set (G_OBJECT (nvtracker), "tracker-width", width, NULL);
    } else if (!g_strcmp0 (*key, CONFIG_GROUP_TRACKER_HEIGHT)) {
      gint height =
          g_key_file_get_integer (key_file, CONFIG_GROUP_TRACKER,
          CONFIG_GROUP_TRACKER_HEIGHT, &error);
      CHECK_ERROR (error);
      g_object_set (G_OBJECT (nvtracker), "tracker-height", height, NULL);
    } else if (!g_strcmp0 (*key, CONFIG_GPU_ID)) {
      guint gpu_id =
          g_key_file_get_integer (key_file, CONFIG_GROUP_TRACKER,
          CONFIG_GPU_ID, &error);
      CHECK_ERROR (error);
      g_object_set (G_OBJECT (nvtracker), "gpu_id", gpu_id, NULL);
    } else if (!g_strcmp0 (*key, CONFIG_GROUP_TRACKER_LL_CONFIG_FILE)) {
      char* ll_config_file = get_absolute_file_path (TRACKER_CONFIG_FILE,
                g_key_file_get_string (key_file,
                    CONFIG_GROUP_TRACKER,
                    CONFIG_GROUP_TRACKER_LL_CONFIG_FILE, &error));
      CHECK_ERROR (error);
      g_object_set (G_OBJECT (nvtracker), "ll-config-file", ll_config_file, NULL);
      g_free(ll_config_file);
    } else if (!g_strcmp0 (*key, CONFIG_GROUP_TRACKER_LL_LIB_FILE)) {
      char* ll_lib_file = get_absolute_file_path (TRACKER_CONFIG_FILE,
                g_key_file_get_string (key_file,
                    CONFIG_GROUP_TRACKER,
                    CONFIG_GROUP_TRACKER_LL_LIB_FILE, &error));
      CHECK_ERROR (error);
      g_object_set (G_OBJECT (nvtracker), "ll-lib-file", ll_lib_file, NULL);
      g_free(ll_lib_file);
    } else {
      g_printerr ("Unknown key '%s' for group [%s]", *key,
          CONFIG_GROUP_TRACKER);
    }
  }

  ret = TRUE;
done:
  if (error) {
    g_error_free (error);
  }
  if (keys) {
    g_strfreev (keys);
  }
  if (!ret) {
    g_printerr ("%s failed", __func__);
  }
  return ret;
}

int
main (int argc, char *argv[])
{
  GMainLoop *loop = NULL;
  GstElement *pipeline = NULL, *source = NULL, *h264parser = NULL,
      *decoder = NULL, *streammux = NULL, *sink = NULL, *pgie = NULL, *nvvidconv = NULL,
      *nvosd = NULL, *sgie1 = NULL, *sgie2 = NULL, *nvtracker = NULL, 
      *encoder = NULL, *h264parser1 = NULL, *mp4mux = NULL;
  g_print ("With tracker\n");
  GstBus *bus = NULL;
  guint bus_watch_id = 0;
  GstPad *osd_sink_pad = NULL;
  gboolean yaml_config = FALSE;
  NvDsGieType pgie_type = NVDS_GIE_PLUGIN_INFER_SERVER;
  NvDsGieType sgie1_type = NVDS_GIE_PLUGIN_INFER_SERVER;
  NvDsGieType sgie2_type = NVDS_GIE_PLUGIN_INFER_SERVER;

  int current_device = -1;
  cudaGetDevice(&current_device);
  struct cudaDeviceProp prop;
  cudaGetDeviceProperties(&prop, current_device);

  /* Check input arguments */
  if (argc != 2 && argc != 3) {
    g_printerr ("Usage: %s <yml file>\n", argv[0]);
    g_printerr ("OR: %s <H264 filename> <output_stream>\n", argv[0]);
    return -1;
  }

  /* Standard GStreamer initialization */
  gst_init (&argc, &argv);
  loop = g_main_loop_new (NULL, FALSE);

  /* Parse inference plugin type */
  yaml_config = (g_str_has_suffix (argv[1], ".yml") ||
      g_str_has_suffix (argv[1], ".yaml"));

  if (yaml_config) {
    RETURN_ON_PARSER_ERROR(nvds_parse_gie_type(&pgie_type, argv[1],
          "primary-gie"));
    RETURN_ON_PARSER_ERROR(nvds_parse_gie_type(&sgie1_type, argv[1],
          "secondary-gie1"));
    RETURN_ON_PARSER_ERROR(nvds_parse_gie_type(&sgie2_type, argv[1],
          "secondary-gie2"));
  }

  /* Create gstreamer elements */

  /* Create Pipeline element that will be a container of other elements */
  pipeline = gst_pipeline_new ("dstest2-pipeline");

  /* Source element for reading from the file */
  source = gst_element_factory_make ("filesrc", "file-source");

  /* Since the data format in the input file is elementary h264 stream,
   * we need a h264parser */
  h264parser = gst_element_factory_make ("h264parse", "h264-parser");

  /* Use nvdec_h264 for hardware accelerated decode on GPU */
  decoder = gst_element_factory_make ("mach264dec", "mach264-decoder");

  /* Create nvstreammux instance to form batches from one or more sources. */
  streammux = gst_element_factory_make ("nvstreammux", "stream-muxer");

  if (!pipeline || !streammux) {
    g_printerr ("One element could not be created. Exiting1.\n");
    return -1;
  }

  /* Use nvinfer or nvinferserver to run inferencing on decoder's output,
   * behaviour of inferencing is set through config file */
  CREATE_GIE_INSTANCE(pgie, pgie_type, "primary-nvinference-engine");

  /* We need to have a tracker to track the identified objects */
  nvtracker = gst_element_factory_make ("nvtracker", "tracker");

  /* We need three secondary gies so lets create 3 more instances of
     nvinfer or nvinferserver */
  CREATE_GIE_INSTANCE(sgie1, sgie1_type, "secondary1-nvinference-engine");
  CREATE_GIE_INSTANCE(sgie2, sgie2_type, "secondary2-nvinference-engine");

  /* Create OSD to draw on the converted RGBA buffer */
  nvosd = gst_element_factory_make ("nvdsosd", "nv-onscreendisplay");

  encoder = gst_element_factory_make ("maccudah264enc", "mac-cudah264enc");

  h264parser1 = gst_element_factory_make ("h264parse", "h264-parser1");

  mp4mux = gst_element_factory_make ("qtmux", "qt-mux");

  sink = gst_element_factory_make ("filesink", "file-sink");

  if (!source || !h264parser || !decoder || !pgie ||
      !nvtracker || !sgie1 || !sgie2 || 
      !nvosd || !encoder || !h264parser1 || !mp4mux || !sink) {
    g_printerr ("One element could not be created. Exiting2.\n");
    return -1;
  }

  if (g_str_has_suffix (argv[1], ".h264")) {
    /* Set the input filename to the source element */
    g_object_set (G_OBJECT (source), "location", argv[1], NULL);

    g_object_set (G_OBJECT (streammux), "batch-size", 1, NULL);

    g_object_set (G_OBJECT (streammux), "width", MUXER_OUTPUT_WIDTH, "height",
        MUXER_OUTPUT_HEIGHT,
        "batched-push-timeout", MUXER_BATCH_TIMEOUT_USEC, NULL);

    /* Set all the necessary properties of the nvinfer element,
     * the necessary ones are : */
    g_object_set (G_OBJECT (pgie), "config-file-path", PGIE_CONFIG_FILE, NULL);
    g_object_set (G_OBJECT (sgie1), "config-file-path", SGIE1_CONFIG_FILE, NULL);
    g_object_set (G_OBJECT (sgie2), "config-file-path", SGIE2_CONFIG_FILE, NULL);

    /* Set necessary properties of the tracker element. */
    if (!set_tracker_properties(nvtracker)) {
      g_printerr ("Failed to set tracker properties. Exiting.\n");
      return -1;
    }
    
    g_object_set (G_OBJECT (nvosd), "display-bbox", 1, NULL);
    g_object_set (G_OBJECT (sink), "location", argv[2], NULL);
  }

  if (yaml_config) {
    RETURN_ON_PARSER_ERROR(nvds_parse_file_source(source, argv[1], "source"));
    RETURN_ON_PARSER_ERROR(nvds_parse_streammux(streammux, argv[1], "streammux"));

    RETURN_ON_PARSER_ERROR(nvds_parse_gie(pgie, argv[1], "primary-gie"));
    RETURN_ON_PARSER_ERROR(nvds_parse_gie(sgie1, argv[1], "secondary-gie1"));
    RETURN_ON_PARSER_ERROR(nvds_parse_gie(sgie2, argv[1], "secondary-gie2"));

    RETURN_ON_PARSER_ERROR(nvds_parse_tracker(nvtracker, argv[1], "tracker"));

    RETURN_ON_PARSER_ERROR(nvds_parse_osd(nvosd, argv[1], "nvdsosd"));
    RETURN_ON_PARSER_ERROR(nvds_parse_file_sink(sink, argv[1], "filesink"));
  }


  /* we add a message handler */
  bus = gst_pipeline_get_bus (GST_PIPELINE (pipeline));
  bus_watch_id = gst_bus_add_watch (bus, bus_call, loop);
  gst_object_unref (bus);

  /* Set up the pipeline */
  /* we add all elements into the pipeline */
  /* decoder | pgie1 | nvtracker | sgie1 | sgie2 | etc.. */
  gst_bin_add_many (GST_BIN (pipeline),
      source, h264parser, decoder, streammux, pgie, nvtracker, sgie1, sgie2,
      encoder, h264parser1, mp4mux, nvosd, sink, NULL);

  GstPad *sinkpad, *srcpad;
  gchar pad_name_sink[16] = "sink_0";
  gchar pad_name_src[16] = "src";

  sinkpad = gst_element_request_pad_simple (streammux, pad_name_sink);
  if (!sinkpad) {
    g_printerr ("Streammux request sink pad failed. Exiting.\n");
    return -1;
  }

  srcpad = gst_element_get_static_pad (decoder, pad_name_src);
  if (!srcpad) {
    g_printerr ("Decoder request src pad failed. Exiting.\n");
    return -1;
  }

  if (gst_pad_link (srcpad, sinkpad) != GST_PAD_LINK_OK) {
      g_printerr ("Failed to link decoder to stream muxer. Exiting.\n");
      return -1;
  }

  gst_object_unref (sinkpad);
  gst_object_unref (srcpad);

  /* Link the elements together */
  if (!gst_element_link_many (source, h264parser, decoder, NULL)) {
    g_printerr ("Elements could not be linked: 1. Exiting.\n");
    return -1;
  }

  if (!gst_element_link_many (streammux, pgie, nvtracker, sgie1,
      sgie2, nvosd, encoder, h264parser1, mp4mux, sink, NULL)) {
    g_printerr ("Elements could not be linked. Exiting.\n");
    return -1;
  }

  /* Lets add probe to get informed of the meta data generated, we add probe to
   * the sink pad of the osd element, since by that time, the buffer would have
   * had got all the metadata. */
  osd_sink_pad = gst_element_get_static_pad (nvosd, "sink");
  if (!osd_sink_pad)
    g_print ("Unable to get sink pad\n");
  else
    gst_pad_add_probe (osd_sink_pad, GST_PAD_PROBE_TYPE_BUFFER,
        osd_sink_pad_buffer_probe, NULL, NULL);
  gst_object_unref (osd_sink_pad);

  /* Set the pipeline to "playing" state */
  g_print ("Using file: %s\n", argv[1]);
  gst_element_set_state (pipeline, GST_STATE_PLAYING);

  /* Iterate */
  g_print ("Running...\n");
  g_main_loop_run (loop);

  /* Out of the main loop, clean up nicely */
  g_print ("Returned, stopping playback\n");
  gst_element_set_state (pipeline, GST_STATE_NULL);
  g_print ("Deleting pipeline\n");
  gst_object_unref (GST_OBJECT (pipeline));
  g_source_remove (bus_watch_id);
  g_main_loop_unref (loop);
  return 0;
}